{
  "run_id": "2026-09-04-r1",
  "tool": "firecrawl",
  "mode": "search",
  "query_id": "Q52",
  "query_text": "number of pages in Linkup web index",
  "input_file": 3,
  "timestamp_utc": "2026-09-04T09:28:21Z",
  "region": "ap-south-1",
  "latency_ms": 43276.7,
  "http_status": 200,
  "error": null,
  "credits_reported": 11,
  "tokens_reported": null,
  "results": [
    {
      "rank": 1,
      "url": "https://www.youtube.com/watch?v=R2F7m5p44tc",
      "title": "Philippe Mizrahi (Linkup) on Building Web Search for AI Agents - YouTube",
      "content": "![Thumbnail (1920x1080)](https://i.ytimg.com/vi_webp/R2F7m5p44tc/maxresdefault.webp)\n# [Off the Radar - Philippe Mizrahi (Linkup) on Building Web Search for AI Agents](https://www.youtube.com/watch?v=R2F7m5p44tc)\n\n**Visibility**: Public\n**Uploaded by**: [Hexa](https://www.youtube.com/@joinhexa)\n**Uploaded at**: 2026-07-10\n**Published at**: \n**Length**: 15:04\n**Views**: 213\n**Likes**: 3\n**Category**: People & Blogs\n\n## Description\n\n```\nPhilippe Mizrahi, co-founder and CEO of Linkup, is the founder organizers credit with almost saving Off the Radar: Linkup's own AI was used to score and rank over 1,200 applications after the event's registration page got overwhelmed in 24 hours.\n\nPhilippe breaks down why LLMs used to be stuck in what he calls \"airplane mode,\" cut off from anything that happened after training ended, and why building a real web search engine for AI agents meant rebuilding search from the ground up rather than duct-taping scrapers together. He also walks through who's actually building on Linkup today, from an AI agent that autonomously runs e-commerce businesses to legal AI platform Legora and AI lab Cohere.\n\n0:00 Why Linkup almost saved this conference\n1:28 Meet Phil: what Linkup actually does\n2:12 Why LLMs used to be stuck in \"airplane mode\"\n3:43 The hacky, expensive way founders searched the web before Linkup\n6:30 Building a web index for AI agents from scratch\n11:15 Who's actually building on Linkup: from e-commerce agents to Legora\n\n#OffTheRadar #AIAgents #WebSearch\n\nAbout Off the Radar\nThis was filmed live at Off the Radar, a sold out event held in Brussels on 23 June 2026. It was the first event of its kind in Belgium: no sponsored keynotes, no booths, no badge-scanning, just the people actually building. Off the Radar brought some of the biggest names shipping AI today onto the stage, including ElevenLabs, OpenAI, Anthropic, Gradium, DeepMind, Mistral, AWS, Vercel, Cloudflare, Stripe, and Wonderful. Belgium's Minister of the Economy, Laurent Hublet, opened the day. Hexa is a proud partner of Off the Radar, alongside co-partners Penbox, HPE Growth, Fortino Ventures, We Love Founders, Max, Dups+, 24 Industries, Merchery, and Stefan Ifrim, thank you all for making this happen. More sessions from the day are on this channel. Follow along for the next edition at https://off-the-radar.com/\n```\n\n## Transcript\n\nThe next company kind of saved this uh this conference. Let me explain you why.\nWe um when we launched it like six weeks, not not six weeks, but four weeks ago,\nwe thought that we would be a few hundred application on the website, but after like\n24 hours, we had more than a thousand and in total we had like 1,200 application\nand we had to close uh the registration on the website. um we didn't think to be honest\nwe didn't think how we would select uh all of you guys and so there was no way that we would review\nall those profiles manually so what we did was to build a small AI uh basically using link up\nto deep research all of you and you will not like that but basically we gave you a score [laughter]\nso we knew how to rank you uh maybe it should be you know on your budget you know, number one,\nnumber two, [gasps and sighs] so on. Um, some people were pissed off [laughter] because I mean,\nobviously it's not perfect. Uh, the scoring is not perfect, the search is not perfect, but it was\nactually pretty good. And, um, we kind of managed to uh finish the the review manually at the end.\nSo, all of that to say, please welcome Phil from Linkup, who came straight from the US,\nfrom New York, just for you guys. So, please welcome Phil. [applause] [music]\nSo, thank you, Tongi, for the slightly creepy introduction.\nUm, but yeah, seriously, thank you for the invitation. Very happy to be here. I'm Phil.\nI'm one of the co-founders of LinkUp. We do web search for AIS and um Can I have like the Yeah.\nUm and and so um what I wanted to do today is sort of like explain um how and why we built LinkUp\nstarting two years ago and uh sort of the entrepreneurship journey that um that we had\nso far. Um and so maybe like bringing us back to two years ago. Um two years ago was a time where\num AI models and agents were very different than today. And one of the key things is that LLMs at\nthe time were not accessing the internet. So what I mean by that is that all the information that\nyou know LM are like like you and I essentially they are very smart. They have a lot of knowledge.\nUm and this knowledge is pretty much like based on the training data that they were trained on.\nAnd so you know an NLM training process um takes like a few months and at the end the model is\npackaged and then it's released to the world and and the model is going to be aware of everything\nthat happened until the end of the training and then after that it's sort of like uh if they turn\non uh airplane mode and didn't have access to the outside world. So very capable. Uh but if you ask\na model a question about something that happened um after you landed the plane,\nit won't be able to answer. But on the other hand, um agents need to be aware of the outside world.\nIf you build an agent in the financial industry like you know like for\nexample like a financial analyst agent, it needs to be able to get a lot of information\nabout a potential company they want to invest in. or you're doing like fungi and you want to\ncreep out on some folks, uh, you need to be able to get information on the on those people. Um,\nand so agents need to access the the internet to get some information, some fresh data.\nUm and so before linkup existed or competition existed the um we we had a few chats with folks\nbuilding at the application layer of AI and the way they were doing trying to like essentially\nthey're essentially trying to use humanmade or like human uh products designed for human use\nto pipe in internet data into the agent. Um and so a friend of mine was building application in the\nyou know like agentic finance industry and trying to get information on on companies and\nto sort of like inform his agent he had an an LLM that was generating uh Google style queries. So\nlike a few keywords and then he was filling these queries into SER APIs. So for those who don't\nknow, sub APIs is essentially pretty like shady gray gray area companies that are scraping Google.\nUm and then he would get like a few links of relevant um you know like websites and he would\nscrape each of these websites. to like enter the website uh scrape the entire content of a page\nand then he would clean up the page uh HTML into like actual clean content and then he would\nchunk all of that into chunks of information and rerank all of that and take the like most relevant\ndata points and fuel that into his agent. obviously very cumbersome uh very expensive,\nvery slow and but it was working well enough for him to have this in production\nand that was sort of like the the moment we realized that we had to build something that was\nbetter than that essentially build something um that was sort of like what Google was for humans\nwe wanted to build that for agents and so we had to rebuild search in web search from the ground up\nand the first realization was the needs of agents are very different than the needs of humans\nwhen it comes to web search. The the biggest thing is that humans look for web pages. And so that's\nwhy like when you go on Google, you have a list of web pages can click and go and visit the page. Um\nwhen actually agents what they look for is trusted data. They don't care about like\nvisiting web page. They care about just getting the row trusted data. Um, and obviously lots of\ndifferences uh that are like a bit more nuance like around like what like as an agent you don't\ncare about like the look and feel of a website. You don't care if the web page is sexy. Um,\nobviously you don't care about like the SEO. You you you might not care about like the entire\nuh breath of a craziness that you have on the internet. Um, the internet is a crazy place. Um,\nand um, and so we had to rebuild the entire thing from ground up and this is what we built. We have\nright now an API that lets agents search with natural language and we return row content.\nSo how did we do that actually? Um it was a pretty big thing. We actually built the\nentire thing like it took us like a year and a half pretty much to have something that worked\nuh pretty well. Um so how do you build web index for AI agent?\nThe first thing you have to do is discover the web. So you have to have crawlers. So these are\nlike essentially bots that are going to discover uh pages of the page. So you go on a page,\nyou look at the content of a page including all the different links to different pages and then\nyou can search like page by page um the entire internet. And so this is quite complex not um\nbecause like following a link is complex, just because of the sheer number of pages you have on\nthe internet. So we're talking about like billions and billions of pages. Um and so actually a lot\nof work here is is not discovering pages. It's mostly like thinking about what not to scrape\nbecause you want to prioritize um you know like the um the like the pages that are going to be\nincreasing value or like helping you give better answers to your users um and dep prioritize the\nSEO, the AI generated content or anything that is not really relevant to what you're doing.\nSo then you have a list of pages and then what you have to do next is you have to sort of like\nunderstand what is the content and this is what so like sets us apart from\nother players in the industry. We don't index web pages we index the informations that are\non the pages. We call this atomic indexing and essentially the idea is that we're going to\nidentify the different atoms of information that are on the page and we're going to\ngenerate one embedding for each of these atoms of information. So and on one page you can have like\nsometimes like 10 or even like 100 different atoms of information if the page is very rich. And so\nwe embed all that uh so embeddings are essentially mathematical representations of the content\nuh that capture like the semantics of of what's uh on on a on a web page. And um and that helps\nus be essentially like 10 to 100x more granular to to the compared to the competition. essentially\nthe there's a lot of ML and AI stuff that we do as well to generate um new signals to help in the\nin the ranking. Uh you know at the moment that we retrieve the content you want to be able to um\ndo this in the most um relevant way to have the highest precision, the highest recall\num and the lowest latency for your agent. So that essentially gives you uh a web index\num where you can ask questions get a rank list of atoms of information. Um\nso how do we expose that to agents because agents um have very different needs and and you've seen\ntoday like very different styles of agents. Um we had a very like very cool demos on voice AI like\nin voice AI you want to have like very low latency because it's very painful to wait for someone when\nyou're on the phone. Um, and so you need to have like very low latency answers. And so we have\none of our APIs that is like the the fast API that is essentially like the most accurate subsecond um\nweb search API out there. Um and then we have essentially a range of different APIs um that\nare at the efficiency threshold uh efficiency frontier of the quality latency trade-off all\nthe way to the deep researcher that is um copying the charts and state-of-the-art for deep research\nand there you can wait like half an hour to get like the most comprehensive response you can get.\nUh we also have different APIs that are uh great at doing lists, that are great at um\nextracting content from web pages, that are great at um writing its own code to extract at very high\nscale a lot of content from the internet. Um and all of that is uh you know in the way we build the\ncompany um we think about the you know like we talk to the users every day and we think about\nokay how can we build better uh tools to help you get the data you need uh from the internet\nand the product strategy of linkup is investing a lot in this web index and then leveraging it as\nmuch as we can through these different endpoints so that we can get the most out of it because it's\nvery expensive to build a web index it's very expensive to refresh fresh and keep it fresh\nlike you know you have to rescrape pages like continuously but then it's very cheap to use it.\nSo you have it's like a breaking point where like if you if you use the index enough you\nyou can start making a lot of money. Um but if you don't you lose a lot of money.\nUm so I mentioned we're state of the art on on fast search but also on deep search. Um\nyou've seen a lot of benchmarks. Uh so I don't think it's super interesting.\nUm, what is super cool is what people do with our product. And I wanted to highlight one\ncompany that is I was in SF last week and I talked to one of our users. This company is called Posia.\nI don't know if some of you guys know Posia. Um, it's an autonomous company essentially.\nIt's a company that helps people run their company autonomously. So let's say you have like a website\nwhere you do e-commerce. You plug PAIA and PAIA is going to autonomously improve your product\nbut also drive your sales, drive your marketing, drive your strategy\nand to do that obviously it needs to have like a lot of information about you but also about\nyour competition about the entire world and so it leverages link up to get all that information\nfrom the internet. It's actually a very cool product so you guys should go check it out.\nUm that is one example. We also sell to like a pretty wide range to of companies like from very\num like AI intense company like AI labs like Coher um that use for their deep researcher\nall the way to like industrial companies like SNF um like social media companies\nlike AMO they power some of their um um consumer experiences with through linkup um and or like\nartisan AI they have like agentic s um like they have AVAB which is like an AI SDR that is getting\nfull link up information about uh prospects to to to do outreach um autonomously. So you\ncan see a very wide range of uh AI agents and our thesis is that the this is just going to increase\nright now like we're still at the infancy and I know this group is like very well informed of AI\nagents and we think it's pretty much everywhere but like if you get out of this like small bubble\num it's just the beginning and if you fast forward a few years um we'll sort like flip the switch\nwhere um agents are stop going not going to be like the exception but going to become the\nnorm and what what I like to call like the player one of the internet right now like we have around\n15 billions queries being made like every day by humans on the internet um you know there's um\nthe the number of queries being made by humans is going to be much bigger uh pretty quickly\nand so in that context like um and I'll leave you guys on this note like\nwhat I think when I think about the mission of my company and what we're trying to We're trying\nto make sure that all these agents are well informed and we had like one very cool slides\nuh earlier today by presented by the um this woman from Entropic that was essentially showing the\nthe complexity of tasks that agents are able to make independently autonomously\nand it was increasing in length and I think right now we can like perform tasks that\nlast for like 16 hours but I think very quickly um this time horizon is going to explode. U\nand you'll have AI agents that are going to work autonomously continuously and these they're going\nto take actions that are going to have more and more impact on us on on humans. Um and I want to\nmake sure that when these agents take actions that are going to impact us that these are\nactions that take knowingly of all the facts. And so this is LinkUp's mission. Thanks. [applause]\n[applause]\nThank you so much,",
      "content_chars": 15999,
      "published_date": null
    },
    {
      "rank": 2,
      "url": "https://www.linkup.so/",
      "title": "Linkup | The Web Search API for AI",
      "content": "# Web Search API for\u00a0AI\n\nIndustry-leading accuracy, in your stack via one API call or deployed inside your own cloud.\n\nFetchSearchResearch\n\n![](https://www.linkup.so/_next/image?url=%2F_next%2Fstatic%2Fimmutable%2Fmedia%2Fambient-grid-bg.3f9yr4wi_oi41.webp&w=3840&q=75)\n\nSearch\n\nSee Response\n\nSee Query\n\nSearch\n\nSee Response\n\nSee Query\n\nSearch\n\nSee Response\n\nSee Query\n\nTrusted in production by leading AI labs and global financial institutions.\n\n[![blackfin logo ](https://cdn.sanity.io/images/fxvvc6rg/production/6e27bc39d714e145e3ecad1f7474461d743ec2dc-1769x370.png?auto=format&fit=max&q=75&w=120)\\\\\nCase study](https://www.linkup.so/case-studies/blackfin-case-study)\n\n![Amo](https://cdn.sanity.io/images/fxvvc6rg/production/8ff98fbcdd436868a37bdb59c30bc24e913751e1-67x19.svg)\n\n![McKinsey & Company](https://cdn.sanity.io/images/fxvvc6rg/production/7bef375ea89f7e2a17fd20b0081177f7e395f7e5-117x35.svg)\n\n![Databricks logo.](https://cdn.sanity.io/images/fxvvc6rg/production/250cf01e8853e8078340390e07b334dec2ecea02-713x113.svg)\n\n[![LEGORA logo with a stylized four-pointed star symbol.](https://cdn.sanity.io/images/fxvvc6rg/production/231561b8bf78ce6fcfe8f200bead4752180d73a3-3968x620.png?auto=format&fit=max&q=75&w=120)\\\\\nCase study](https://www.linkup.so/case-studies/delivers-up-to-date-web-data-legal-ai)\n\n![Floquer](https://cdn.sanity.io/images/fxvvc6rg/production/ebee4f362860c00bff76622fb001d4c060aa5ee9-2500x568.svg)\n\n![KPMG](https://cdn.sanity.io/images/fxvvc6rg/production/83a8d74139c0eddd63637c4f498472a186a6683e-77x30.svg)\n\n[![The word ARTISAN in dark grey text on a black background.](https://cdn.sanity.io/images/fxvvc6rg/production/013168bdc64fcc6efe3df025bf9f4ec63297cd2b-4096x392.svg)\\\\\nCase study](https://www.linkup.so/case-studies/sales-enablement-enriched-pipeline-real-time-intent)\n\n[![blackfin logo ](https://cdn.sanity.io/images/fxvvc6rg/production/6e27bc39d714e145e3ecad1f7474461d743ec2dc-1769x370.png?auto=format&fit=max&q=75&w=120)\\\\\nCase study](https://www.linkup.so/case-studies/blackfin-case-study)\n\n![Amo](https://cdn.sanity.io/images/fxvvc6rg/production/8ff98fbcdd436868a37bdb59c30bc24e913751e1-67x19.svg)\n\n![McKinsey & Company](https://cdn.sanity.io/images/fxvvc6rg/production/7bef375ea89f7e2a17fd20b0081177f7e395f7e5-117x35.svg)\n\n![Databricks logo.](https://cdn.sanity.io/images/fxvvc6rg/production/250cf01e8853e8078340390e07b334dec2ecea02-713x113.svg)\n\n[![LEGORA logo with a stylized four-pointed star symbol.](https://cdn.sanity.io/images/fxvvc6rg/production/231561b8bf78ce6fcfe8f200bead4752180d73a3-3968x620.png?auto=format&fit=max&q=75&w=120)\\\\\nCase study](https://www.linkup.so/case-studies/delivers-up-to-date-web-data-legal-ai)\n\n![Floquer](https://cdn.sanity.io/images/fxvvc6rg/production/ebee4f362860c00bff76622fb001d4c060aa5ee9-2500x568.svg)\n\n![KPMG](https://cdn.sanity.io/images/fxvvc6rg/production/83a8d74139c0eddd63637c4f498472a186a6683e-77x30.svg)\n\n[![The word ARTISAN in dark grey text on a black background.](https://cdn.sanity.io/images/fxvvc6rg/production/013168bdc64fcc6efe3df025bf9f4ec63297cd2b-4096x392.svg)\\\\\nCase study](https://www.linkup.so/case-studies/sales-enablement-enriched-pipeline-real-time-intent) [![blackfin logo ](https://cdn.sanity.io/images/fxvvc6rg/production/6e27bc39d714e145e3ecad1f7474461d743ec2dc-1769x370.png?auto=format&fit=max&q=75&w=120)\\\\\nCase study](https://www.linkup.so/case-studies/blackfin-case-study)\n\n![Amo](https://cdn.sanity.io/images/fxvvc6rg/production/8ff98fbcdd436868a37bdb59c30bc24e913751e1-67x19.svg)\n\n![McKinsey & Company](https://cdn.sanity.io/images/fxvvc6rg/production/7bef375ea89f7e2a17fd20b0081177f7e395f7e5-117x35.svg)\n\n![Databricks logo.](https://cdn.sanity.io/images/fxvvc6rg/production/250cf01e8853e8078340390e07b334dec2ecea02-713x113.svg)\n\n[![LEGORA logo with a stylized four-pointed star symbol.](https://cdn.sanity.io/images/fxvvc6rg/production/231561b8bf78ce6fcfe8f200bead4752180d73a3-3968x620.png?auto=format&fit=max&q=75&w=120)\\\\\nCase study](https://www.linkup.so/case-studies/delivers-up-to-date-web-data-legal-ai)\n\n![Floquer](https://cdn.sanity.io/images/fxvvc6rg/production/ebee4f362860c00bff76622fb001d4c060aa5ee9-2500x568.svg)\n\n![KPMG](https://cdn.sanity.io/images/fxvvc6rg/production/83a8d74139c0eddd63637c4f498472a186a6683e-77x30.svg)\n\n[![The word ARTISAN in dark grey text on a black background.](https://cdn.sanity.io/images/fxvvc6rg/production/013168bdc64fcc6efe3df025bf9f4ec63297cd2b-4096x392.svg)\\\\\nCase study](https://www.linkup.so/case-studies/sales-enablement-enriched-pipeline-real-time-intent)\n\n## One API for all web data\n\nTake full control of search. Tune the index, pick the sources, set the freshness.\n\nFetchSearchResearch\n\nFetchretrieve information from a web page\n\nSearchsub-second results with state-of-the-art accuracy\n\nResearchin-depth results for complex research\n\n### Search\n\nWeb search built for AI applications. Get sourced, cited answers with full-text snippets from across the web. Fast, accurate, and grounded in real data from trusted sources.\n\n[Get Started](https://app.linkup.so/) [API docs](https://docs.linkup.so/)\n\nPythonNode.jscURL\n\ncopy\n\n```\nfrom linkup import LinkupClient\n\nclient = LinkupClient(\n    api_key=\"<your-api-key>\", # Or set the LINKUP_API_KEY environment variable\n)\n\n# Perform a search query\nsearch_response = client.search(\n    query=\"What is Microsoft 2024 revenue?\",\n    depth=\"standard\",\n    output_type=\"searchResults\",\n)\nprint(search_response)\n```\n\n[Interested in our product beta?\\\\\nReach out here](https://www.linkup.so/contact)\n\n## Performance\u00a0you can measure\n\nLinkup delivers accuracy, speed, and reliability that set a new standard for web search APIs.\n\n![/search chart](https://www.linkup.so/_next/static/immutable/media/simple_qa_chart_mobile.1z9lekroa3wqx.svg)\n\n![/search chart](https://www.linkup.so/_next/static/immutable/media/simple_qa_chart.0si_7mg--qmv0.svg)\n\n## Performance\u00a0you can measure\n\nLinkup delivers accuracy, speed, and reliability that set a new standard for web search APIs.\n\n### Methodology\n\n[Verified SimpleQA](https://www.linkup.so/blog/linkup-establishes-sota-performance-on-simpleqa)\n\nEvaluated on benchmark datasets designed to measure factual accuracy for search-augmented systems on web-grounded, fact-seeking questions.\n\n[View all benchmarks](https://www.linkup.so/benchmarks)\n\n/search/research\n\n## Build reliable AI systems for your enterprise\n\nTrusted by Fortune 500s, frontier AI labs, and government agencies\n\n![EY Logo](https://www.linkup.so/_next/static/immutable/media/ey_icon.2j7ebdevyidgw.svg)![Die Bundesregierung Logo](https://www.linkup.so/_next/static/immutable/media/bundesregierung_logo.0ctylgnpfoq71.svg)![Cohere Logo](https://www.linkup.so/_next/static/immutable/media/cohere_logo.0zn93uxsvh4ay.svg)\\+ many more\n\nDeployment modes\n\n### Private\u00a0Index\n\nBuild a dedicated, access-controlled index of your proprietary data, so your AI retrieves the right answers without exposing anything beyond your walls.\n\n### Bring your Own Cloud\n\nRun the full indexing layer inside your own infrastructure for maximum control, compliance, and zero data leaving your environment.\n\n## Production-grade performance\n\nState-of-the-art Accuracy\n\n![Big Icon 1](https://www.linkup.so/_next/static/immutable/media/big-icon-1.3lrjp_zx_jh75.svg)\n\nSub-second Latency\n\n![Big Icon 2](https://www.linkup.so/_next/static/immutable/media/big-icon-2.35mh2o6n8jsv8.svg)\n\nFlexible Pricing\n\n![Big Icon 3](https://www.linkup.so/_next/static/immutable/media/big-icon-3.446st8ukzafjd.svg)\n\n99.9% uptime, SLA-backed\n\n![Big Icon 1](https://www.linkup.so/_next/static/immutable/media/big-icon-4.142ublos7zk_3.svg)\n\n![SOC 2 Type II](https://www.linkup.so/_next/static/immutable/media/big-icon-5.2ovm_-74ul7qi.svg)![HIPAA](https://www.linkup.so/_next/static/immutable/media/big-icon-8.3x3xbl4fi15bo.svg)![Single Sign On](https://www.linkup.so/_next/static/immutable/media/big-icon-6.0hj592n8ov9fx.svg)![Zero Data Retention](https://www.linkup.so/_next/static/immutable/media/big-icon-7.2md-3y6pivnz9.svg)\n\nSecurity First [See Enterprise](https://www.linkup.so/product/enterprise)\n\n## Integrate in one line of code\n\nLinkup works with the OpenAI SDK wrapper, LangChain, CrewAI, and dozens of other frameworks. Drop it into your existing stack with zero friction.\n\n![Logo 1](https://www.linkup.so/_next/static/immutable/media/vercel.3www6xpxf3dij.svg)\n\n![Logo 2](https://www.linkup.so/_next/static/immutable/media/x402.1n1td3-prseql.svg)\n\n![Logo 3](https://www.linkup.so/_next/static/immutable/media/crewai.1192g-qjueq7c.svg)\n\n![Logo 4](https://www.linkup.so/_next/static/immutable/media/oi.2wqmj7bhd9n4w.svg)\n\n![Logo 5](https://www.linkup.so/_next/static/immutable/media/alpic.29-lzimzo8chf.svg)\n\n![Logo 6](https://www.linkup.so/_next/static/immutable/media/n8n.2f4wf4y52buat.svg)\n\n[Get started](https://app.linkup.so/) [View integrations](https://docs.linkup.so/pages/integrations/integrations)\n\n## Built for the teams shipping AI in production\n\nLegal AI, research copilots, sales agents, voice. Each one needs search tuned to its domain. Linkup gives them theirs.\n\n[See All](https://www.linkup.so/case-studies)\n\n[![A person works at a desk with two vintage computer monitors, one displaying color bars and the other early 3D blocky figures, with a \"CYBERPUNK\" book nearby.](https://cdn.sanity.io/images/fxvvc6rg/production/ff9f14778196eb8a8f4d17e0f1f6295eda837138-736x734.jpg?auto=format&crop=entropy&fit=crop&h=613&q=75&w=736)\\\\\n\\\\\n**Inside H Company's Computer-Use Agents: Web Search at Production Scale with Linkup**\\\\\n\\\\\n![H Company Logo](https://cdn.sanity.io/images/fxvvc6rg/production/cdbb1056c3558777ee16e0c89b7cb168f0cddd69-422x281.png?auto=format&fit=max&q=75&w=60)](https://www.linkup.so/case-studies/h-company-agentic-platform-with-linkup)\n\n[![Blackfin AI strategy](https://cdn.sanity.io/images/fxvvc6rg/production/8d988b004e00ee750d5da10a4adb77efa0c558fc-3573x2859.jpg?auto=format&crop=entropy&fit=crop&h=1000&q=75&w=1200)\\\\\n\\\\\n**Agentic deal sourcing and investment intelligence platform**\\\\\n\\\\\n![blackfin logo ](https://cdn.sanity.io/images/fxvvc6rg/production/6e27bc39d714e145e3ecad1f7474461d743ec2dc-1769x370.png?auto=format&fit=max&q=75&w=120)](https://www.linkup.so/case-studies/blackfin-case-study)\n\n[![Legora](https://cdn.sanity.io/images/fxvvc6rg/production/4c100b81f4cf96831c7d73f1e4522530f60889d3-1232x928.png?auto=format&crop=entropy&fit=crop&h=928&q=75&w=1114)\\\\\n\\\\\n**How Legora deployed a production-grade web search infrastructure globally**\\\\\n\\\\\n![LEGORA logo with a stylized four-pointed star symbol.](https://cdn.sanity.io/images/fxvvc6rg/production/231561b8bf78ce6fcfe8f200bead4752180d73a3-3968x620.png?auto=format&fit=max&q=75&w=120)](https://www.linkup.so/case-studies/delivers-up-to-date-web-data-legal-ai)\n\n[![SNCF and Linkup case study cover \u2013 secure, controlled search for enterprise AI](https://cdn.sanity.io/images/fxvvc6rg/production/8bc0b17eec61cf5393f19016a2cb3946707a5329-3232x2424.jpg?auto=format&crop=entropy&fit=crop&h=1000&q=75&w=1200)\\\\\n\\\\\n**Secure enterprise AI search for the second largest railway operator in the world**\\\\\n\\\\\n![SNCF logo](https://cdn.sanity.io/images/fxvvc6rg/production/234fb619e19dc319330c75834c716a4ae8369d61-2500x1284.svg)](https://www.linkup.so/case-studies/user-story-sncf-linkup)\n\n[![GitGuardian and Linkup case study cover \u2013 real-time corporate intelligence for cybersecurity](https://cdn.sanity.io/images/fxvvc6rg/production/ee7a5628c4a8399daaade338af8ffe649e5de1e7-2765x4913.jpg?auto=format&crop=entropy&fit=crop&h=1000&q=75&w=1200)\\\\\n\\\\\n**Real-time corporate intelligence for cyber security breach detection**\\\\\n\\\\\n![Gitguardian](https://cdn.sanity.io/images/fxvvc6rg/production/161c58260abafcceee0808200b4e94a07b24e5cf-135x37.svg)](https://www.linkup.so/case-studies/gitguardian-corporate-entity-mapping)\n\n[![Artisan](https://cdn.sanity.io/images/fxvvc6rg/production/4b09db1d436df7ddfd8d3a75e6b8bc53acd90d6d-928x1232.png?auto=format&crop=entropy&fit=crop&h=773&q=75&w=928)\\\\\n\\\\\n**Instant customer enrichment for the first fully autonomous AI BDR**\\\\\n\\\\\n![The word ARTISAN in dark grey text on a black background.](https://cdn.sanity.io/images/fxvvc6rg/production/013168bdc64fcc6efe3df025bf9f4ec63297cd2b-4096x392.svg)](https://www.linkup.so/case-studies/sales-enablement-enriched-pipeline-real-time-intent)\n\n[![Pennylane logo with abstract data enrichment visualization](https://cdn.sanity.io/images/fxvvc6rg/production/7cdeb1dded23c607085035623b4117762f8cdeab-5472x3648.jpg?auto=format&crop=entropy&fit=crop&h=1000&q=75&w=1200)\\\\\n\\\\\n**Sales enablement with enriched pipeline data and real-time web intent**\\\\\n\\\\\n![Pennylane](https://cdn.sanity.io/images/fxvvc6rg/production/2aeb55803304acc4fee124d8bccb34ed5e47580a-1687x300.png?auto=format&fit=max&q=75&w=120)](https://www.linkup.so/case-studies/pennylane-sales-enrichment-intelligence)\n\n[![A person works at a desk with two vintage computer monitors, one displaying color bars and the other early 3D blocky figures, with a \"CYBERPUNK\" book nearby.](https://cdn.sanity.io/images/fxvvc6rg/production/ff9f14778196eb8a8f4d17e0f1f6295eda837138-736x734.jpg?auto=format&crop=entropy&fit=crop&h=613&q=75&w=736)\\\\\n\\\\\n**Inside H Company's Computer-Use Agents: Web Search at Production Scale with Linkup**\\\\\n\\\\\n![H Company Logo](https://cdn.sanity.io/images/fxvvc6rg/production/cdbb1056c3558777ee16e0c89b7cb168f0cddd69-422x281.png?auto=format&fit=max&q=75&w=60)](https://www.linkup.so/case-studies/h-company-agentic-platform-with-linkup)\n\n[![Legora](https://cdn.sanity.io/images/fxvvc6rg/production/4c100b81f4cf96831c7d73f1e4522530f60889d3-1232x928.png?auto=format&crop=entropy&fit=crop&h=928&q=75&w=1114)\\\\\n\\\\\n**How Legora deployed a production-grade web search infrastructure globally**\\\\\n\\\\\n![LEGORA logo with a stylized four-pointed star symbol.](https://cdn.sanity.io/images/fxvvc6rg/production/231561b8bf78ce6fcfe8f200bead4752180d73a3-3968x620.png?auto=format&fit=max&q=75&w=120)](https://www.linkup.so/case-studies/delivers-up-to-date-web-data-legal-ai)\n\n[![Blackfin AI strategy](https://cdn.sanity.io/images/fxvvc6rg/production/8d988b004e00ee750d5da10a4adb77efa0c558fc-3573x2859.jpg?auto=format&crop=entropy&fit=crop&h=1000&q=75&w=1200)\\\\\n\\\\\n**Agentic deal sourcing and investment intelligence platform**\\\\\n\\\\\n![blackfin logo ](https://cdn.sanity.io/images/fxvvc6rg/production/6e27bc39d714e145e3ecad1f7474461d743ec2dc-1769x370.png?auto=format&fit=max&q=75&w=120)](https://www.linkup.so/case-studies/blackfin-case-study)\n\n[![SNCF and Linkup case study cover \u2013 secure, controlled search for enterprise AI](https://cdn.sanity.io/images/fxvvc6rg/production/8bc0b17eec61cf5393f19016a2cb3946707a5329-3232x2424.jpg?auto=format&crop=entropy&fit=crop&h=1000&q=75&w=1200)\\\\\n\\\\\n**Secure enterprise AI search for the second largest railway operator in the world**\\\\\n\\\\\n![SNCF logo](https://cdn.sanity.io/images/fxvvc6rg/production/234fb619e19dc319330c75834c716a4ae8369d61-2500x1284.svg)](https://www.linkup.so/case-studies/user-story-sncf-linkup)\n\n[![GitGuardian and Linkup case study cover \u2013 real-time corporate intelligence for cybersecurity](https://cdn.sanity.io/images/fxvvc6rg/production/ee7a5628c4a8399daaade338af8ffe649e5de1e7-2765x4913.jpg?auto=format&crop=entropy&fit=crop&h=1000&q=75&w=1200)\\\\\n\\\\\n**Real-time corporate intelligence for cyber security breach detection**\\\\\n\\\\\n![Gitguardian](https://cdn.sanity.io/images/fxvvc6rg/production/161c58260abafcceee0808200b4e94a07b24e5cf-135x37.svg)](https://www.linkup.so/case-studies/gitguardian-corporate-entity-mapping)\n\n[![Artisan](https://cdn.sanity.io/images/fxvvc6rg/production/4b09db1d436df7ddfd8d3a75e6b8bc53acd90d6d-928x1232.png?auto=format&crop=entropy&fit=crop&h=773&q=75&w=928)\\\\\n\\\\\n**Instant customer enrichment for the first fully autonomous AI BDR**\\\\\n\\\\\n![The word ARTISAN in dark grey text on a black background.](https://cdn.sanity.io/images/fxvvc6rg/production/013168bdc64fcc6efe3df025bf9f4ec63297cd2b-4096x392.svg)](https://www.linkup.so/case-studies/sales-enablement-enriched-pipeline-real-time-intent)\n\n[![Pennylane logo with abstract data enrichment visualization](https://cdn.sanity.io/images/fxvvc6rg/production/7cdeb1dded23c607085035623b4117762f8cdeab-5472x3648.jpg?auto=format&crop=entropy&fit=crop&h=1000&q=75&w=1200)\\\\\n\\\\\n**Sales enablement with enriched pipeline data and real-time web intent**\\\\\n\\\\\n![Pennylane](https://cdn.sanity.io/images/fxvvc6rg/production/2aeb55803304acc4fee124d8bccb34ed5e47580a-1687x300.png?auto=format&fit=max&q=75&w=120)](https://www.linkup.so/case-studies/pennylane-sales-enrichment-intelligence)\n\nLoad More [See All](https://www.linkup.so/case-studies)\n\n## Trusted by frontier teams to access the web\n\n[View all case studies\u2192](https://www.linkup.so/case-studies)\n\n![Artisan X Linkup web search for sales enrichment](https://cdn.sanity.io/images/fxvvc6rg/production/eae920c7efc408d046d37a7d25b0c5ce0c765a27-1920x1080.png?auto=format&crop=entropy&fit=crop&h=800&q=75&w=1280)\n\n![The word ARTISAN in dark grey text on a black background.](https://cdn.sanity.io/images/fxvvc6rg/production/013168bdc64fcc6efe3df025bf9f4ec63297cd2b-4096x392.svg)\n\n> \u201cLinkup is how Ava accesses the web at scale, from onboarding to sales enablement\u201d\n\nJasapr Carmichael\n\nCEO & Founder at Artisan\n\n[Read the full story\u2192](https://www.linkup.so/case-studies/sales-enablement-enriched-pipeline-real-time-intent)\n\n[![LEGORA logo with a stylized four-pointed star symbol.](https://cdn.sanity.io/images/fxvvc6rg/production/231561b8bf78ce6fcfe8f200bead4752180d73a3-3968x620.png?auto=format&fit=max&q=75&w=205)\\\\\n\\\\\nHow Legora deployed a production-grade web search infrastructure globally\\\\\n\\\\\nRead case study\u2192\\\\\n\\\\\n![Legora X linkup for legal search](https://cdn.sanity.io/images/fxvvc6rg/production/2cccc906c1534fd78a4e438722f2b60d10b0146d-1024x576.avif?auto=format&crop=entropy&fit=crop&h=500&q=75&w=800)](https://www.linkup.so/case-studies/delivers-up-to-date-web-data-legal-ai)\n\n![](https://www.linkup.so/_next/image?url=%2F_next%2Fstatic%2Fimmutable%2Fmedia%2Fmetrics-bg.0varh8g6dlodb.webp&w=3840&q=75)\n\n## Linkup is the AI search production layer\n\n75%of adoption rate increase100%unlocked critical use cases30%Reduction of hallucinations\n\n![](https://www.linkup.so/_next/image?url=%2F_next%2Fstatic%2Fimmutable%2Fmedia%2Fmetrics-bg.0varh8g6dlodb.webp&w=3840&q=75)\n\n75%",
      "content_chars": 18253,
      "published_date": null
    },
    {
      "rank": 3,
      "url": "https://www.linkedin.com/company/linkup-platform",
      "title": "Linkup - LinkedIn",
      "content": "Linkup: crawl the web, clean it, index it, and serve the right pages to an AI agent in milliseconds. pulls billions of pages a day without taking down the ...",
      "content_chars": 158,
      "published_date": null
    },
    {
      "rank": 4,
      "url": "https://www.stork.ai/en/linkup",
      "title": "Linkup Review (2026): Pricing & Alternatives - Stork.AI",
      "content": "[Skip to content](https://www.stork.ai/en/linkup#main-content)\n\nAI Tool [Becomes the API\u00b7 25](https://www.stork.ai/quadrant)\n\n# Linkup Review\n\nLinkup provides a state-of-the-art web search API that powers business applications and AI agents with accurate, real-time information from trusted sources.\n\nshipped May 26, 2026\u00b7analyze\u00b7freemium\n\nDomain rating53Monthly visits1.5K/moAI-readablepartial\n\nanalyze\n\n![](https://expert-egret-407.convex.cloud/api/storage/315af026-8a14-409c-ac15-b39fc4c87380)\n\n![Linkup - AI tool](https://expert-egret-407.convex.cloud/api/storage/315af026-8a14-409c-ac15-b39fc4c87380)\n\nWhy it matters\n\n1Linkup secured a $10 million seed round in March 2026, led by Gradient.\n\n2The platform achieves a 91.0% F-Score on the SimpleQA benchmark, outperforming Perplexity Sonar (77.3%).\n\n3Users receive 4,000 free queries per month or a $20 monthly credit under its freemium model.\n\n4Linkup offers sub-second latency with its Linkup /fast API and guarantees 99.9% uptime with SLA-backed reliability.\n\nStork\u2019s verdict on Linkup\n\nLinkup delivers _highly accurate web data for LLMs_, though its extensive deployment options suit enterprise teams more than small builders.\n\nLinkup reviewed by [Stork AI \u00b7 stork.ai/en/linkup](https://www.stork.ai/en/linkup)\n\nStork Quadrant\n\n## Becomes the API\u00b7 25/100\n\nReplaceable as a UI, but kept alive as the API the agents call.\n\nDefensibility \u2192Agent-Readiness \u2192\n\n> \u201cLinkup is a thin wrapper around web search. Claude and other LLMs can already call Brave, Google, or Bing search APIs directly, or agents can use built-in web search. The only defensibility is speed or result quality, but those decay as models get native search. This dies unless Linkup becomes the default search layer that agents prefer \u2014 which requires either better results than free APIs or a network effect it doesn't have.\u201d\n\n### Defensibility \u00b70/100\n\n- Physical-world coupling\n- Regulatory moat\n- Network liquidity\n- Proprietary refreshing data\n- High-trust catastrophic workflows\n- Multi-party coordination\n- Brand / community / taste\n\nAn LLM alone could replace\n\n- Fetch and parse web search results for an agent query\n- Return structured data about web pages (title, snippet, URL)\n- Rate-limit and meter API calls to control cost\n- Integrate search into an agentic workflow via OpenAPI spec\n\n### Agent-Readiness \u00b755/100\n\n- \u00b7Verified MCP\n- \u2713Listed on agent surfaces\u2014 anthropic\\_directory\n- \u2713Usage-based pricing\u2014 pricing page heuristic match: https://linkup.so/pricing\n- \u00b7Headless agent auth\n- \u2713Public OpenAPI\u2014 https://api.linkup.so/v1/openapi.json\n- \u2713Active changelog\u2014 https://linkup.so/blog (2026-05-25)\n- \u00b7llms.txt\n\nScore history \u00b7 +14 pts over 2 re-scores\n\n### How to defend\n\nBecome the search backbone for agent frameworks (like LangChain or CrewAI) by offering 10x cheaper per-query pricing and proving result quality on agent-specific benchmarks. Or pivot to vertical search (legal, medical, financial) where proprietary indexing and regulatory trust matter.\n\n- \u2192Ship an MCP server and list it on Stork \u2014 biggest single point gain (+25).\n- \u2192Expose API-key auth with a self-serve sandbox tier; remove sales-call gates (+15).\n- \u2192Ship an /llms.txt file pointing agents to your most important docs (+5, easy win).\n\n[How this score is computed \u2192](https://www.stork.ai/quadrant/methodology) [See the full quadrant](https://www.stork.ai/quadrant) [How to defend](https://www.stork.ai/quadrant/defend)\n\nOwner? Request a re-score \u2192\n\noverview\n\n## What is Linkup?\n\nLinkup is an AI-native web search engine and API developed by Linkup that enables AI agents and large language models (LLMs) to access current and factual web data. It aims to combat AI hallucination and enhance the factual grounding of AI responses by delivering structured, verifiable data from trusted sources. The platform provides a production-grade web search API optimized for LLMs and Retrieval Augmented Generation (RAG) pipelines, delivering highly accurate web data from trusted sources.\n\nfeatures\n\n## Key Features of Linkup\n\nLinkup offers a premium web search API specifically designed for AI agents, providing robust capabilities for data retrieval and integration. Its architecture supports high accuracy and low latency, crucial for real-time AI applications. The platform ensures data compliance and offers flexible deployment options for enterprise clients.\n\n- Premium web search API for AI agents with OpenAPI standard.\n- Per-query pricing model for transparent cost management.\n- Enriched data with compliance details, including a privacy policy and a strict 'never' policy on training on user data.\n- Full control over search parameters, allowing users to tune the index, select sources, and set data freshness.\n- Provides sourced, cited answers with full-text snippets for factual grounding.\n- Supports Private Index deployment for enhanced data control and security.\n- Offers Bring your Own Cloud deployment options for flexible infrastructure management.\n- Achieves state-of-the-art accuracy, demonstrated by a 91.0% F-Score on the SimpleQA benchmark.\n- Delivers sub-second latency, particularly with its Linkup /fast service.\n- Guarantees 99.9% uptime, backed by a Service Level Agreement (SLA).\n\nuse cases\n\n## Who Should Use Linkup?\n\nLinkup is engineered for organizations and developers who require real-time, accurate web data to power their AI applications and agents in production environments. Its capabilities are tailored to enhance factual grounding and reduce AI hallucinations across various business functions.\n\n- Teams shipping AI in production: For factual grounding of AI systems, reducing hallucinations in chatbots and answer engines, and ensuring reliable, up-to-date responses.\n- AI developers and Researchers: To power AI agents and copilots with real-time, accurate web search for diverse workflows, including Retrieval-Augmented Generation (RAG) pipelines.\n- Enterprise teams (Sales, Legal, Corporate Intelligence): For sales enablement with enriched pipeline data, real-time web intent, legal AI applications including regulatory data, and corporate intelligence for cyber security breach detection and reputation monitoring.\n- Professional services organizations and Consultants: For comprehensive research, finding accurate information on people and companies, and automating human web research processes.\n\npricing\n\n## Linkup Pricing & Plans\n\nLinkup operates on a flexible 'pay as you go' freemium model, providing transparent per-query pricing. New accounts are credited with $20 monthly, allowing for a substantial number of free queries before incurring costs. This model is designed to offer flexibility and cost predictability for AI development and deployment.\n\n- Free Tier: Users receive 4,000 queries for free per month, equivalent to a $20 monthly credit.\n- Fetch (URL content extraction) without JavaScript (`renderJs: false`): Priced at $0.001 per request.\n- Fetch (URL content extraction) with JavaScript (`renderJs: true`): Priced at $0.005 per request.\n- Search (Web search for AI agents) Standard: Detailed pricing for this specific endpoint is not fully specified in the provided data.\n\nSimilar Tools\n\n## Linkup vs Competitors\n\nLinkup positions itself as a purpose-built search engine for the AI era, directly addressing the 'Information Gap' for AI agents by providing structured, real-time, and verifiable information. It differentiates itself from traditional search engines and other AI-native search APIs through its focus on accuracy, pricing simplicity, and direct integration with AI workflows.\n\n1\n\n[FirecrawlOn Stork](https://www.stork.ai/en/firecrawl)\n\nOffers a curated search index for AI agents, providing fresh, full-content results from authoritative sources, along with integrated extraction and an autonomous /agent endpoint.\n\nFirecrawl combines search and full content extraction into a single API call, delivering clean markdown directly consumable by LLMs, which differs from traditional SERP APIs that often require additional scraping for full content. It provides both open-source and managed API options, with a pricing plan starting at $19/month for 2,500 requests per minute, while Linkup uses a per-query freemium model.\n\n2\n\n[ExaOn Stork](https://www.stork.ai/en/exa-web-search-api-ai-search-engine-website-crawler)\n\nSpecializes in neural search trained on link prediction, making it ideal for Retrieval-Augmented Generation (RAG) and AI agents by focusing on semantic and contextually relevant results.\n\nExa is built specifically for AI use cases, delivering full page content rather than just snippets, which is highly beneficial for LLM consumption. It operates on a pay-as-you-go model with free trial credits, similar to Linkup's per-query freemium pricing.\n\n3\n\n[TavilyOn Stork](https://www.stork.ai/en/tavily) [Compare](https://www.stork.ai/compare/linkup-vs-tavily)\n\nProvides source-first discovery with strong integrations for LangChain and LlamaIndex, and is purpose-built for RAG pipelines, capable of aggregating up to 20 sites in a single API call.\n\nTavily focuses on delivering citation-ready structured output with source credibility scoring, which enhances the trustworthiness of AI agent responses. It offers a free tier for approximately 1,000 searches per month and is priced at $0.008 per credit, aligning with Linkup's freemium and per-query pricing.\n\n4\n\n[Perplexity APIOn Stork](https://www.stork.ai/en/perplexity-vision-api) [Compare](https://www.stork.ai/compare/linkup-vs-perplexity-vision-api)\n\nOffers real-time web search results and is recognized as an AI market leader for summarizing the most recent information, featuring low-latency hybrid search capabilities.\n\nPerplexity API provides a model-agnostic platform for search and agentic workflows, emphasizing high-quality retrieval and transparent pricing, and delivers larger amounts of context from web pages, similar to Linkup's focus on AI agents.\n\nMore on Stork\n\n## Related AI Tools\n\nOther tools in this category, matched by shared tags\n\n[Web Scraper](https://www.stork.ai/en/web-scraper) [Quantum Metric](https://www.stork.ai/en/quantum-metric) [Glassbox](https://www.stork.ai/en/glassbox) [Zyte](https://www.stork.ai/en/zyte) [Octoparse](https://www.stork.ai/en/octoparse) [Rollbar](https://www.stork.ai/en/rollbar)\n\n[Visit Linkup\u2197](https://linkup.so/)\n\n\ud83d\udc4dUseful\ud83d\udc8eHidden Gem\ud83c\udd93Best Free\ud83d\udc4eOverrated\n\nBookmark\n\n[Share on X](https://x.com/intent/tweet?text=Linkup%20Review&url=https%3A%2F%2Fwww.stork.ai%2Fen%2Flinkup \"Share on X\") [Share on LinkedIn](https://www.linkedin.com/sharing/share-offsite/?url=https%3A%2F%2Fwww.stork.ai%2Fen%2Flinkup \"Share on LinkedIn\") Copy\n\n[Built this tool?\\\\\n\\\\\nClaim your listing free \u2014 display the Stork Verified badge, edit the description, upload a logo, and request Quadrant re-scores.\\\\\n\\\\\nClaim it](https://www.stork.ai/claim/k571s1rhjqaxws7t8cp208crs987e6pp)\n\nOne short daily email of tools worth shipping. No drip funnel.\n\nSubscribe\n\none email a day \u00b7 unsubscribe in two clicks \u00b7 no third-party tracking\n\nFor builders\n\n## This page is doing a job for someone else\u2019s tool.\n\nAI agents read it. Buyers land on it. It answers in eight languages and over MCP. Your tool can have one like it \u2014 live in 24 hours.\n\n[List your tool\u2192](https://www.stork.ai/submit?src=tool_page) [What you get](https://www.stork.ai/for-builders)\n\nstork.ai/en/your-tool\n\nYour Toolyour-tool.com\n\nWritingFreemiumMCP\n\n8 localesJSON-LDMCP",
      "content_chars": 11402,
      "published_date": null
    },
    {
      "rank": 5,
      "url": "https://marketplace.dify.ai/plugin/linkup/search-web",
      "title": "Linkup - Dify Marketplace",
      "content": "We value your privacy\n\nWe use cookies to enhance your browsing experience, serve personalised ads or content, and analyse our traffic. By clicking \"Accept All\", you consent to our use of cookies.\u00a0[Cookie Policy](http://dify.ai/cookie-policy)\n\nCustomiseReject AllAccept All\n\nCustomise Consent Preferences![](https://cdn-cookieyes.com/assets/images/close.svg)\n\nWe use cookies to help you navigate efficiently and perform certain functions. You will find detailed information about all cookies under each consent category below.\n\nThe cookies that are categorised as \"Necessary\" are stored on your browser as they are essential for enabling the basic functionalities of the site. ...\u00a0Show more\n\nNecessaryAlways Active\n\nNecessary cookies are required to enable the basic features of this site, such as providing secure log-in or adjusting your consent preferences. These cookies do not store any personally identifiable data.\n\nFunctional\n\nFunctional cookies help perform certain functionalities like sharing the content of the website on social media platforms, collecting feedback, and other third-party features.\n\nAnalytics\n\nAnalytical cookies are used to understand how visitors interact with the website. These cookies help provide information on metrics such as the number of visitors, bounce rate, traffic source, etc.\n\nPerformance\n\nPerformance cookies are used to understand and analyse the key performance indexes of the website which helps in delivering a better user experience for the visitors.\n\nAdvertisement\n\nAdvertisement cookies are used to provide visitors with customised advertisements based on the pages you visited previously and to analyse the effectiveness of the ad campaigns.\n\nUncategorised\n\nOther uncategorised cookies are those that are being analysed and have not been classified into a category as yet.\n\nReject AllSave My PreferencesAccept All\n\n[![Dify logo](https://marketplace.dify.ai/_next/image?url=%2Flogo%2Flogo-site.png&w=96&q=75)\\\\\n\\\\\n![Dify logo](https://marketplace.dify.ai/_next/image?url=%2Flogo%2Flogo-site-dark.png&w=96&q=75)\\\\\n\\\\\nMarketplace](https://marketplace.dify.ai/)\n\n[Plugins](https://marketplace.dify.ai/plugins) [Templates\\\\\nNEW](https://marketplace.dify.ai/templates)\n\n[Creator Center](https://creators.dify.ai/)\n\n![app icon](https://marketplace.dify.ai/api/v1/plugins/linkup/search-web/icon)\n\nLinkup\n\n0.0.3\n\nPerforms an online search using Linkup search engine and retrieves the top results as a string. This function is useful for accessing real-time information, including news, articles, and other relevant web content.\n\nlinkup/search-web326 installs\n\n[Install](https://cloud.dify.ai/plugins?package-ids=%5B%22linkup%2Fsearch-web%3A0.0.3%4082e7986f5e9d3574dadd3f3e07061a0de446490b5dc2b47cd3228fb507d57e27%22%5D)\n\n# \u26a1 Linkup Web Search Plugin\n\n## search-web\n\nAuthor: [Linkup](https://linkup.so/)\n\nVersion: 0.0.2\n\nType: tool\n\n* * *\n\n### \ud83c\udf10 What is this plugin?\n\nThe Linkup Web Search plugin allows you to perform real-time, up-to-date web searches and connect it to your agentic workflow. It leverages Linkup's AI-powered search engine, combining results from both public and premium sources. This plugin is ideal for:\n\n- Answering news-related or trending queries\n- Finding facts, articles, and definitions\n- Supporting complex research with \"deep\" contextual search\n\n* * *\n\n### \u2699\ufe0f Features\n\n- \ud83d\udd0d Standard Search Mode: Fast and precise retrieval of common queries like definitions, facts, or how-tos.\n- \ud83e\udde0 Deep Search Mode: For in-depth, nuanced questions \u2014 performs multi-step analysis using agentic workflows.\n- \ud83c\udf0d Global Web Results: Combines public content and premium sources for richer results.\n- \ud83d\udcc4 Formatted Outputs: Clean summaries of top links, titles, and contextual content in Markdown-style output.\n- \ud83e\uddf1 Easy integration with any Dify Agent \u2014 just pass a query and depth.\n\n* * *\n\n### \ud83d\udee0\ufe0f How to Use\n\nTo get started with the Linkup plugin, follow these steps:\n\n#### 1\\. \ud83d\udd11 Get Your Linkup API Key\n\n- Go to [https://linkup.so](https://linkup.so/) and create a free account to get your API Key.\n- You'll receive $5 of free credit every month to try out searches via the API.\n\n#### 2\\. \u2699\ufe0f Configure the Plugin\n\nWhen installing the plugin in Dify, you'll be prompted to enter your `linkup_api_key`. Paste it there.\n\nOnce added, your plugin is ready to use.\n\n#### 3\\. \ud83e\udde0 Add the Tool to Your Agent\n\nNow, simply add the search-web tool to your agent and it is ready to be used with your flow.\n\n* * *\n\n### \ud83e\udde9 When to use Standard vs Deep\n\n| Scenario | Mode to Use |\n| --- | --- |\n| Simple facts, definitions, summaries | `standard` |\n| Market analysis, research topics, technical | `deep` |\n| Niche terms, abbreviations, jargon | `deep` |\n| Current events or trending news | `deep` |\n\n* * *\n\n### [\ud83d\udcc2 Source Code](https://github.com/LinkupPlatform/dify-plugin-linkup)\n\n* * *\n\n### \ud83d\udcec Contact Us\n\n- [Twitter](https://x.com/Linkup_platform)\n- [Discord](https://discord.com/invite/9q9mCYJa86)\n- [LinkedIn](https://www.linkedin.com/company/linkup-platform/)\n- [Email](mailto:contact@linkup.so)\n\n* * *\n\nStart building more aware, connected, and real-time agents with Linkup Search \u2014 your intelligent gateway to the web. \ud83c\udf10\u2728\n\nCATEGORY\n\nTool\n\nVERSION\n\n0.0.3\n\nlinkup\u00b705/14/2025 10:32 AM\n\nVersion history\n\nREQUIREMENTS\n\nTool invocation\n\nMaximum memory\n\n256MB",
      "content_chars": 5290,
      "published_date": null
    },
    {
      "rank": 6,
      "url": "https://www.linkup.com/",
      "title": "LinkUp: Job Market Data",
      "content": "[Skip to main content](https://www.linkup.com/#main)\n\nYour web browser is out of date. Update your browser for more security, speed and the best experience on this site.\n\n\n[Update your browser](http://outdatedbrowser.com/)\n\n![](https://link-up.files.svdcdn.com/production/images/LinkUp_Homepage-Header_Img.svg?dm=1679611280)\n\n# Job Market Data that Works\n\nLinkUp is the leading provider of accurate and real-time job market data. We source millions of job openings directly from employer websites around the globe, every single day.\n\n\n![](https://link-up.files.svdcdn.com/production/images/LinkUp_Homepage-Header_Img.svg?dm=1679611280)\n\nStart date2007\n\nTotal jobs indexed350,000,000\n\nCompanies86,000\n\nCountries195\n\nHighest daily active job count10,000,000\n\nUnique primary tickers8,600\n\nSectors and industriesAll\n\nUnique job attributes38\n\nUnique company attributes14\n\n## The LinkUp Difference\n\nScroll to see all\n\n### LinkUp\n\n### Other Providers\n\n#### Quality\n\n![LinkUp Icon Quality](https://link-up.files.svdcdn.com/production/images/icons/LinkUp_Quality_Icon_48x48_2x.svg?dm=1764955617)\n\n- **Job source**\n\nDirect from employer\n\n\n\nFrom aggregators\n\n\n- **Job listing coverage**\n\nComprehensive\n\n\n\nPartial\n\n\n- **Content**\n\nCollected & verified on employer site\n\n\n\nVia third party\n\n\n- **Job link (URL)**\n\nIncludes original, live source URL\n\n\n\nN/A, job information only\n\n\n\n#### Accuracy\n\n![LinkUp Icon Accuracy](https://link-up.files.svdcdn.com/production/images/icons/LinkUp_Accuracy_Icon_48x48_2x.svg?dm=1764955635)\n\n- **Expired Listing**\n\nNever\n\n\n\nOften\n\n\n- **Duplicates**\n\nNot possible\n\n\n\nPervasive\n\n\n- **Job count**\n\nPrecise\n\n\n\nInflated\n\n\n- **Job listing duration**\n\nIncluded\n\n\n\nNot available\n\n\n\n#### Timeliness\n\n![LinkUp Icon Timeliness](https://link-up.files.svdcdn.com/production/images/icons/LinkUp_Timelines_Icon_48x48_2x.svg?dm=1764955653)\n\n- **Delivery**\n\nDaily\n\n\n\nLess frequent\n\n\n- **Removed listings**\n\nRemoved nightly\n\n\n\nPersist\n\n\n- **New listings**\n\nAdded nightly\n\n\n\nLatent\n\n\n- **Updates to listings**\n\nCaptured and conveyed\n\n\n\nNot provided\n\n\n\n## **Use Case by Industry:**  Our data shapes organizations in a range of industries, shedding light on the global future of work.\n\nOur clients leverage LinkUp's accurate, timely jobs data to develop novel investment strategies, optimize operations, plan for the future, and execute rigorous research into society's greatest challenges.\n\n\n### Capital Markets\n\nAnalysts and investors make better, quicker investment decisions using our alternative data. Identify how public and private companies have performed historically and where they\u2019re headed.\n\n\n\n[View details about Capital Markets](https://www.linkup.com/industry-solutions/capital-markets)\n\n### Enterprise\n\nData Directors and analysts gain a competitive edge using our job data. Easily identify what other companies are hiring for and where their jobs are geographically. Build better corporate strategies today.\n\n\n\n[View details about Enterprise](https://www.linkup.com/industry-solutions/corporations)\n\n### Human Capital Management\n\nProduct Directors, Data Scientists, and HCM professionals use our data for deeper, higher-quality insights into company hiring trends. Our dataset include salary, benefits, and more to optimize your workforce planning, recruitment strategies and benchmarking.\n\n\n\n[View details about Human Capital Management](https://www.linkup.com/industry-solutions/human-capital-management)\n\n### Research\n\nMany PhD students and professors at major universities leverage LinkUp\u2019s job data for more reliable research. Our datasets bolster the expertise and point of view of any economist.\n\n\n\n[View details about Research](https://www.linkup.com/industry-solutions/researchers)\n\n### Public Sector\n\nComprehensive, real-time workforce data can provide insights into economic vitality, regional shifts, unemployment, and other critical indicators to support policy and decision-making for government organizations.\n\n\n\n[View details about Public Sector](https://www.linkup.com/industry-solutions/public-sector)\n\n![](https://www.linkup.com/static/img/mesh-1.png)\n\n## **Demo LinkUp Data:**  Discover what our global job market data can do for you.\n\n[Request a demo](https://www.linkup.com/request-a-demo)\n\n![](https://www.linkup.com/static/img/mesh-1.png)![](https://link-up.files.svdcdn.com/production/images/LinkUp_Trial-data-block_img.svg?dm=1679611287)\n\n## Product Highlights\n\n![LinkUp Compass Dashboard Images](https://link-up.transforms.svdcdn.com/production/images/Website-Pages/LinkUp_Compass_Dashboard_Images.png?w=1080&auto=compress%2Cformat&fit=min&dm=1764955683&s=dc6a7b9624d0ad6b2db685926047a3c0)\n\n#### **LinkUp Compass:**  Skip complex queries with one click! Create compelling visualizations to analyze high quality, real-time job data.\n\nLinkUp Compass allows you to transform LinkUp RAW into easy-to-read analytics. Seize reliable trends and patterns faster than ever and leverage the data for your business strategies. You can customize this platform to fulfill your needs, from competitive intelligence to benchmarking to efficient labor market analysis.\n\n\n[Learn more about LinkUp Compass](https://www.linkup.com/products/compass)\n\n#### **Skills and Salary Datasets:**  Unlock the full potential of workforce planning and talent acquisition. We offer 8+ skills per job, mapped to over 315 million jobs.\n\nOur comprehensive skill and salary dataset helps you to navigate the world of work. So say farewell to mining through manual job descriptions and tedious keyword searches. LinkUp unlocks valuable hiring strategies, competitive intelligence, details about both public and private companies, and much more. Discover the power of LinkUp\u2019s skill and salary dataset today!\n\n\n![Skills and Salary Dataset](https://link-up.transforms.svdcdn.com/production/images/Website-Pages/Skills_and_Salary_Dataset.png?w=1080&auto=compress%2Cformat&fit=min&dm=1709332099&s=4380a9a1b52bcc63457bba8a7282c2e7)\n\n## Our Data Partners\n\n- [**Maiden Century**\\\\\n![](https://www.linkup.com/static/img/linkup-logo-sm.svg)![](https://link-up.files.svdcdn.com/production/images/logos/maiden-century-logo-colour-black-text.svg?dm=1764955779)\\\\\n\\\\\nMaiden Century's experience in investment research, money management and alt data combined with LinkUp's job data, positions us to deliver alpha-producing solutions.\\\\\n\\\\\n\\\\\nLearn more](https://www.linkup.com/partners/maiden-century)\n- [**RavenPack**\\\\\n![](https://www.linkup.com/static/img/linkup-logo-sm.svg)![](https://link-up.files.svdcdn.com/production/images/ravenpack-logo-normal-white-2.svg?dm=1764879560)\\\\\n\\\\\nDive even deeper into job market data and insights with RavenPack Job Analytics powered by LinkUp, built with cutting edge natural language processing technology.\\\\\n\\\\\n\\\\\nLearn more](https://www.linkup.com/partners/ravenpack)\n- [**Exabel**\\\\\n![](https://www.linkup.com/static/img/linkup-logo-sm.svg)![](https://link-up.transforms.svdcdn.com/production/images/logos/Parnter_Exabel_Header_Logo-1.png?w=700&auto=compress%2Cformat&fit=min&dm=1764878737&s=1e5ec8be0880c2807a862a2036f0a11c)\\\\\n\\\\\nA streamlined, web-based portal powered by Exabel lets users access, visualize, and compare LinkUp job market data without writing code.\\\\\n\\\\\n\\\\\nLearn more](https://www.linkup.com/partners/exabel)\n\n## **Leading the conversation:**  LinkUp data drives cutting edge research and financial reporting.\n\n- **Blog**\n\n09.01.2026\n\n\n\n\n\n\nTracking the Tech of the Future with Job Postings: AI Leads the Count, Cloud Leads the Spread\n\n\n[Read full article](https://www.linkup.com/insights/blog/tracking-the-tech-of-the-future-with-job-postings-ai-leads-the-count-cloud-leads-the-spread)\n\n- **Research**\n\n09.01.2026\n\n\n\n\n\n\nFuture-Relevant Technologies for Switzerland: Based On Job Postings Analysis\n\n\n[Read full article](https://www.linkup.com/insights/research/future-relevant-technologies)\n\n- **Blog**\n\n08.14.2026\n\n\n\n\n\n\nWhere AI is growing labor demand\n\n\n[Read full article](https://www.linkup.com/insights/blog/where-ai-is-growing-labor-demand)\n\n- **Blog**\n\n08.12.2026\n\n\n\n\n\n\nJuly 2026 Jobs Recap: U.S. Job Listings Show Marginal Growth\n\n\n[Read full article](https://www.linkup.com/insights/blog/july-2026-jobs-recap)\n\n- **Blog**\n\n08.12.2026\n\n\n\n\n\n\nLinkUp Forecast: July 2026 JOLTS report by the BLS\n\n\n[Read full article](https://www.linkup.com/insights/blog/linkup-forecast-july-2026-jolts-report-by-the-bls)\n\n- **Blog**\n\n08.06.2026\n\n\n\n\n\n\nQ2 2026 Economic Indicator Report\n\n\n[Read full article](https://www.linkup.com/insights/blog/q2-2026-economic-indicator-report)\n\n\n## **Stay Informed:**  Get monthly job market insights delivered right to your inbox.\n\n## Thank you for your message!\n\nThe LinkUp team will be in touch shortly.\n\nreCAPTCHA\n\nRecaptcha requires verification.\n\nprotected by **reCAPTCHA**\n\n![](https://www.linkup.com/static/img/form-thankyou.svg)\n\nClose\n\n## Request a demo\n\nWe'll be in touch shortly to set up a LinkUp demo for you or your team.\n\nreCAPTCHA\n\nRecaptcha requires verification.\n\nprotected by **reCAPTCHA**\n\n![](https://www.linkup.com/static/img/form-thankyou.svg)\n\nClose\n\n![](https://www.linkup.com/static/img/form-thankyou.svg)\n\n## Monthly Job\n\n## Market Insights\n\n## Subscribe to get the exclusive intel\u00a0on the U.S. labor market sourced exclusively from employers\u2019 websites.\n\n![Newsletter-Gif](https://26632421.hs-sites-eu1.com/hubfs/LinkUp/Campaigns/LinkUp%20Monthly%20Jobs%20Recap/Newsletter-Gif.gif)\n\nFirst name\\*\n\nLast name\\*\n\nWork Email\\*\n\nCompany name\\*\n\nCountry\\*Please SelectUKUSASingaporeAfghanistan\u00c5land IslandsAlbaniaAlgeriaAmerican SamoaAndorraAngolaAnguillaAntarcticaAntigua and BarbudaArgentinaArmeniaArubaAustraliaAustriaAzerbaijanBahamasBahrainBangladeshBarbadosBelarusBelgiumBelizeBeninBermudaBhutanBoliviaBonaire, Sint Eustatius and SabaBosnia and HerzegovinaBotswanaBouvet IslandBrazilBritish Indian Ocean TerritoryBrunei DarussalamBulgariaBurkina FasoBurundiCambodiaCameroonCanadaCape VerdeCayman IslandsCentral African RepublicChadChileChinaChristmas IslandCocos IslandsColombiaComorosCongoDemocratic Republic of the CongoCook IslandsCosta RicaCroatiaCubaCyprusCzech RepublicDenmarkDjiboutiDominicaDominican RepublicEcuadorEgyptEl SalvadorEquatorial GuineaEritreaEstoniaEthiopiaFalkland IslandsFaroe IslandsFijiFinlandFranceFrench GuianaFrench PolynesiaFrench Southern TerritoriesGabonGambiaGeorgiaGermanyGhanaGibraltarGreeceGreenlandGrenadaGuadeloupeGuamGuatemalaGuernseyGuineaGuinea-BissauGuyanaHaitiHeard Island and McDonald IslandsHoly SeeHondurasHong KongHungaryIcelandIndiaIndonesiaIranIraqIrelandIsle of ManIsraelItalyJamaicaJapanJerseyJordanKazakhstanKenyaKiribatiNorth KoreaSouth KoreaKuwaitKyrgyzstanLaoLatviaLebanonLesothoLiberiaLibyaLiechtensteinLithuaniaLuxembourgMacaoMacedoniaMadagascarMalawiMalaysiaMaldivesMaliMaltaMarshall IslandsMartiniqueMauritaniaMauritiusMayotteMexicoMicronesiaMoldovaMonacoMongoliaMontenegroMontserratMoroccoMozambiqueMyanmarNamibiaNauruNepalNetherlandsNew CaledoniaNew ZealandNicaraguaNigerNigeriaNiueNorfolk IslandNorthern Mariana IslandsNorwayOmanPakistanPalauPalestinian TerritoryPanamaPapua New GuineaParaguayPeruPhilippinesPitcairnPolandPortugalPuerto RicoQatarR\u00c3\u00a9unionRomaniaRussian FederationRwandaSaint Barth\u00c3\u00a9lemySaint Helena, Ascension and Tristan da CunhaSaint Kitts and NevisSaint LuciaSaint MartinSaint Pierre and MiquelonSaint Vincent and the GrenadinesSamoaSan MarinoSao Tome and PrincipeSaudi ArabiaSenegalSerbiaSeychellesSierra LeoneSint MaartenSlovakiaSloveniaSolomon IslandsSomaliaSouth AfricaSouth Georgia and the South Sandwich IslandsSouth SudanSpainSri LankaSudanSurinameSvalbard and Jan MayenSwazilandSwedenSwitzerlandSyriaTaiwanTajikistanTanzaniaThailandTimor-LesteTogoTokelauTongaTrinidad and TobagoTunisiaTurkeyTurkmenistanTurks and Caicos IslandsTuvaluUgandaUkraineUnited Arab EmiratesUS Minor Outlying IslandsUruguayUzbekistanVanuatuVenezuelaVietnamBritish Virgin IslandsUS Virgin IslandsWallis and FutunaWestern SaharaYemenZambiaZimbabweKosovoCuracaoReunionC\u00f4te d'Ivoire\u00d6land IslandsAntigua &amp; BarbudaAscension IslandAzoresB.F.P.O.Balearic IslandsBelau (Caroline Islands)BonaireBritish Dependent TerritoriesBritish Indian Ocean TerritoriesCanary IslandsChristmas IslandsCocos IslandComoresCorsicaCroatia (Hrvatska)East TimorFrench West IndiesGaza &amp; Khan YunisGuinea BissauHong Kong Special Administrative Region of ChinaJersey &amp; GuernseyKorea (South)Kyrgizia (Kyrgyzstan)MacauMadeiraMariana IslandsMarshall Islands RepublicNetherlands AntillesNevisNew HebridesNorthern CyprusPeople's Republic of ChinaPalestinian territoriesSabaSaint Pierre &amp; MiquelonSamoa IslandsSao Tome &amp; PrincipeRepublic of PalauSpanish North AfricaSpitzbergenSt HelenaSt Kitts &amp; NevisSt LuciaSt MaartenSt MichaelSt Vincent &amp; The GrenadinesUpper Volta (Burkina Faso)USSR (former)Vatican CityVatican City State (Holy See)Virgin Islands (British)Wake IslandsWallis &amp; FutunaTahitiTibetTrista Da CunhWest IndiesWallis and Futuna IslandsWestern SamoaYugoslaviaZaireHeard and McDonald IslandsVirgin Islands, U.S.\n\nCompany Type\\*Please SelectCapital MarketsHuman Capital ManagementCorporatePublic SectorOtherAcademia/Education\n\nIndustry\\*SearchAcademia and EducationAerospace, Defense and SecurityAgricultureApparelAsset ManagementAutomotiveBanking and PaymentsChemicalsConstructionConsumerFoodserviceGovernment, trade bodies and NGOsHealth and FitnessHospitals and HealthcareHR, Staffing and RecruitmentInsuranceInvestment BankingLegal ServicesManagement&#xa0;ConsultingMarketing and AdvertisingMedia, TV, Entertainment sssssMedical DevicesMiningOil and GasPackagingPharmaceuticalsPower and UtilitiesPrivate EquityReal EstateRetailSportTechnologyTelecomTransportation and LogisticsTravel, Tourism and HospitalityVenture CapitalWater TechnologyMedia, TV, Entertainment\n\nVisit our [Terms & Conditions](https://www.globaldata.com/terms-conditions/) and [Privacy Policy](https://www.globaldata.com/privacy-policy/) for more information about our services, how we may use, process and share your personal data, including information on your rights in respect of your personal data and how you can unsubscribe from future marketing communications. Our services are intended for corporate subscribers and you warrant that the email address submitted is your corporate email address.\n\nYes, keep me updated!\n\nreCAPTCHA\n\nSelect all squares with **motorcycles** If there are none, click skip\n\n|     |     |     |     |\n| --- | --- | --- | --- |\n| ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n| ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n| ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n| ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n\nPlease try again.\n\nPlease select all matching images.\n\nPlease also check the new images.\n\nPlease select around the object, or reload if there are none.\n\nSkip\n\nreCAPTCHA\n\nSelect all images with **cars** Click verify once there are none left\n\n|     |     |     |\n| --- | --- | --- |\n| ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA7GQIClwOg9smpcqFAw3DqP04OXy_euQePVBuiC4WwGFwSSUUuhuzq2_JZNYqmcmCBYBJOrr3gJDp3G_2oWu5N8wh0A8Suh6L0Oj0rCRF6s1skEg2Nbj1Lxr8ds0z3yZk7uhn4tM5EWRkbncCkjoHOQFA3SVtMLb8vcU0fKwRsCvJ7kGJYdvTkK1N2Qi-S3xU5MllGy&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA7GQIClwOg9smpcqFAw3DqP04OXy_euQePVBuiC4WwGFwSSUUuhuzq2_JZNYqmcmCBYBJOrr3gJDp3G_2oWu5N8wh0A8Suh6L0Oj0rCRF6s1skEg2Nbj1Lxr8ds0z3yZk7uhn4tM5EWRkbncCkjoHOQFA3SVtMLb8vcU0fKwRsCvJ7kGJYdvTkK1N2Qi-S3xU5MllGy&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA7GQIClwOg9smpcqFAw3DqP04OXy_euQePVBuiC4WwGFwSSUUuhuzq2_JZNYqmcmCBYBJOrr3gJDp3G_2oWu5N8wh0A8Suh6L0Oj0rCRF6s1skEg2Nbj1Lxr8ds0z3yZk7uhn4tM5EWRkbncCkjoHOQFA3SVtMLb8vcU0fKwRsCvJ7kGJYdvTkK1N2Qi-S3xU5MllGy&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n| ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA7GQIClwOg9smpcqFAw3DqP04OXy_euQePVBuiC4WwGFwSSUUuhuzq2_JZNYqmcmCBYBJOrr3gJDp3G_2oWu5N8wh0A8Suh6L0Oj0rCRF6s1skEg2Nbj1Lxr8ds0z3yZk7uhn4tM5EWRkbncCkjoHOQFA3SVtMLb8vcU0fKwRsCvJ7kGJYdvTkK1N2Qi-S3xU5MllGy&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA7GQIClwOg9smpcqFAw3DqP04OXy_euQePVBuiC4WwGFwSSUUuhuzq2_JZNYqmcmCBYBJOrr3gJDp3G_2oWu5N8wh0A8Suh6L0Oj0rCRF6s1skEg2Nbj1Lxr8ds0z3yZk7uhn4tM5EWRkbncCkjoHOQFA3SVtMLb8vcU0fKwRsCvJ7kGJYdvTkK1N2Qi-S3xU5MllGy&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA7GQIClwOg9smpcqFAw3DqP04OXy_euQePVBuiC4WwGFwSSUUuhuzq2_JZNYqmcmCBYBJOrr3gJDp3G_2oWu5N8wh0A8Suh6L0Oj0rCRF6s1skEg2Nbj1Lxr8ds0z3yZk7uhn4tM5EWRkbncCkjoHOQFA3SVtMLb8vcU0fKwRsCvJ7kGJYdvTkK1N2Qi-S3xU5MllGy&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n| ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA7GQIClwOg9smpcqFAw3DqP04OXy_euQePVBuiC4WwGFwSSUUuhuzq2_JZNYqmcmCBYBJOrr3gJDp3G_2oWu5N8wh0A8Suh6L0Oj0rCRF6s1skEg2Nbj1Lxr8ds0z3yZk7uhn4tM5EWRkbncCkjoHOQFA3SVtMLb8vcU0fKwRsCvJ7kGJYdvTkK1N2Qi-S3xU5MllGy&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA7GQIClwOg9smpcqFAw3DqP04OXy_euQePVBuiC4WwGFwSSUUuhuzq2_JZNYqmcmCBYBJOrr3gJDp3G_2oWu5N8wh0A8Suh6L0Oj0rCRF6s1skEg2Nbj1Lxr8ds0z3yZk7uhn4tM5EWRkbncCkjoHOQFA3SVtMLb8vcU0fKwRsCvJ7kGJYdvTkK1N2Qi-S3xU5MllGy&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA7GQIClwOg9smpcqFAw3DqP04OXy_euQePVBuiC4WwGFwSSUUuhuzq2_JZNYqmcmCBYBJOrr3gJDp3G_2oWu5N8wh0A8Suh6L0Oj0rCRF6s1skEg2Nbj1Lxr8ds0z3yZk7uhn4tM5EWRkbncCkjoHOQFA3SVtMLb8vcU0fKwRsCvJ7kGJYdvTkK1N2Qi-S3xU5MllGy&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n\nPlease try again.\n\nPlease select all matching images.\n\nPlease also check the new images.\n\nPlease select around the object, or reload if there are none.\n\nVerify",
      "content_chars": 22640,
      "published_date": null
    },
    {
      "rank": 7,
      "url": "https://aiagentslist.com/agents/linkup",
      "title": "Linkup Review 2026 | AI Infrastructure & MLOps Tool - Pricing & Features",
      "content": "[Course\\\\\n\\\\\nGive your AIa permanent memory of your business. A course for people who use ChatGPT or Claude daily.![Compound Context](https://aiagentslist.com/compound-context-icon.svg)](https://getcompoundcontext.com/?ref=aiagentslist.com&utm_source=aiagentslist.com&utm_medium=house_ad&utm_campaign=compound-context&utm_content=banner_ad_c)\n\n[Overview](https://aiagentslist.com/agents/linkup#overview) [Features](https://aiagentslist.com/agents/linkup#features) [Use Cases](https://aiagentslist.com/agents/linkup#use-cases) [FAQ](https://aiagentslist.com/agents/linkup#faq) [Integrations](https://aiagentslist.com/agents/linkup#integrations) [Pricing](https://aiagentslist.com/agents/linkup#pricing)\n\n## About Linkup\n\n### Who It's For\n\nLinkup is for developers building AI applications, chatbots, and smart systems. If your AI needs accurate, current web information to give reliable answers or make informed decisions, this tool provides those essential, factual insights.\n\n### What You Get\n\nYou receive a powerful search API that delivers highly accurate web data from trusted sources. Linkup offers two modes: 'Standard' for quick facts and 'Deep' for comprehensive research. This ensures your AI always has the precise information it needs to function well.\n\n### How It Works\n\nSimply integrate Linkup's API into your AI project. When your AI requires data, it sends a query. Linkup then quickly searches trusted web sources, returning factual answers with their origins directly to your application.\n\n[Visit Website\\\\\n![Linkup](https://ai-agents-list.s3.eu-central-1.amazonaws.com/agents/linkup/screenshots/01.webp)](https://www.linkup.so/?ref=aiagentslist.com&utm_source=aiagentslist.com&utm_medium=referral&utm_campaign=linkup)\n\n### Stay in the loop\n\nWeekly roundup of new AI agents. No spam, unsubscribe anytime.\n\nSubscribe\n\nSubscribe and get the free2026 AI Agents Field Guide\n\nJoin1,500+AI builders \u00b7 weekly, no spam\n\n[![Compound Context](https://aiagentslist.com/compound-context-icon.svg)\\\\\n\\\\\n**Give your AI a memory**\\\\\n\\\\\nBuild one knowledge base all your AI tools draw from, kept current with your review.\\\\\n\\\\\nCourse\\\\\n\\\\\nGet the Starter Kit](https://getcompoundcontext.com/?ref=aiagentslist.com&utm_source=aiagentslist.com&utm_medium=house_ad&utm_campaign=compound-context&utm_content=listing_ad_b)\n\n## Features & Capabilities\n\n### \u2728 Core Search & AI Grounding\n\n**AI-Powered Search API**\n\nDelivers tailored search experiences for various AI applications, agents, or LLMs.\n\n**Sourced Answer Output**\n\nProvides not just answers but also verifiable sources with URLs and snippets to ground AI responses in facts.\n\n**Linkup Standard Search**\n\nOffers fast and affordable web search, ideal for chatbots and real-time LLM grounding to improve AI accuracy.\n\n**Linkup Deep Search**\n\nDelivers comprehensive, in-depth web search with chain-of-thought reasoning for complex queries and hard-to-find data.\n\n### \ud83d\udd17 Integration & Developer Experience\n\n**API Client Libraries**\n\nProvides easy integration with Python, Node.js, and cURL for developers to build applications.\n\n**Orchestration Platform Integration**\n\nConnects seamlessly with top AI orchestration platforms and Claude Desktop to power agentic workflows.\n\n**Rapid Integration**\n\nAllows for quick setup and integration into existing systems within minutes.\n\n### \ud83d\udcbc AI Application Use Cases\n\n**AI Agent Optimization**\n\nEnables AI agents to gain actionable data for optimizing team productivity and performing detailed company research.\n\n**Answer Engine & Chatbot Grounding**\n\nPowers instant, accurate, and up-to-date information delivery for LLMs, ensuring factual responses.\n\n**Automated Company Enrichment**\n\nEnriches company profiles with verified web data to facilitate smarter decision-making and outreach.\n\n**Deep Strategic Research**\n\nUncovers insights from hard-to-find sources to drive informed strategic and macro risk analyses.\n\n### \ud83d\udd12 Enterprise-Grade Capabilities\n\n**Advanced Security & Privacy**\n\nOffers zero data retention, DPA, geo-specific hosting, encryption, and compliance with GDPR, CCPA, and SOC2 Type II.\n\n**Tailored Performance**\n\nProvides custom rate limits, early access to beta features, and dedicated endpoints for advanced usage.\n\n**Flexible Billing & Support**\n\nIncludes custom pricing models, finance-compliant invoicing, and 24/7 priority support with integration specialists.\n\n## Use Cases\n\n### Automating Sales & Go-to-Market Intelligence\n\nSales and Go-to-Market teams often spend significant time on manual research to enrich CRM data, identify competitors, and generate qualified leads. Linkup's AI-powered search API provides real-time, accurate corporate intelligence and LinkedIn insights, enabling automated company enrichment, competitive analysis, and efficient lead generation workflows to help sales teams close more deals faster.\n\nB2B SaaS, SalesFor: Account Executive, Sales Development Representative, Go-to-Market Leaders\n\n### Factual Grounding for AI Chatbots and Answer Engines\n\nDevelopers building AI chatbots and answer engines face challenges with hallucination and outdated information, leading to unreliable responses. Linkup delivers instant, accurate, and up-to-date web search results from trusted sources, serving as a Retrieval Augmented Generation (RAG) system to ground LLMs in factual data, thereby improving the accuracy and trustworthiness of AI-powered conversational interfaces.\n\nAI/Tech Development, Customer ServiceFor: AI Developers, Product Managers, Customer Support Teams\n\n### Deep Strategic & Business Risk Analysis\n\nBusinesses require comprehensive, hard-to-find insights to make informed strategic decisions and assess complex risks. Linkup's Deep search capability enables AI agents to perform multi-step information retrieval and chain-of-thought reasoning, uncovering detailed macro-economic indicators, industry trends, geopolitical exposures, and internal vulnerabilities, providing a robust foundation for strategic planning and risk management.\n\nConsulting, Financial Services, Enterprise PlanningFor: Business Analysts, Strategists, Market Researchers\n\n### Streamlining Debt Recovery with Enriched Debtor Profiles\n\nDebt recovery processes are often hindered by a lack of comprehensive, hard-to-find insights on companies and individuals, making tailored outreach difficult and inefficient. Linkup's API enriches existing systems with critical data, including legal documentation and detailed company/individual profiles, enabling the automated crafting of personalized messages for debtors at scale and significantly improving the efficiency of unpaid invoice recovery.\n\nFinancial Services, Debt Collection, Legal ServicesFor: Collections Agents, Legal Teams, Financial Operations Managers\n\n## Frequently asked questions\n\n### What is Linkup?\n\n### How Does Linkup Work?\n\n### What Are the Different Search Options?\n\n### How Does Linkup Compare to Perplexity Sonar?\n\n### Is Linkup Compliant with Privacy Regulations?\n\n### What is Linkup's Data Retention Policy?\n\n### What AI Models Does Linkup Use?\n\n### Can I Use Linkup with Different LLM Providers?\n\n### What Support Options Are Available?\n\n### Is the Linkup Search MCP Server Free?\n\n## Tags\n\n[developer tools](https://aiagentslist.com/tags/developer-tools) [chatbot](https://aiagentslist.com/tags/chatbot) [llms](https://aiagentslist.com/tags/llms) [search api](https://aiagentslist.com/tags/search-api) [web search](https://aiagentslist.com/tags/web-search)\n\n[![Compound Context](https://aiagentslist.com/compound-context-icon.svg)**Stop re-explaining yourself to AI**\\\\\n\\\\\nBuild one source of truth \u2014 business, clients, projects \u2014 all your AI tools draw from.\\\\\n\\\\\nGet the free Starter Kit](https://getcompoundcontext.com/?ref=aiagentslist.com&utm_source=aiagentslist.com&utm_medium=house_ad&utm_campaign=compound-context&utm_content=sidebar_ad_b)\n\n### Specifications\n\nDeployment\n\nAPI\n\nTarget Audience\n\nStartup\n\nBusiness\n\nEnterprise\n\nComplexity\n\nDeveloper\n\n### Pricing\n\n#### Free\n\nPer monthly\n\nFree\n\n- Access to our Discord community\n- No credit card required\n\n#### Pay as you go\n\nPer monthly\n\nFree\n\n- Access to our Discord community\n- Integration Support\n- No Commitment\n- Most Popular\n\n#### Custom\n\nPer monthly\n\nFree\n\n- Access to our Discord community\n- Integration Support\n- Batch Queries\n- Lower Latency\n- Beta Features\n- Custom Rate Limits\n- Co-Development\n- Priority 24/7 Support\n- Dedicated Slack\n\n\u2713 Free plan\n\n### Integrations\n\nClaude Desktop\n\nLinkedIn\n\nWant your AI tool listed here?\n\nStart with a free eligibility check.\n\n[Submit](https://aiagentslist.com/submit)\n\n[Promote your AI tool here\\\\\n\\\\\nGet featured placement in front of25k+ monthly visitors actively searching for AI tools.\\\\\nView sponsorship packages \u2192](https://aiagentslist.com/sponsor)\n\n### Links\n\n[Website](https://www.linkup.so/?ref=aiagentslist.com&utm_source=aiagentslist.com&utm_medium=referral&utm_campaign=linkup)\n\n## Similar Agents\n\n[![AGENTS.inc](https://aiagentslist.com/api/favicon/agent/agentsinc)\\\\\n\\\\\n**AGENTS.inc**\\\\\n\\\\\nCategory mock\\\\\n\\\\\nAI Agents give reliable business insights and automate tasks.](https://aiagentslist.com/agents/agentsinc) [![Mendable](https://aiagentslist.com/api/favicon/agent/mendable)\\\\\n\\\\\n**Mendable**\\\\\n\\\\\nCategory mock\\\\\n\\\\\nTrain AI on your docs to instantly answer customer and employee questions.](https://aiagentslist.com/agents/mendable) [![BondAI](https://aiagentslist.com/api/favicon/agent/bondai)\\\\\n\\\\\n**BondAI**\\\\\n\\\\\nCategory mock\\\\\n\\\\\nCreate advanced AI agent systems with easy tools and integrations.](https://aiagentslist.com/agents/bondai) [![Relevance AI](https://aiagentslist.com/api/favicon/agent/relevance-ai)\\\\\n\\\\\n**Relevance AI**\\\\\n\\\\\nCategory mock\\\\\n\\\\\nEasily build and manage AI agents to automate your business tasks.](https://aiagentslist.com/agents/relevance-ai)",
      "content_chars": 9801,
      "published_date": null
    },
    {
      "rank": 8,
      "url": "https://docs.linkup.so/pages/documentation/endpoints/search/overview",
      "title": "Search overview - Linkup API Documentation",
      "content": "> ## Documentation Index\n>\n> Fetch the complete documentation index at: [/llms.txt](https://docs.linkup.so/llms.txt)\n>\n> Use this file to discover all available pages before exploring further.\n\n[Skip to main content](https://docs.linkup.so/pages/documentation/endpoints/search/overview#content-area)\n\n**Search** is Linkup\u2019s synchronous web search endpoint, optimized for AI consumption. Given a natural-language query, the `/search` route returns ranked sources, optionally bundled with a cited natural-language answer or with structured output matching a JSON schema. `depth` controls how much search and retrieval work the agent performs, and `outputType` selects the shape of the response.\n\n## [\u200b](https://docs.linkup.so/pages/documentation/endpoints/search/overview\\#modes)  Modes\n\n**Search** comes with three `depth` modes:\n\n| Mode | Description | Latency |\n| --- | --- | --- |\n| `\"fast\"` | Sub-second latency, no query reinterpretation, no LLM. Query passed as-is to our index for retrieval. | <1s |\n| `\"standard\"` | Single-iteration agentic search. The agent interprets the query, can run parallel sub-searches, and can scrape one URL provided in the query. | 1\u20133s |\n| `\"deep\"` | Multi-iteration agentic search-and-scrape chaining with evaluation. | 5\u201330s |\n\n## [\u200b](https://docs.linkup.so/pages/documentation/endpoints/search/overview\\#agentic-search-standard-deep)  Agentic search (`\"standard\"`, `\"deep\"`)\n\nIn `\"standard\"` and `\"deep\"`, the system interprets the query, plans the retrieval, and evaluates the outputs returned. This means those two modes understand instructions on how to behave/perform the search.\n\n`\"fast\"` does not invoke an LLM. No query interpretation, no scraping \u2014 the query is passed as-is to the index.\n\nDepending on the prompt and the selected depth, the agent may:\n\n- run one or several web searches,\n- open and scrape webpages,\n- reuse information discovered in earlier steps,\n- refine or expand queries until the requested data is found.\n\nInstructions inside the query are followed literally. The prompt below is executed step by step:\n\n```\nFirst, find the official website of the AI company linkup,\nthen scrape the page and return the full content\n```\n\nFor more information, read [search best practices](https://docs.linkup.so/pages/documentation/endpoints/search/best-practices).\n\n## [\u200b](https://docs.linkup.so/pages/documentation/endpoints/search/overview\\#output-types)  Output types\n\n| Output Type | Description |\n| --- | --- |\n| `\"searchResults\"` | Array of `{name, url, content}`. Ranked URLs and content snippets for grounding. |\n| `\"sourcedAnswer\"` | Search results plus a natural-language answer with inline citations. |\n| `\"structured\"` | Search results plus JSON matching the caller\u2019s `structuredOutputSchema`. Requires a JSON schema in `structuredOutputSchema`; see the [structured output tutorial](https://docs.linkup.so/pages/documentation/tutorials/structured-output-guide). |\n\n## [\u200b](https://docs.linkup.so/pages/documentation/endpoints/search/overview\\#filtering-and-date-controls)  Filtering and date controls\n\n- `includeDomains` / `excludeDomains`: restrict to or exclude up to 100 domains.\n- `fromDate` / `toDate`: restrict to an ISO 8601 date range.\n- `maxResults`: cap the number of returned sources.\n- `includeImages`: surface relevant images.\n\nSee the [domain and date filtering tutorial](https://docs.linkup.so/pages/documentation/tutorials/filtering)\nfor examples.\n\n## [\u200b](https://docs.linkup.so/pages/documentation/endpoints/search/overview\\#pricing)  Pricing\n\nCost depends on both `depth` and `outputType`. `\"sourcedAnswer\"` and `\"structured\"` invoke an LLM and carry a small premium over raw `\"searchResults\"`.\n\n| `depth` | `outputType` | Cost |\n| --- | --- | --- |\n| `\"fast\"` / `\"standard\"` | `\"searchResults\"` | $0.005 per call |\n| `\"fast\"` / `\"standard\"` | `\"sourcedAnswer\"` / `\"structured\"` | $0.006 per call |\n| `\"deep\"` | `\"searchResults\"` | $0.05 per call |\n| `\"deep\"` | `\"sourcedAnswer\"` / `\"structured\"` | $0.055 per call |\n\n## [\u200b](https://docs.linkup.so/pages/documentation/endpoints/search/overview\\#example)  Example\n\n[**Get your API key** \\\\\n\\\\\nCreate a Linkup account for free to get your API key.](https://app.linkup.so/)\n\npython\n\njs\n\ncurl\n\n```\nfrom linkup import LinkupClient\n\nclient = LinkupClient(api_key=\"<YOUR_LINKUP_API_KEY>\")\n\nresponse = client.search(\n    query=\"What is Microsoft's 2024 revenue?\",\n    depth=\"standard\",\n    output_type=\"sourcedAnswer\",\n)\nprint(response)\n```\n\n```\nimport { LinkupClient } from 'linkup-sdk';\n\nconst client = new LinkupClient({ apiKey: '<YOUR_LINKUP_API_KEY>' });\n\nconst response = await client.search({\n  query: \"What is Microsoft's 2024 revenue?\",\n  depth: 'standard',\n  outputType: 'sourcedAnswer',\n});\nconsole.log(response);\n```\n\n```\ncurl \"https://api.linkup.so/v1/search\" \\\n  -G \\\n  -H \"Authorization: Bearer $LINKUP_API_KEY\" \\\n  --data-urlencode \"q=What is Microsoft's 2024 revenue?\" \\\n  --data-urlencode \"depth=standard\" \\\n  --data-urlencode \"outputType=sourcedAnswer\"\n```\n\nSuccessful response, by `outputType`:\n\nsourcedAnswer\n\nsearchResults\n\n```\n{\n  \"answer\": \"Microsoft's revenue for fiscal year 2024 was $245.1 billion, reflecting a 16% increase from the previous year.\",\n  \"sources\": [\\\n    {\\\n      \"name\": \"Microsoft 2024 Annual Report\",\\\n      \"url\": \"https://www.microsoft.com/investor/reports/ar24/index.html\",\\\n      \"snippet\": \"Highlights from fiscal year 2024 compared with fiscal year 2023 included: Microsoft Cloud revenue increased 23% to $137.4 billion.\"\\\n    }\\\n  ]\n}\n```\n\n```\n{\n  \"results\": [\\\n    {\\\n      \"type\": \"text\",\\\n      \"name\": \"Microsoft 2024 Annual Report\",\\\n      \"url\": \"https://www.microsoft.com/investor/reports/ar24/index.html\",\\\n      \"content\": \"Highlights from fiscal year 2024 compared with fiscal year 2023 included: Microsoft Cloud revenue increased 23% to $137.4 billion.\"\\\n    }\\\n  ]\n}\n```\n\n`\"structured\"` returns the JSON object described by `structuredOutputSchema`.\n\n## [\u200b](https://docs.linkup.so/pages/documentation/endpoints/search/overview\\#next)  Next\n\n[**Best practices** \\\\\n\\\\\nDepth selection, query phrasing, schema design.](https://docs.linkup.so/pages/documentation/endpoints/search/best-practices)\n\n[**For AI agents** \\\\\n\\\\\nTool definitions and integration prompt for coding agents.](https://docs.linkup.so/pages/documentation/endpoints/search/for-agents)\n\n[**API reference** \\\\\n\\\\\nFull parameter spec and response schema.](https://docs.linkup.so/pages/documentation/endpoints/search/reference)\n\nAssistant\n\nResponses are generated using AI and may contain mistakes.",
      "content_chars": 6549,
      "published_date": null
    },
    {
      "rank": 9,
      "url": "https://serp.fast/tools/linkup",
      "title": "Linkup API Review: Licensed-Content Search - serp.fast",
      "content": "![Linkup logo](https://serp.fast/logos/linkup.png)\n\n# Linkup\n\n[Visit Linkup \u2197](https://linkup.so/)\n\nAI search that licenses publisher content instead of scraping it\n\n![Nathan Kessler](https://serp.fast/authors/nathan-kessler.jpg)\n\nBy [Nathan Kessler](https://serp.fast/authors/nathan-kessler)\u00b7Updated Aug 29, 2026\n\nEach tool is evaluated against our [methodology](https://serp.fast/methodology) using public docs, vendor demos, and hands-on testing.\n\nSome links on this page are affiliate links. We earn a commission if you sign up \u2013 at no additional cost to you. Our editorial assessment is independent and never paid. [How we review](https://serp.fast/about).\n\n![Linkup website](https://serp.fast/screenshots/linkup.jpg)\n\n## What is Linkup?\n\nAI search with proprietary 'information-atom' indexing that licenses content from publishers rather than scraping it.\n\n## Our verdict\n\nThe ethical play in AI search \u2013 licensing content from publishers rather than scraping positions Linkup well as the legal landscape tightens.\nSOC2 Type II certified and backed by Gradient, but with only ~$13M in funding, the index depth can't match Exa or Brave yet. Best for teams that prioritize data provenance.\n\nCategories:\n\n[AI-Native Search APIs](https://serp.fast/tools/category/ai-search-apis)\n\nAI search APIs are the infrastructure layer that gives large language models access to current web information. Unlike traditional search engines, these APIs return semantically relevant, structured results optimized for retrieval-augmented generation (RAG) and AI agent workflows. They are used by AI products that need to answer questions about the real world beyond their training data.\n\nTags: [#freemium](https://serp.fast/tags/freemium) [#structured-output](https://serp.fast/tags/structured-output) [#api-first](https://serp.fast/tags/api-first) [#ai-agents](https://serp.fast/tags/ai-agents) [#rag](https://serp.fast/tags/rag)\n\nCopy Link `C`Share: [Share on X](https://twitter.com/intent/tweet?url=https%3A%2F%2Fserp.fast%2Ftools%2Flinkup&text=Linkup%20%E2%80%93%20AI%20search%20that%20licenses%20publisher%20content%20instead%20of%20scraping%20it \"Share on X\") [Share on LinkedIn](https://www.linkedin.com/sharing/share-offsite/?url=https%3A%2F%2Fserp.fast%2Ftools%2Flinkup \"Share on LinkedIn\") [Share on Hacker News](https://news.ycombinator.com/submitlink?u=https%3A%2F%2Fserp.fast%2Ftools%2Flinkup&t=Linkup%20%E2%80%93%20AI%20search%20that%20licenses%20publisher%20content%20instead%20of%20scraping%20it \"Share on Hacker News\") [Share on Reddit](https://www.reddit.com/submit?url=https%3A%2F%2Fserp.fast%2Ftools%2Flinkup&title=Linkup%20%E2%80%93%20AI%20search%20that%20licenses%20publisher%20content%20instead%20of%20scraping%20it \"Share on Reddit\")\n\n## Similar tools\n\n[See AI-Native Search APIs](https://serp.fast/tools/category/ai-search-apis)\n\n![Exa logo](https://serp.fast/logos/exa.png)\n\n### [Exa](https://serp.fast/tools/exa)\n\nEmbeddings-based neural search that finds semantically related pages\n\nFreemium\u00b7Mar 2026\u00b7AI-Native Search APIs\n\n![Tavily logo](https://serp.fast/logos/tavily.png)\n\n### [Tavily](https://serp.fast/tools/tavily)\n\nReal-time search API built for AI agents and RAG pipelines\n\nFreemium\u00b7Mar 2026\u00b7AI-Native Search APIs\n\n![Brave Search API logo](https://serp.fast/logos/brave-search-api.png)\n\n### [Brave Search API](https://serp.fast/tools/brave-search-api)\n\nAPI for the only independent Western search index at scale\n\nFreemium\u00b7Mar 2026\u00b7Independent Web Indexes\n\n## How Linkup compares\n\n[Exa](https://serp.fast/tools/exa)\n\nExa has a deeper index and more mature product, but without Linkup's publisher licensing model.\n\n[Tavily](https://serp.fast/tools/tavily)\n\nTavily has broader framework adoption but lacks Linkup's ethical sourcing angle.\n\n## Comparisons\n\n[Exa vs Linkup: Pricing & Features Compared (2026)](https://serp.fast/comparisons/exa-vs-linkup) [Linkup alternatives](https://serp.fast/alternatives/linkup)\n\n## Frequently asked questions\n\n### What is Linkup used for?\n\nLinkup is a search API for AI agents and RAG pipelines, with the distinguishing feature that its index is built from licensed publisher content rather than scraped pages. Teams pick Linkup when data provenance matters \u2013 regulated industries, customer-facing AI products, or anyone wary of the legal exposure that comes with scraping-based APIs.\n\n### How does Linkup compare to Tavily?\n\nTavily ships broader LLM-framework integration (LangChain, LlamaIndex) and a larger pre-built community, while Linkup's distinct angle is its publisher-licensing model. Both now hold SOC2 Type II (Tavily also holds ISO 27001), so security posture is roughly at parity. Tavily's index is deeper today; Linkup's bet is that licensed retrieval becomes table stakes as AI search regulation tightens.\n\n### Is Linkup SOC2 certified?\n\nYes. Linkup is SOC2 Type II certified, which matters for AI products that ship into regulated industries like healthcare, finance, and legal. Direct competitors have since closed the gap: both Tavily (which also holds ISO 27001) and Exa now carry SOC2 Type II as well, so the credential is closer to table stakes than a standalone differentiator.\n\n### How does the 'information-atom' indexing work?\n\nLinkup decomposes licensed source content into atomic claims (facts, statistics, quotes) and indexes those rather than full pages. At retrieval time, an LLM-friendly response is reassembled from atoms with citations back to source publishers. This reduces hallucination surface for downstream agents but limits Linkup to content publishers have licensed, so the index is shallower than scraping-based alternatives.\n\nVisit\n\nLinkup\n\n[Visit](https://linkup.so/)",
      "content_chars": 5666,
      "published_date": null
    },
    {
      "rank": 10,
      "url": "https://www.linkup.com/data",
      "title": "Job Data Products and Solutions | LinkUp",
      "content": "[Skip to main content](https://www.linkup.com/data#main)\n\nYour web browser is out of date. Update your browser for more security, speed and the best experience on this site.\n\n\n[Update your browser](http://outdatedbrowser.com/)\n\n![](https://link-up.files.svdcdn.com/production/images/LinkUp_Our-Data-Header_Img.svg?dm=1764873643)\n\n# Accurate job market data drives transformative decisions\n\n![](https://link-up.files.svdcdn.com/production/images/LinkUp_Our-Data-Header_Img.svg?dm=1764873643)\n\n## **About our data:**  There is no clearer window into labor demand.\n\nEvery day, LinkUp indexes millions of job listings directly from more than 86,000 employer websites. In aggregate, this data tells the story of job market demand balance, global economic volatility, regional hiring trends, and in-demand skills.\n\nStart date2007\n\nTotal jobs indexed350,000,000\n\nCompanies86,000\n\nCountries195\n\nHighest daily active job count10,000,000\n\nUnique primary tickers8,600\n\nSectors and industriesAll\n\nUnique job attributes38\n\nUnique company attributes14\n\n## Investigate labor demand at every angle with highly granular data\n\n### How do we source our data?\n\nSince 2007, LinkUp has refined our indexing process, sourcing job listing data daily directly from employer websites. Our proprietary technology and dedicated web data engineers continuously maintain and grow our job listings coverage to ensure a consistent and clean dataset.\n\n\n- 01\n\n\n#### Unparalleled Quality\n\n\n\n\n\n\n\n  - Our proprietary process gathers data directly from the source, employer websites\n  - Platform verifies, augments, validates, and appends additional relevant data for a refined dataset\n  - We clean, parse, and enrich job listings for ease of use\n\n- 02\n\n\n#### Global Coverage\n\n\n\n\n\n\n\n  - Since 2007, we\u2019ve indexed hundreds of millions of jobs from over 86,000 companies and 195 countries for comprehensive coverage\n  - Based on your data needs we can provide with a customized dataset\n\n- 03\n\n\n#### Predictive Power\n\n\n\n\n\n\n\n  - Jobs data is forward-looking, and our datasets are updated daily, lending deep insights\n  - Build stronger investment models\n  - Deep competitive intelligence to stay ahead of the rest\n\n## The LinkUp Difference\n\nScroll to see all\n\n### LinkUp\n\n### Other Providers\n\n#### Quality\n\n![LinkUp Icon Quality](https://link-up.files.svdcdn.com/production/images/icons/LinkUp_Quality_Icon_48x48_2x.svg?dm=1764955617)\n\n- **Job source**\n\nDirect from employer\n\n\n\nFrom aggregators\n\n\n- **Job listing coverage**\n\nComprehensive\n\n\n\nPartial\n\n\n- **Content**\n\nCollected & verified on employer site\n\n\n\nVia third party\n\n\n- **Job link (URL)**\n\nIncludes original, live source URL\n\n\n\nN/A, job information only\n\n\n\n#### Accuracy\n\n![LinkUp Icon Accuracy](https://link-up.files.svdcdn.com/production/images/icons/LinkUp_Accuracy_Icon_48x48_2x.svg?dm=1764955635)\n\n- **Expired Listing**\n\nNever\n\n\n\nOften\n\n\n- **Duplicates**\n\nNot possible\n\n\n\nPervasive\n\n\n- **Job count**\n\nPrecise\n\n\n\nInflated\n\n\n- **Job listing duration**\n\nIncluded\n\n\n\nNot available\n\n\n\n#### Timeliness\n\n![LinkUp Icon Timeliness](https://link-up.files.svdcdn.com/production/images/icons/LinkUp_Timelines_Icon_48x48_2x.svg?dm=1764955653)\n\n- **Delivery**\n\nDaily\n\n\n\nLess frequent\n\n\n- **Removed listings**\n\nRemoved nightly\n\n\n\nPersist\n\n\n- **New listings**\n\nAdded nightly\n\n\n\nLatent\n\n\n- **Updates to listings**\n\nCaptured and conveyed\n\n\n\nNot provided\n\n\n\n* * *\n\n![](https://www.linkup.com/static/img/wave-3.png)\n\n## What's included in our data?\n\nA single job listing contains dozens of forward-looking data points about both the job and the employer.\n\n\n- ### Each job record contains:\n\n\n\n\n\n  - Unique hash\n  - Company ID\n  - City\n  - Date posted\n  - Date last checked\n  - Full-text description\n  - Job title\n  - Region/state\n  - Country\n  - Date updated\n  - URL\n  - Company name\n  - Zip code\n  - MSA\n  - Date removed\n  - SOC \\| O\\*NET\n\n- ### Each company record contains:\n\n\n\n\n\n  - Unique hash\n  - Ticker\n  - SEDOL\n  - NAICS code\n  - Company name\n  - Legal entity ID\n  - CUSIP\n  - URL\n  - Company ID\n  - PermID\n  - ISIN\n\n## **Our products:**  Explore our suite of data products\n\n[Full product menu](https://www.linkup.com/products)\n\n- ### RAW\n\n\n\n\nLinkUp's flagship dataset: 350 million+ global job postings, indexed daily since 2007.\n\n\n\n[View details about LinkUp RAW](https://www.linkup.com/products/raw)\n\n- ### Feeds\n\n\n\n\nJob market data delivered daily, including full global coverage or feeds tailored to the parameters your organization needs.\n\n\n\n[View details about LinkUp Custom Feeds](https://www.linkup.com/products/custom-feeds)\n\n- ### Market Reports\n\n\n\n\nCustomizable market reports for insights at a macro, regional, industry, or company level, delivered at your preferred frequency.\n\n\n\n[View details about LinkUp Market Reports](https://www.linkup.com/products/analytics)\n\n- ### Compass\n\n\n\n\nLinkUp Compass is a visual multitool for job market insight that allows users to test their thinking and render presentation-grade visuals, all in one query.\n\n\n\n[View details about LinkUp Compass](https://www.linkup.com/products/compass)\n\n\n![LinkUp Compass Dashboard Images](https://link-up.transforms.svdcdn.com/production/images/Website-Pages/LinkUp_Compass_Dashboard_Images.png?w=1080&auto=compress%2Cformat&fit=min&dm=1764955683&s=dc6a7b9624d0ad6b2db685926047a3c0)\n\n#### **Product Highlight:**  LinkUp Compass\n\nStreamline your data analysis with just one click. With LinkUp Compass, effortlessly transform raw job data into compelling visualizations. Gain quick insights into reliable trends and patterns to inform your business strategies. Customize this platform to suit your needs, whether it\u2019s competitive intelligence, benchmarking, or efficient labor market analysis.\n\n\n[Learn more about LinkUp Compass](https://www.linkup.com/products/compass)\n\n## **Is job data right for me?:**  Our data shapes organizations in a range of industries, shedding light on the global future of work.\n\n### Capital Markets\n\nAnalysts and investors make better, quicker investment decisions using our alternative data. Identify how public and private companies have performed historically and where they\u2019re headed.\n\n\n\n[View details about Capital Markets](https://www.linkup.com/industry-solutions/capital-markets)\n\n### Corporations\n\nData Directors and analysts gain a competitive edge using our job data. Easily identify what other companies are hiring for and where their jobs are geographically. Build better corporate strategies today.\n\n\n\n[View details about Corporations](https://www.linkup.com/industry-solutions/corporations)\n\n### Human Capital Management\n\nProduct Directors, Data Scientists, and HCM professionals use our data for deeper and more high-quality insights into company hiring trends. Our datasets include salary, benefits, and more to optimize your workforce planning, recruitment strategies and benchmarking.\n\n\n\n[View details about Human Capital Management](https://www.linkup.com/industry-solutions/human-capital-management)\n\n### Academia and Education\n\nMany PhD students and professors at major universities leverage LinkUp\u2019s job data for more reliable research. Our datasets bolter the expertise and point of view of any economist.\n\n\n\n[View details about Academia and Education](https://www.linkup.com/industry-solutions/researchers)\n\n### Public Sector\n\nAdministrators and organizations use LinkUp\u2019s real-time labor demand data to glean insights into current and future workforce trends, inform policy decisions, sector analysis, workforce planning, and identification of skill shortages.\n\n\n\n[View details about Public Sector](https://www.linkup.com/industry-solutions/public-sector)\n\n## **Data delivery and access:**  We deliver data through the platforms our clients trust.\n\n- ![LinkUp Job Data - AWS Delivery](https://link-up.files.svdcdn.com/production/images/logos/LinkUp_Platforms_AWS_Logo_166x66_2x.svg?dm=1764955715)\n- ![LinkUp Job Data - Azure Delivery](https://link-up.files.svdcdn.com/production/images/logos/LinkUp_Platforms_Azure_Logo_166x66_2x.svg?dm=1764955723)\n- ![LinkUp Job Data - FTP Delivery](https://link-up.files.svdcdn.com/production/images/logos/LinkUp_Platforms_FTP_Logo_166x66_2x.svg?dm=1764955733)\n- ![LinkUp Job Data - Google Cloud Delivery](https://link-up.files.svdcdn.com/production/images/logos/LinkUp_Platforms_Google-Cloud_Logo_166x66_2x.svg?dm=1764955749)\n- ![LinkUp Job Data - Snowflake Delivery](https://link-up.files.svdcdn.com/production/images/logos/LinkUp_Platforms_Snowflake_Logo_166x66_2x.svg?dm=1764955763)\n\n- [**Maiden Century**\\\\\n![](https://www.linkup.com/static/img/linkup-logo-sm.svg)![](https://link-up.files.svdcdn.com/production/images/logos/maiden-century-logo-colour-black-text.svg?dm=1764955779)\\\\\n\\\\\nMaiden Century's experience in investment research, money management and alt data combined with LinkUp's job data, positions us to deliver alpha-producing solutions.\\\\\n\\\\\n\\\\\nLearn more](https://www.linkup.com/partners/maiden-century)\n- [**RavenPack**\\\\\n![](https://www.linkup.com/static/img/linkup-logo-sm.svg)![](https://link-up.files.svdcdn.com/production/images/ravenpack-logo-normal-white-2.svg?dm=1764879560)\\\\\n\\\\\nDive even deeper into job market data and insights with RavenPack Job Analytics powered by LinkUp, built with cutting edge natural language processing technology.\\\\\n\\\\\n\\\\\nLearn more](https://www.linkup.com/partners/ravenpack)\n- [**Exabel**\\\\\n![](https://www.linkup.com/static/img/linkup-logo-sm.svg)![](https://link-up.transforms.svdcdn.com/production/images/logos/Parnter_Exabel_Header_Logo-1.png?w=700&auto=compress%2Cformat&fit=min&dm=1764878737&s=1e5ec8be0880c2807a862a2036f0a11c)\\\\\n\\\\\nA streamlined, web-based portal powered by Exabel lets users access, visualize, and compare LinkUp job market data without writing code.\\\\\n\\\\\n\\\\\nLearn more](https://www.linkup.com/partners/exabel)\n\n## **Subscribe to our newsletter:**  Get monthly U.S. labor market insights delivered 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ChinaPalestinian territoriesSabaSaint Pierre &amp; MiquelonSamoa IslandsSao Tome &amp; PrincipeRepublic of PalauSpanish North AfricaSpitzbergenSt HelenaSt Kitts &amp; NevisSt LuciaSt MaartenSt MichaelSt Vincent &amp; The GrenadinesUpper Volta (Burkina Faso)USSR (former)Vatican CityVatican City State (Holy See)Virgin Islands (British)Wake IslandsWallis &amp; FutunaTahitiTibetTrista Da CunhWest IndiesWallis and Futuna IslandsWestern SamoaYugoslaviaZaireHeard and McDonald IslandsVirgin Islands, U.S.\n\nIndustry\\*SearchAcademia and EducationAerospace, Defense and SecurityAgricultureApparelAsset ManagementAutomotiveBanking and PaymentsChemicalsConstructionConsumerFoodserviceGovernment, trade bodies and NGOsHealth and FitnessHospitals and HealthcareHR, Staffing and RecruitmentInsuranceInvestment BankingLegal ServicesManagement&#xa0;ConsultingMarketing and AdvertisingMedia, TV, Entertainment sssssMedical DevicesMiningOil and GasPackagingPharmaceuticalsPower and UtilitiesPrivate EquityReal 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Our services are intended for corporate subscribers and you warrant that the email address submitted is your corporate email address.\n\nreCAPTCHA\n\nRecaptcha requires verification.\n\nprotected by **reCAPTCHA**\n\nDownload Now!\n\nreCAPTCHA\n\nSelect all images with **bicycles** Click verify once there are none left\n\n|     |     |     |\n| --- | --- | --- |\n| ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA4vziN-WfTAC_uUQJuDAkAUiJbrQGFsXpXusk2hXCcgEZvfcZL4bmUDAbKNyZUtBtzI41U38QRsGYOXoMVVlsS73HPdb8hxiZhwBO8A1L9uB8djFXrGYzTEd7iARK8Mz32lZvOeKiKR1vPvGhfWq6mfqv0hmNO1485_gAQpIRqIKBXcAyFx8e7VddkGUwJgIw5LvELs3VpynpziCUITfDycuPmCRg&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA4vziN-WfTAC_uUQJuDAkAUiJbrQGFsXpXusk2hXCcgEZvfcZL4bmUDAbKNyZUtBtzI41U38QRsGYOXoMVVlsS73HPdb8hxiZhwBO8A1L9uB8djFXrGYzTEd7iARK8Mz32lZvOeKiKR1vPvGhfWq6mfqv0hmNO1485_gAQpIRqIKBXcAyFx8e7VddkGUwJgIw5LvELs3VpynpziCUITfDycuPmCRg&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA4vziN-WfTAC_uUQJuDAkAUiJbrQGFsXpXusk2hXCcgEZvfcZL4bmUDAbKNyZUtBtzI41U38QRsGYOXoMVVlsS73HPdb8hxiZhwBO8A1L9uB8djFXrGYzTEd7iARK8Mz32lZvOeKiKR1vPvGhfWq6mfqv0hmNO1485_gAQpIRqIKBXcAyFx8e7VddkGUwJgIw5LvELs3VpynpziCUITfDycuPmCRg&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n| ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA4vziN-WfTAC_uUQJuDAkAUiJbrQGFsXpXusk2hXCcgEZvfcZL4bmUDAbKNyZUtBtzI41U38QRsGYOXoMVVlsS73HPdb8hxiZhwBO8A1L9uB8djFXrGYzTEd7iARK8Mz32lZvOeKiKR1vPvGhfWq6mfqv0hmNO1485_gAQpIRqIKBXcAyFx8e7VddkGUwJgIw5LvELs3VpynpziCUITfDycuPmCRg&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA4vziN-WfTAC_uUQJuDAkAUiJbrQGFsXpXusk2hXCcgEZvfcZL4bmUDAbKNyZUtBtzI41U38QRsGYOXoMVVlsS73HPdb8hxiZhwBO8A1L9uB8djFXrGYzTEd7iARK8Mz32lZvOeKiKR1vPvGhfWq6mfqv0hmNO1485_gAQpIRqIKBXcAyFx8e7VddkGUwJgIw5LvELs3VpynpziCUITfDycuPmCRg&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA4vziN-WfTAC_uUQJuDAkAUiJbrQGFsXpXusk2hXCcgEZvfcZL4bmUDAbKNyZUtBtzI41U38QRsGYOXoMVVlsS73HPdb8hxiZhwBO8A1L9uB8djFXrGYzTEd7iARK8Mz32lZvOeKiKR1vPvGhfWq6mfqv0hmNO1485_gAQpIRqIKBXcAyFx8e7VddkGUwJgIw5LvELs3VpynpziCUITfDycuPmCRg&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n| ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA4vziN-WfTAC_uUQJuDAkAUiJbrQGFsXpXusk2hXCcgEZvfcZL4bmUDAbKNyZUtBtzI41U38QRsGYOXoMVVlsS73HPdb8hxiZhwBO8A1L9uB8djFXrGYzTEd7iARK8Mz32lZvOeKiKR1vPvGhfWq6mfqv0hmNO1485_gAQpIRqIKBXcAyFx8e7VddkGUwJgIw5LvELs3VpynpziCUITfDycuPmCRg&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA4vziN-WfTAC_uUQJuDAkAUiJbrQGFsXpXusk2hXCcgEZvfcZL4bmUDAbKNyZUtBtzI41U38QRsGYOXoMVVlsS73HPdb8hxiZhwBO8A1L9uB8djFXrGYzTEd7iARK8Mz32lZvOeKiKR1vPvGhfWq6mfqv0hmNO1485_gAQpIRqIKBXcAyFx8e7VddkGUwJgIw5LvELs3VpynpziCUITfDycuPmCRg&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA4vziN-WfTAC_uUQJuDAkAUiJbrQGFsXpXusk2hXCcgEZvfcZL4bmUDAbKNyZUtBtzI41U38QRsGYOXoMVVlsS73HPdb8hxiZhwBO8A1L9uB8djFXrGYzTEd7iARK8Mz32lZvOeKiKR1vPvGhfWq6mfqv0hmNO1485_gAQpIRqIKBXcAyFx8e7VddkGUwJgIw5LvELs3VpynpziCUITfDycuPmCRg&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n\nPlease try again.\n\nPlease select all matching images.\n\nPlease also check the new images.\n\nPlease select around the object, or reload if there are none.\n\nVerify\n\nreCAPTCHA\n\nSelect all images with **cars** Click verify once there are none left\n\n|     |     |     |\n| --- | --- | --- |\n| ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA6DBDI-2mrosulk5F8FB3d3RcLOSlN6794jfc92WPAiv0sEICbp5EACglaxlIHIjj_rNR4gGKKJbQlkNI4iJaSP19di56txe9oNJjver6yALci4E-quWumPWYKIbtlaeqF4EQ58p8dRDEwLN44RMp_zyW90s8PztfG5O-ARKp1a-k7njpKIuqN_ij2300zZudIqnsfm9lMh50g1qYJFdWGl3fG4uw&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA6DBDI-2mrosulk5F8FB3d3RcLOSlN6794jfc92WPAiv0sEICbp5EACglaxlIHIjj_rNR4gGKKJbQlkNI4iJaSP19di56txe9oNJjver6yALci4E-quWumPWYKIbtlaeqF4EQ58p8dRDEwLN44RMp_zyW90s8PztfG5O-ARKp1a-k7njpKIuqN_ij2300zZudIqnsfm9lMh50g1qYJFdWGl3fG4uw&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA6DBDI-2mrosulk5F8FB3d3RcLOSlN6794jfc92WPAiv0sEICbp5EACglaxlIHIjj_rNR4gGKKJbQlkNI4iJaSP19di56txe9oNJjver6yALci4E-quWumPWYKIbtlaeqF4EQ58p8dRDEwLN44RMp_zyW90s8PztfG5O-ARKp1a-k7njpKIuqN_ij2300zZudIqnsfm9lMh50g1qYJFdWGl3fG4uw&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n| ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA6DBDI-2mrosulk5F8FB3d3RcLOSlN6794jfc92WPAiv0sEICbp5EACglaxlIHIjj_rNR4gGKKJbQlkNI4iJaSP19di56txe9oNJjver6yALci4E-quWumPWYKIbtlaeqF4EQ58p8dRDEwLN44RMp_zyW90s8PztfG5O-ARKp1a-k7njpKIuqN_ij2300zZudIqnsfm9lMh50g1qYJFdWGl3fG4uw&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA6DBDI-2mrosulk5F8FB3d3RcLOSlN6794jfc92WPAiv0sEICbp5EACglaxlIHIjj_rNR4gGKKJbQlkNI4iJaSP19di56txe9oNJjver6yALci4E-quWumPWYKIbtlaeqF4EQ58p8dRDEwLN44RMp_zyW90s8PztfG5O-ARKp1a-k7njpKIuqN_ij2300zZudIqnsfm9lMh50g1qYJFdWGl3fG4uw&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA6DBDI-2mrosulk5F8FB3d3RcLOSlN6794jfc92WPAiv0sEICbp5EACglaxlIHIjj_rNR4gGKKJbQlkNI4iJaSP19di56txe9oNJjver6yALci4E-quWumPWYKIbtlaeqF4EQ58p8dRDEwLN44RMp_zyW90s8PztfG5O-ARKp1a-k7njpKIuqN_ij2300zZudIqnsfm9lMh50g1qYJFdWGl3fG4uw&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n| ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA6DBDI-2mrosulk5F8FB3d3RcLOSlN6794jfc92WPAiv0sEICbp5EACglaxlIHIjj_rNR4gGKKJbQlkNI4iJaSP19di56txe9oNJjver6yALci4E-quWumPWYKIbtlaeqF4EQ58p8dRDEwLN44RMp_zyW90s8PztfG5O-ARKp1a-k7njpKIuqN_ij2300zZudIqnsfm9lMh50g1qYJFdWGl3fG4uw&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA6DBDI-2mrosulk5F8FB3d3RcLOSlN6794jfc92WPAiv0sEICbp5EACglaxlIHIjj_rNR4gGKKJbQlkNI4iJaSP19di56txe9oNJjver6yALci4E-quWumPWYKIbtlaeqF4EQ58p8dRDEwLN44RMp_zyW90s8PztfG5O-ARKp1a-k7njpKIuqN_ij2300zZudIqnsfm9lMh50g1qYJFdWGl3fG4uw&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA6DBDI-2mrosulk5F8FB3d3RcLOSlN6794jfc92WPAiv0sEICbp5EACglaxlIHIjj_rNR4gGKKJbQlkNI4iJaSP19di56txe9oNJjver6yALci4E-quWumPWYKIbtlaeqF4EQ58p8dRDEwLN44RMp_zyW90s8PztfG5O-ARKp1a-k7njpKIuqN_ij2300zZudIqnsfm9lMh50g1qYJFdWGl3fG4uw&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n\nPlease try again.\n\nPlease select all matching images.\n\nPlease also check the new images.\n\nPlease select around the object, or reload if there are none.\n\nVerify",
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        {
          "url": "https://www.youtube.com/watch?v=R2F7m5p44tc",
          "title": "Philippe Mizrahi (Linkup) on Building Web Search for AI Agents - YouTube",
          "description": "... web before Linkup 6:30 Building a web index for AI agents from scratch 11:15 Who's actually building on Linkup: from e-commerce agents to ...",
          "position": 1,
          "markdown": "![Thumbnail (1920x1080)](https://i.ytimg.com/vi_webp/R2F7m5p44tc/maxresdefault.webp)\n# [Off the Radar - Philippe Mizrahi (Linkup) on Building Web Search for AI Agents](https://www.youtube.com/watch?v=R2F7m5p44tc)\n\n**Visibility**: Public\n**Uploaded by**: [Hexa](https://www.youtube.com/@joinhexa)\n**Uploaded at**: 2026-07-10\n**Published at**: \n**Length**: 15:04\n**Views**: 213\n**Likes**: 3\n**Category**: People & Blogs\n\n## Description\n\n```\nPhilippe Mizrahi, co-founder and CEO of Linkup, is the founder organizers credit with almost saving Off the Radar: Linkup's own AI was used to score and rank over 1,200 applications after the event's registration page got overwhelmed in 24 hours.\n\nPhilippe breaks down why LLMs used to be stuck in what he calls \"airplane mode,\" cut off from anything that happened after training ended, and why building a real web search engine for AI agents meant rebuilding search from the ground up rather than duct-taping scrapers together. He also walks through who's actually building on Linkup today, from an AI agent that autonomously runs e-commerce businesses to legal AI platform Legora and AI lab Cohere.\n\n0:00 Why Linkup almost saved this conference\n1:28 Meet Phil: what Linkup actually does\n2:12 Why LLMs used to be stuck in \"airplane mode\"\n3:43 The hacky, expensive way founders searched the web before Linkup\n6:30 Building a web index for AI agents from scratch\n11:15 Who's actually building on Linkup: from e-commerce agents to Legora\n\n#OffTheRadar #AIAgents #WebSearch\n\nAbout Off the Radar\nThis was filmed live at Off the Radar, a sold out event held in Brussels on 23 June 2026. It was the first event of its kind in Belgium: no sponsored keynotes, no booths, no badge-scanning, just the people actually building. Off the Radar brought some of the biggest names shipping AI today onto the stage, including ElevenLabs, OpenAI, Anthropic, Gradium, DeepMind, Mistral, AWS, Vercel, Cloudflare, Stripe, and Wonderful. Belgium's Minister of the Economy, Laurent Hublet, opened the day. Hexa is a proud partner of Off the Radar, alongside co-partners Penbox, HPE Growth, Fortino Ventures, We Love Founders, Max, Dups+, 24 Industries, Merchery, and Stefan Ifrim, thank you all for making this happen. More sessions from the day are on this channel. Follow along for the next edition at https://off-the-radar.com/\n```\n\n## Transcript\n\nThe next company kind of saved this uh this conference. Let me explain you why.\nWe um when we launched it like six weeks, not not six weeks, but four weeks ago,\nwe thought that we would be a few hundred application on the website, but after like\n24 hours, we had more than a thousand and in total we had like 1,200 application\nand we had to close uh the registration on the website. um we didn't think to be honest\nwe didn't think how we would select uh all of you guys and so there was no way that we would review\nall those profiles manually so what we did was to build a small AI uh basically using link up\nto deep research all of you and you will not like that but basically we gave you a score [laughter]\nso we knew how to rank you uh maybe it should be you know on your budget you know, number one,\nnumber two, [gasps and sighs] so on. Um, some people were pissed off [laughter] because I mean,\nobviously it's not perfect. Uh, the scoring is not perfect, the search is not perfect, but it was\nactually pretty good. And, um, we kind of managed to uh finish the the review manually at the end.\nSo, all of that to say, please welcome Phil from Linkup, who came straight from the US,\nfrom New York, just for you guys. So, please welcome Phil. [applause] [music]\nSo, thank you, Tongi, for the slightly creepy introduction.\nUm, but yeah, seriously, thank you for the invitation. Very happy to be here. I'm Phil.\nI'm one of the co-founders of LinkUp. We do web search for AIS and um Can I have like the Yeah.\nUm and and so um what I wanted to do today is sort of like explain um how and why we built LinkUp\nstarting two years ago and uh sort of the entrepreneurship journey that um that we had\nso far. Um and so maybe like bringing us back to two years ago. Um two years ago was a time where\num AI models and agents were very different than today. And one of the key things is that LLMs at\nthe time were not accessing the internet. So what I mean by that is that all the information that\nyou know LM are like like you and I essentially they are very smart. They have a lot of knowledge.\nUm and this knowledge is pretty much like based on the training data that they were trained on.\nAnd so you know an NLM training process um takes like a few months and at the end the model is\npackaged and then it's released to the world and and the model is going to be aware of everything\nthat happened until the end of the training and then after that it's sort of like uh if they turn\non uh airplane mode and didn't have access to the outside world. So very capable. Uh but if you ask\na model a question about something that happened um after you landed the plane,\nit won't be able to answer. But on the other hand, um agents need to be aware of the outside world.\nIf you build an agent in the financial industry like you know like for\nexample like a financial analyst agent, it needs to be able to get a lot of information\nabout a potential company they want to invest in. or you're doing like fungi and you want to\ncreep out on some folks, uh, you need to be able to get information on the on those people. Um,\nand so agents need to access the the internet to get some information, some fresh data.\nUm and so before linkup existed or competition existed the um we we had a few chats with folks\nbuilding at the application layer of AI and the way they were doing trying to like essentially\nthey're essentially trying to use humanmade or like human uh products designed for human use\nto pipe in internet data into the agent. Um and so a friend of mine was building application in the\nyou know like agentic finance industry and trying to get information on on companies and\nto sort of like inform his agent he had an an LLM that was generating uh Google style queries. So\nlike a few keywords and then he was filling these queries into SER APIs. So for those who don't\nknow, sub APIs is essentially pretty like shady gray gray area companies that are scraping Google.\nUm and then he would get like a few links of relevant um you know like websites and he would\nscrape each of these websites. to like enter the website uh scrape the entire content of a page\nand then he would clean up the page uh HTML into like actual clean content and then he would\nchunk all of that into chunks of information and rerank all of that and take the like most relevant\ndata points and fuel that into his agent. obviously very cumbersome uh very expensive,\nvery slow and but it was working well enough for him to have this in production\nand that was sort of like the the moment we realized that we had to build something that was\nbetter than that essentially build something um that was sort of like what Google was for humans\nwe wanted to build that for agents and so we had to rebuild search in web search from the ground up\nand the first realization was the needs of agents are very different than the needs of humans\nwhen it comes to web search. The the biggest thing is that humans look for web pages. And so that's\nwhy like when you go on Google, you have a list of web pages can click and go and visit the page. Um\nwhen actually agents what they look for is trusted data. They don't care about like\nvisiting web page. They care about just getting the row trusted data. Um, and obviously lots of\ndifferences uh that are like a bit more nuance like around like what like as an agent you don't\ncare about like the look and feel of a website. You don't care if the web page is sexy. Um,\nobviously you don't care about like the SEO. You you you might not care about like the entire\nuh breath of a craziness that you have on the internet. Um, the internet is a crazy place. Um,\nand um, and so we had to rebuild the entire thing from ground up and this is what we built. We have\nright now an API that lets agents search with natural language and we return row content.\nSo how did we do that actually? Um it was a pretty big thing. We actually built the\nentire thing like it took us like a year and a half pretty much to have something that worked\nuh pretty well. Um so how do you build web index for AI agent?\nThe first thing you have to do is discover the web. So you have to have crawlers. So these are\nlike essentially bots that are going to discover uh pages of the page. So you go on a page,\nyou look at the content of a page including all the different links to different pages and then\nyou can search like page by page um the entire internet. And so this is quite complex not um\nbecause like following a link is complex, just because of the sheer number of pages you have on\nthe internet. So we're talking about like billions and billions of pages. Um and so actually a lot\nof work here is is not discovering pages. It's mostly like thinking about what not to scrape\nbecause you want to prioritize um you know like the um the like the pages that are going to be\nincreasing value or like helping you give better answers to your users um and dep prioritize the\nSEO, the AI generated content or anything that is not really relevant to what you're doing.\nSo then you have a list of pages and then what you have to do next is you have to sort of like\nunderstand what is the content and this is what so like sets us apart from\nother players in the industry. We don't index web pages we index the informations that are\non the pages. We call this atomic indexing and essentially the idea is that we're going to\nidentify the different atoms of information that are on the page and we're going to\ngenerate one embedding for each of these atoms of information. So and on one page you can have like\nsometimes like 10 or even like 100 different atoms of information if the page is very rich. And so\nwe embed all that uh so embeddings are essentially mathematical representations of the content\nuh that capture like the semantics of of what's uh on on a on a web page. And um and that helps\nus be essentially like 10 to 100x more granular to to the compared to the competition. essentially\nthe there's a lot of ML and AI stuff that we do as well to generate um new signals to help in the\nin the ranking. Uh you know at the moment that we retrieve the content you want to be able to um\ndo this in the most um relevant way to have the highest precision, the highest recall\num and the lowest latency for your agent. So that essentially gives you uh a web index\num where you can ask questions get a rank list of atoms of information. Um\nso how do we expose that to agents because agents um have very different needs and and you've seen\ntoday like very different styles of agents. Um we had a very like very cool demos on voice AI like\nin voice AI you want to have like very low latency because it's very painful to wait for someone when\nyou're on the phone. Um, and so you need to have like very low latency answers. And so we have\none of our APIs that is like the the fast API that is essentially like the most accurate subsecond um\nweb search API out there. Um and then we have essentially a range of different APIs um that\nare at the efficiency threshold uh efficiency frontier of the quality latency trade-off all\nthe way to the deep researcher that is um copying the charts and state-of-the-art for deep research\nand there you can wait like half an hour to get like the most comprehensive response you can get.\nUh we also have different APIs that are uh great at doing lists, that are great at um\nextracting content from web pages, that are great at um writing its own code to extract at very high\nscale a lot of content from the internet. Um and all of that is uh you know in the way we build the\ncompany um we think about the you know like we talk to the users every day and we think about\nokay how can we build better uh tools to help you get the data you need uh from the internet\nand the product strategy of linkup is investing a lot in this web index and then leveraging it as\nmuch as we can through these different endpoints so that we can get the most out of it because it's\nvery expensive to build a web index it's very expensive to refresh fresh and keep it fresh\nlike you know you have to rescrape pages like continuously but then it's very cheap to use it.\nSo you have it's like a breaking point where like if you if you use the index enough you\nyou can start making a lot of money. Um but if you don't you lose a lot of money.\nUm so I mentioned we're state of the art on on fast search but also on deep search. Um\nyou've seen a lot of benchmarks. Uh so I don't think it's super interesting.\nUm, what is super cool is what people do with our product. And I wanted to highlight one\ncompany that is I was in SF last week and I talked to one of our users. This company is called Posia.\nI don't know if some of you guys know Posia. Um, it's an autonomous company essentially.\nIt's a company that helps people run their company autonomously. So let's say you have like a website\nwhere you do e-commerce. You plug PAIA and PAIA is going to autonomously improve your product\nbut also drive your sales, drive your marketing, drive your strategy\nand to do that obviously it needs to have like a lot of information about you but also about\nyour competition about the entire world and so it leverages link up to get all that information\nfrom the internet. It's actually a very cool product so you guys should go check it out.\nUm that is one example. We also sell to like a pretty wide range to of companies like from very\num like AI intense company like AI labs like Coher um that use for their deep researcher\nall the way to like industrial companies like SNF um like social media companies\nlike AMO they power some of their um um consumer experiences with through linkup um and or like\nartisan AI they have like agentic s um like they have AVAB which is like an AI SDR that is getting\nfull link up information about uh prospects to to to do outreach um autonomously. So you\ncan see a very wide range of uh AI agents and our thesis is that the this is just going to increase\nright now like we're still at the infancy and I know this group is like very well informed of AI\nagents and we think it's pretty much everywhere but like if you get out of this like small bubble\num it's just the beginning and if you fast forward a few years um we'll sort like flip the switch\nwhere um agents are stop going not going to be like the exception but going to become the\nnorm and what what I like to call like the player one of the internet right now like we have around\n15 billions queries being made like every day by humans on the internet um you know there's um\nthe the number of queries being made by humans is going to be much bigger uh pretty quickly\nand so in that context like um and I'll leave you guys on this note like\nwhat I think when I think about the mission of my company and what we're trying to We're trying\nto make sure that all these agents are well informed and we had like one very cool slides\nuh earlier today by presented by the um this woman from Entropic that was essentially showing the\nthe complexity of tasks that agents are able to make independently autonomously\nand it was increasing in length and I think right now we can like perform tasks that\nlast for like 16 hours but I think very quickly um this time horizon is going to explode. U\nand you'll have AI agents that are going to work autonomously continuously and these they're going\nto take actions that are going to have more and more impact on us on on humans. Um and I want to\nmake sure that when these agents take actions that are going to impact us that these are\nactions that take knowingly of all the facts. And so this is LinkUp's mission. Thanks. [applause]\n[applause]\nThank you so much,",
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          "title": "Linkup | The Web Search API for AI",
          "description": "# Web Search API for\u00a0AI\n## One API for all web data\n### Search\n```\nfrom linkup import LinkupClient\n\nclient = LinkupClient(\n    api_key=\"<your-api-key>\", # Or set the LINKUP_API_KEY environment variable\n)\n\n# Perform a search query\nsearch_response = client.search(\n    query=\"What is Microsoft 2024 revenue?\",\n    depth=\"standard\",\n    output_type=\"searchResults\",\n)\nprint(search_response)\n```",
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          "markdown": "# Web Search API for\u00a0AI\n\nIndustry-leading accuracy, in your stack via one API call or deployed inside your own cloud.\n\nFetchSearchResearch\n\n![](https://www.linkup.so/_next/image?url=%2F_next%2Fstatic%2Fimmutable%2Fmedia%2Fambient-grid-bg.3f9yr4wi_oi41.webp&w=3840&q=75)\n\nSearch\n\nSee Response\n\nSee Query\n\nSearch\n\nSee Response\n\nSee Query\n\nSearch\n\nSee Response\n\nSee Query\n\nTrusted in production by leading AI labs and global financial institutions.\n\n[![blackfin logo ](https://cdn.sanity.io/images/fxvvc6rg/production/6e27bc39d714e145e3ecad1f7474461d743ec2dc-1769x370.png?auto=format&fit=max&q=75&w=120)\\\\\nCase study](https://www.linkup.so/case-studies/blackfin-case-study)\n\n![Amo](https://cdn.sanity.io/images/fxvvc6rg/production/8ff98fbcdd436868a37bdb59c30bc24e913751e1-67x19.svg)\n\n![McKinsey & Company](https://cdn.sanity.io/images/fxvvc6rg/production/7bef375ea89f7e2a17fd20b0081177f7e395f7e5-117x35.svg)\n\n![Databricks logo.](https://cdn.sanity.io/images/fxvvc6rg/production/250cf01e8853e8078340390e07b334dec2ecea02-713x113.svg)\n\n[![LEGORA logo with a stylized four-pointed star symbol.](https://cdn.sanity.io/images/fxvvc6rg/production/231561b8bf78ce6fcfe8f200bead4752180d73a3-3968x620.png?auto=format&fit=max&q=75&w=120)\\\\\nCase study](https://www.linkup.so/case-studies/delivers-up-to-date-web-data-legal-ai)\n\n![Floquer](https://cdn.sanity.io/images/fxvvc6rg/production/ebee4f362860c00bff76622fb001d4c060aa5ee9-2500x568.svg)\n\n![KPMG](https://cdn.sanity.io/images/fxvvc6rg/production/83a8d74139c0eddd63637c4f498472a186a6683e-77x30.svg)\n\n[![The word ARTISAN in dark grey text on a black background.](https://cdn.sanity.io/images/fxvvc6rg/production/013168bdc64fcc6efe3df025bf9f4ec63297cd2b-4096x392.svg)\\\\\nCase study](https://www.linkup.so/case-studies/sales-enablement-enriched-pipeline-real-time-intent)\n\n[![blackfin logo ](https://cdn.sanity.io/images/fxvvc6rg/production/6e27bc39d714e145e3ecad1f7474461d743ec2dc-1769x370.png?auto=format&fit=max&q=75&w=120)\\\\\nCase study](https://www.linkup.so/case-studies/blackfin-case-study)\n\n![Amo](https://cdn.sanity.io/images/fxvvc6rg/production/8ff98fbcdd436868a37bdb59c30bc24e913751e1-67x19.svg)\n\n![McKinsey & Company](https://cdn.sanity.io/images/fxvvc6rg/production/7bef375ea89f7e2a17fd20b0081177f7e395f7e5-117x35.svg)\n\n![Databricks logo.](https://cdn.sanity.io/images/fxvvc6rg/production/250cf01e8853e8078340390e07b334dec2ecea02-713x113.svg)\n\n[![LEGORA logo with a stylized four-pointed star symbol.](https://cdn.sanity.io/images/fxvvc6rg/production/231561b8bf78ce6fcfe8f200bead4752180d73a3-3968x620.png?auto=format&fit=max&q=75&w=120)\\\\\nCase study](https://www.linkup.so/case-studies/delivers-up-to-date-web-data-legal-ai)\n\n![Floquer](https://cdn.sanity.io/images/fxvvc6rg/production/ebee4f362860c00bff76622fb001d4c060aa5ee9-2500x568.svg)\n\n![KPMG](https://cdn.sanity.io/images/fxvvc6rg/production/83a8d74139c0eddd63637c4f498472a186a6683e-77x30.svg)\n\n[![The word ARTISAN in dark grey text on a black background.](https://cdn.sanity.io/images/fxvvc6rg/production/013168bdc64fcc6efe3df025bf9f4ec63297cd2b-4096x392.svg)\\\\\nCase study](https://www.linkup.so/case-studies/sales-enablement-enriched-pipeline-real-time-intent) [![blackfin logo ](https://cdn.sanity.io/images/fxvvc6rg/production/6e27bc39d714e145e3ecad1f7474461d743ec2dc-1769x370.png?auto=format&fit=max&q=75&w=120)\\\\\nCase study](https://www.linkup.so/case-studies/blackfin-case-study)\n\n![Amo](https://cdn.sanity.io/images/fxvvc6rg/production/8ff98fbcdd436868a37bdb59c30bc24e913751e1-67x19.svg)\n\n![McKinsey & Company](https://cdn.sanity.io/images/fxvvc6rg/production/7bef375ea89f7e2a17fd20b0081177f7e395f7e5-117x35.svg)\n\n![Databricks logo.](https://cdn.sanity.io/images/fxvvc6rg/production/250cf01e8853e8078340390e07b334dec2ecea02-713x113.svg)\n\n[![LEGORA logo with a stylized four-pointed star symbol.](https://cdn.sanity.io/images/fxvvc6rg/production/231561b8bf78ce6fcfe8f200bead4752180d73a3-3968x620.png?auto=format&fit=max&q=75&w=120)\\\\\nCase study](https://www.linkup.so/case-studies/delivers-up-to-date-web-data-legal-ai)\n\n![Floquer](https://cdn.sanity.io/images/fxvvc6rg/production/ebee4f362860c00bff76622fb001d4c060aa5ee9-2500x568.svg)\n\n![KPMG](https://cdn.sanity.io/images/fxvvc6rg/production/83a8d74139c0eddd63637c4f498472a186a6683e-77x30.svg)\n\n[![The word ARTISAN in dark grey text on a black background.](https://cdn.sanity.io/images/fxvvc6rg/production/013168bdc64fcc6efe3df025bf9f4ec63297cd2b-4096x392.svg)\\\\\nCase study](https://www.linkup.so/case-studies/sales-enablement-enriched-pipeline-real-time-intent)\n\n## One API for all web data\n\nTake full control of search. Tune the index, pick the sources, set the freshness.\n\nFetchSearchResearch\n\nFetchretrieve information from a web page\n\nSearchsub-second results with state-of-the-art accuracy\n\nResearchin-depth results for complex research\n\n### Search\n\nWeb search built for AI applications. Get sourced, cited answers with full-text snippets from across the web. Fast, accurate, and grounded in real data from trusted sources.\n\n[Get Started](https://app.linkup.so/) [API docs](https://docs.linkup.so/)\n\nPythonNode.jscURL\n\ncopy\n\n```\nfrom linkup import LinkupClient\n\nclient = LinkupClient(\n    api_key=\"<your-api-key>\", # Or set the LINKUP_API_KEY environment variable\n)\n\n# Perform a search query\nsearch_response = client.search(\n    query=\"What is Microsoft 2024 revenue?\",\n    depth=\"standard\",\n    output_type=\"searchResults\",\n)\nprint(search_response)\n```\n\n[Interested in our product beta?\\\\\nReach out here](https://www.linkup.so/contact)\n\n## Performance\u00a0you can measure\n\nLinkup delivers accuracy, speed, and reliability that set a new standard for web search APIs.\n\n![/search chart](https://www.linkup.so/_next/static/immutable/media/simple_qa_chart_mobile.1z9lekroa3wqx.svg)\n\n![/search chart](https://www.linkup.so/_next/static/immutable/media/simple_qa_chart.0si_7mg--qmv0.svg)\n\n## Performance\u00a0you can measure\n\nLinkup delivers accuracy, speed, and reliability that set a new standard for web search APIs.\n\n### Methodology\n\n[Verified SimpleQA](https://www.linkup.so/blog/linkup-establishes-sota-performance-on-simpleqa)\n\nEvaluated on benchmark datasets designed to measure factual accuracy for search-augmented systems on web-grounded, fact-seeking questions.\n\n[View all benchmarks](https://www.linkup.so/benchmarks)\n\n/search/research\n\n## Build reliable AI systems for your enterprise\n\nTrusted by Fortune 500s, frontier AI labs, and government agencies\n\n![EY Logo](https://www.linkup.so/_next/static/immutable/media/ey_icon.2j7ebdevyidgw.svg)![Die Bundesregierung Logo](https://www.linkup.so/_next/static/immutable/media/bundesregierung_logo.0ctylgnpfoq71.svg)![Cohere Logo](https://www.linkup.so/_next/static/immutable/media/cohere_logo.0zn93uxsvh4ay.svg)\\+ many more\n\nDeployment modes\n\n### Private\u00a0Index\n\nBuild a dedicated, access-controlled index of your proprietary data, so your AI retrieves the right answers without exposing anything beyond your walls.\n\n### Bring your Own Cloud\n\nRun the full indexing layer inside your own infrastructure for maximum control, compliance, and zero data leaving your environment.\n\n## Production-grade performance\n\nState-of-the-art Accuracy\n\n![Big Icon 1](https://www.linkup.so/_next/static/immutable/media/big-icon-1.3lrjp_zx_jh75.svg)\n\nSub-second Latency\n\n![Big Icon 2](https://www.linkup.so/_next/static/immutable/media/big-icon-2.35mh2o6n8jsv8.svg)\n\nFlexible Pricing\n\n![Big Icon 3](https://www.linkup.so/_next/static/immutable/media/big-icon-3.446st8ukzafjd.svg)\n\n99.9% uptime, SLA-backed\n\n![Big Icon 1](https://www.linkup.so/_next/static/immutable/media/big-icon-4.142ublos7zk_3.svg)\n\n![SOC 2 Type II](https://www.linkup.so/_next/static/immutable/media/big-icon-5.2ovm_-74ul7qi.svg)![HIPAA](https://www.linkup.so/_next/static/immutable/media/big-icon-8.3x3xbl4fi15bo.svg)![Single Sign On](https://www.linkup.so/_next/static/immutable/media/big-icon-6.0hj592n8ov9fx.svg)![Zero Data Retention](https://www.linkup.so/_next/static/immutable/media/big-icon-7.2md-3y6pivnz9.svg)\n\nSecurity First [See Enterprise](https://www.linkup.so/product/enterprise)\n\n## Integrate in one line of code\n\nLinkup works with the OpenAI SDK wrapper, LangChain, CrewAI, and dozens of other frameworks. Drop it into your existing stack with zero friction.\n\n![Logo 1](https://www.linkup.so/_next/static/immutable/media/vercel.3www6xpxf3dij.svg)\n\n![Logo 2](https://www.linkup.so/_next/static/immutable/media/x402.1n1td3-prseql.svg)\n\n![Logo 3](https://www.linkup.so/_next/static/immutable/media/crewai.1192g-qjueq7c.svg)\n\n![Logo 4](https://www.linkup.so/_next/static/immutable/media/oi.2wqmj7bhd9n4w.svg)\n\n![Logo 5](https://www.linkup.so/_next/static/immutable/media/alpic.29-lzimzo8chf.svg)\n\n![Logo 6](https://www.linkup.so/_next/static/immutable/media/n8n.2f4wf4y52buat.svg)\n\n[Get started](https://app.linkup.so/) [View integrations](https://docs.linkup.so/pages/integrations/integrations)\n\n## Built for the teams shipping AI in production\n\nLegal AI, research copilots, sales agents, voice. Each one needs search tuned to its domain. Linkup gives them theirs.\n\n[See All](https://www.linkup.so/case-studies)\n\n[![A person works at a desk with two vintage computer monitors, one displaying color bars and the other early 3D blocky figures, with a \"CYBERPUNK\" book nearby.](https://cdn.sanity.io/images/fxvvc6rg/production/ff9f14778196eb8a8f4d17e0f1f6295eda837138-736x734.jpg?auto=format&crop=entropy&fit=crop&h=613&q=75&w=736)\\\\\n\\\\\n**Inside H Company's Computer-Use Agents: Web Search at Production Scale with Linkup**\\\\\n\\\\\n![H Company Logo](https://cdn.sanity.io/images/fxvvc6rg/production/cdbb1056c3558777ee16e0c89b7cb168f0cddd69-422x281.png?auto=format&fit=max&q=75&w=60)](https://www.linkup.so/case-studies/h-company-agentic-platform-with-linkup)\n\n[![Blackfin AI strategy](https://cdn.sanity.io/images/fxvvc6rg/production/8d988b004e00ee750d5da10a4adb77efa0c558fc-3573x2859.jpg?auto=format&crop=entropy&fit=crop&h=1000&q=75&w=1200)\\\\\n\\\\\n**Agentic deal sourcing and investment intelligence platform**\\\\\n\\\\\n![blackfin logo ](https://cdn.sanity.io/images/fxvvc6rg/production/6e27bc39d714e145e3ecad1f7474461d743ec2dc-1769x370.png?auto=format&fit=max&q=75&w=120)](https://www.linkup.so/case-studies/blackfin-case-study)\n\n[![Legora](https://cdn.sanity.io/images/fxvvc6rg/production/4c100b81f4cf96831c7d73f1e4522530f60889d3-1232x928.png?auto=format&crop=entropy&fit=crop&h=928&q=75&w=1114)\\\\\n\\\\\n**How Legora deployed a production-grade web search infrastructure globally**\\\\\n\\\\\n![LEGORA logo with a stylized four-pointed star symbol.](https://cdn.sanity.io/images/fxvvc6rg/production/231561b8bf78ce6fcfe8f200bead4752180d73a3-3968x620.png?auto=format&fit=max&q=75&w=120)](https://www.linkup.so/case-studies/delivers-up-to-date-web-data-legal-ai)\n\n[![SNCF and Linkup case study cover \u2013 secure, controlled search for enterprise AI](https://cdn.sanity.io/images/fxvvc6rg/production/8bc0b17eec61cf5393f19016a2cb3946707a5329-3232x2424.jpg?auto=format&crop=entropy&fit=crop&h=1000&q=75&w=1200)\\\\\n\\\\\n**Secure enterprise AI search for the second largest railway operator in the world**\\\\\n\\\\\n![SNCF logo](https://cdn.sanity.io/images/fxvvc6rg/production/234fb619e19dc319330c75834c716a4ae8369d61-2500x1284.svg)](https://www.linkup.so/case-studies/user-story-sncf-linkup)\n\n[![GitGuardian and Linkup case study cover \u2013 real-time corporate intelligence for cybersecurity](https://cdn.sanity.io/images/fxvvc6rg/production/ee7a5628c4a8399daaade338af8ffe649e5de1e7-2765x4913.jpg?auto=format&crop=entropy&fit=crop&h=1000&q=75&w=1200)\\\\\n\\\\\n**Real-time corporate intelligence for cyber security breach detection**\\\\\n\\\\\n![Gitguardian](https://cdn.sanity.io/images/fxvvc6rg/production/161c58260abafcceee0808200b4e94a07b24e5cf-135x37.svg)](https://www.linkup.so/case-studies/gitguardian-corporate-entity-mapping)\n\n[![Artisan](https://cdn.sanity.io/images/fxvvc6rg/production/4b09db1d436df7ddfd8d3a75e6b8bc53acd90d6d-928x1232.png?auto=format&crop=entropy&fit=crop&h=773&q=75&w=928)\\\\\n\\\\\n**Instant customer enrichment for the first fully autonomous AI BDR**\\\\\n\\\\\n![The word ARTISAN in dark grey text on a black background.](https://cdn.sanity.io/images/fxvvc6rg/production/013168bdc64fcc6efe3df025bf9f4ec63297cd2b-4096x392.svg)](https://www.linkup.so/case-studies/sales-enablement-enriched-pipeline-real-time-intent)\n\n[![Pennylane logo with abstract data enrichment visualization](https://cdn.sanity.io/images/fxvvc6rg/production/7cdeb1dded23c607085035623b4117762f8cdeab-5472x3648.jpg?auto=format&crop=entropy&fit=crop&h=1000&q=75&w=1200)\\\\\n\\\\\n**Sales enablement with enriched pipeline data and real-time web intent**\\\\\n\\\\\n![Pennylane](https://cdn.sanity.io/images/fxvvc6rg/production/2aeb55803304acc4fee124d8bccb34ed5e47580a-1687x300.png?auto=format&fit=max&q=75&w=120)](https://www.linkup.so/case-studies/pennylane-sales-enrichment-intelligence)\n\n[![A person works at a desk with two vintage computer monitors, one displaying color bars and the other early 3D blocky figures, with a \"CYBERPUNK\" book nearby.](https://cdn.sanity.io/images/fxvvc6rg/production/ff9f14778196eb8a8f4d17e0f1f6295eda837138-736x734.jpg?auto=format&crop=entropy&fit=crop&h=613&q=75&w=736)\\\\\n\\\\\n**Inside H Company's Computer-Use Agents: Web Search at Production Scale with Linkup**\\\\\n\\\\\n![H Company Logo](https://cdn.sanity.io/images/fxvvc6rg/production/cdbb1056c3558777ee16e0c89b7cb168f0cddd69-422x281.png?auto=format&fit=max&q=75&w=60)](https://www.linkup.so/case-studies/h-company-agentic-platform-with-linkup)\n\n[![Legora](https://cdn.sanity.io/images/fxvvc6rg/production/4c100b81f4cf96831c7d73f1e4522530f60889d3-1232x928.png?auto=format&crop=entropy&fit=crop&h=928&q=75&w=1114)\\\\\n\\\\\n**How Legora deployed a production-grade web search infrastructure globally**\\\\\n\\\\\n![LEGORA logo with a stylized four-pointed star symbol.](https://cdn.sanity.io/images/fxvvc6rg/production/231561b8bf78ce6fcfe8f200bead4752180d73a3-3968x620.png?auto=format&fit=max&q=75&w=120)](https://www.linkup.so/case-studies/delivers-up-to-date-web-data-legal-ai)\n\n[![Blackfin AI strategy](https://cdn.sanity.io/images/fxvvc6rg/production/8d988b004e00ee750d5da10a4adb77efa0c558fc-3573x2859.jpg?auto=format&crop=entropy&fit=crop&h=1000&q=75&w=1200)\\\\\n\\\\\n**Agentic deal sourcing and investment intelligence platform**\\\\\n\\\\\n![blackfin logo ](https://cdn.sanity.io/images/fxvvc6rg/production/6e27bc39d714e145e3ecad1f7474461d743ec2dc-1769x370.png?auto=format&fit=max&q=75&w=120)](https://www.linkup.so/case-studies/blackfin-case-study)\n\n[![SNCF and Linkup case study cover \u2013 secure, controlled search for enterprise AI](https://cdn.sanity.io/images/fxvvc6rg/production/8bc0b17eec61cf5393f19016a2cb3946707a5329-3232x2424.jpg?auto=format&crop=entropy&fit=crop&h=1000&q=75&w=1200)\\\\\n\\\\\n**Secure enterprise AI search for the second largest railway operator in the world**\\\\\n\\\\\n![SNCF logo](https://cdn.sanity.io/images/fxvvc6rg/production/234fb619e19dc319330c75834c716a4ae8369d61-2500x1284.svg)](https://www.linkup.so/case-studies/user-story-sncf-linkup)\n\n[![GitGuardian and Linkup case study cover \u2013 real-time corporate intelligence for cybersecurity](https://cdn.sanity.io/images/fxvvc6rg/production/ee7a5628c4a8399daaade338af8ffe649e5de1e7-2765x4913.jpg?auto=format&crop=entropy&fit=crop&h=1000&q=75&w=1200)\\\\\n\\\\\n**Real-time corporate intelligence for cyber security breach detection**\\\\\n\\\\\n![Gitguardian](https://cdn.sanity.io/images/fxvvc6rg/production/161c58260abafcceee0808200b4e94a07b24e5cf-135x37.svg)](https://www.linkup.so/case-studies/gitguardian-corporate-entity-mapping)\n\n[![Artisan](https://cdn.sanity.io/images/fxvvc6rg/production/4b09db1d436df7ddfd8d3a75e6b8bc53acd90d6d-928x1232.png?auto=format&crop=entropy&fit=crop&h=773&q=75&w=928)\\\\\n\\\\\n**Instant customer enrichment for the first fully autonomous AI BDR**\\\\\n\\\\\n![The word ARTISAN in dark grey text on a black background.](https://cdn.sanity.io/images/fxvvc6rg/production/013168bdc64fcc6efe3df025bf9f4ec63297cd2b-4096x392.svg)](https://www.linkup.so/case-studies/sales-enablement-enriched-pipeline-real-time-intent)\n\n[![Pennylane logo with abstract data enrichment visualization](https://cdn.sanity.io/images/fxvvc6rg/production/7cdeb1dded23c607085035623b4117762f8cdeab-5472x3648.jpg?auto=format&crop=entropy&fit=crop&h=1000&q=75&w=1200)\\\\\n\\\\\n**Sales enablement with enriched pipeline data and real-time web intent**\\\\\n\\\\\n![Pennylane](https://cdn.sanity.io/images/fxvvc6rg/production/2aeb55803304acc4fee124d8bccb34ed5e47580a-1687x300.png?auto=format&fit=max&q=75&w=120)](https://www.linkup.so/case-studies/pennylane-sales-enrichment-intelligence)\n\nLoad More [See All](https://www.linkup.so/case-studies)\n\n## Trusted by frontier teams to access the web\n\n[View all case studies\u2192](https://www.linkup.so/case-studies)\n\n![Artisan X Linkup web search for sales enrichment](https://cdn.sanity.io/images/fxvvc6rg/production/eae920c7efc408d046d37a7d25b0c5ce0c765a27-1920x1080.png?auto=format&crop=entropy&fit=crop&h=800&q=75&w=1280)\n\n![The word ARTISAN in dark grey text on a black background.](https://cdn.sanity.io/images/fxvvc6rg/production/013168bdc64fcc6efe3df025bf9f4ec63297cd2b-4096x392.svg)\n\n> \u201cLinkup is how Ava accesses the web at scale, from onboarding to sales enablement\u201d\n\nJasapr Carmichael\n\nCEO & Founder at Artisan\n\n[Read the full story\u2192](https://www.linkup.so/case-studies/sales-enablement-enriched-pipeline-real-time-intent)\n\n[![LEGORA logo with a stylized four-pointed star symbol.](https://cdn.sanity.io/images/fxvvc6rg/production/231561b8bf78ce6fcfe8f200bead4752180d73a3-3968x620.png?auto=format&fit=max&q=75&w=205)\\\\\n\\\\\nHow Legora deployed a production-grade web search infrastructure globally\\\\\n\\\\\nRead case study\u2192\\\\\n\\\\\n![Legora X linkup for legal search](https://cdn.sanity.io/images/fxvvc6rg/production/2cccc906c1534fd78a4e438722f2b60d10b0146d-1024x576.avif?auto=format&crop=entropy&fit=crop&h=500&q=75&w=800)](https://www.linkup.so/case-studies/delivers-up-to-date-web-data-legal-ai)\n\n![](https://www.linkup.so/_next/image?url=%2F_next%2Fstatic%2Fimmutable%2Fmedia%2Fmetrics-bg.0varh8g6dlodb.webp&w=3840&q=75)\n\n## Linkup is the AI search production layer\n\n75%of adoption rate increase100%unlocked critical use cases30%Reduction of hallucinations\n\n![](https://www.linkup.so/_next/image?url=%2F_next%2Fstatic%2Fimmutable%2Fmedia%2Fmetrics-bg.0varh8g6dlodb.webp&w=3840&q=75)\n\n75%",
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          "title": "Linkup Review (2026): Pricing & Alternatives - Stork.AI",
          "description": "Linkup provides a state-of-the-art web search API that powers business applications and AI agents with accurate, real-time information from trusted sources.",
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          "markdown": "[Skip to content](https://www.stork.ai/en/linkup#main-content)\n\nAI Tool [Becomes the API\u00b7 25](https://www.stork.ai/quadrant)\n\n# Linkup Review\n\nLinkup provides a state-of-the-art web search API that powers business applications and AI agents with accurate, real-time information from trusted sources.\n\nshipped May 26, 2026\u00b7analyze\u00b7freemium\n\nDomain rating53Monthly visits1.5K/moAI-readablepartial\n\nanalyze\n\n![](https://expert-egret-407.convex.cloud/api/storage/315af026-8a14-409c-ac15-b39fc4c87380)\n\n![Linkup - AI tool](https://expert-egret-407.convex.cloud/api/storage/315af026-8a14-409c-ac15-b39fc4c87380)\n\nWhy it matters\n\n1Linkup secured a $10 million seed round in March 2026, led by Gradient.\n\n2The platform achieves a 91.0% F-Score on the SimpleQA benchmark, outperforming Perplexity Sonar (77.3%).\n\n3Users receive 4,000 free queries per month or a $20 monthly credit under its freemium model.\n\n4Linkup offers sub-second latency with its Linkup /fast API and guarantees 99.9% uptime with SLA-backed reliability.\n\nStork\u2019s verdict on Linkup\n\nLinkup delivers _highly accurate web data for LLMs_, though its extensive deployment options suit enterprise teams more than small builders.\n\nLinkup reviewed by [Stork AI \u00b7 stork.ai/en/linkup](https://www.stork.ai/en/linkup)\n\nStork Quadrant\n\n## Becomes the API\u00b7 25/100\n\nReplaceable as a UI, but kept alive as the API the agents call.\n\nDefensibility \u2192Agent-Readiness \u2192\n\n> \u201cLinkup is a thin wrapper around web search. Claude and other LLMs can already call Brave, Google, or Bing search APIs directly, or agents can use built-in web search. The only defensibility is speed or result quality, but those decay as models get native search. This dies unless Linkup becomes the default search layer that agents prefer \u2014 which requires either better results than free APIs or a network effect it doesn't have.\u201d\n\n### Defensibility \u00b70/100\n\n- Physical-world coupling\n- Regulatory moat\n- Network liquidity\n- Proprietary refreshing data\n- High-trust catastrophic workflows\n- Multi-party coordination\n- Brand / community / taste\n\nAn LLM alone could replace\n\n- Fetch and parse web search results for an agent query\n- Return structured data about web pages (title, snippet, URL)\n- Rate-limit and meter API calls to control cost\n- Integrate search into an agentic workflow via OpenAPI spec\n\n### Agent-Readiness \u00b755/100\n\n- \u00b7Verified MCP\n- \u2713Listed on agent surfaces\u2014 anthropic\\_directory\n- \u2713Usage-based pricing\u2014 pricing page heuristic match: https://linkup.so/pricing\n- \u00b7Headless agent auth\n- \u2713Public OpenAPI\u2014 https://api.linkup.so/v1/openapi.json\n- \u2713Active changelog\u2014 https://linkup.so/blog (2026-05-25)\n- \u00b7llms.txt\n\nScore history \u00b7 +14 pts over 2 re-scores\n\n### How to defend\n\nBecome the search backbone for agent frameworks (like LangChain or CrewAI) by offering 10x cheaper per-query pricing and proving result quality on agent-specific benchmarks. Or pivot to vertical search (legal, medical, financial) where proprietary indexing and regulatory trust matter.\n\n- \u2192Ship an MCP server and list it on Stork \u2014 biggest single point gain (+25).\n- \u2192Expose API-key auth with a self-serve sandbox tier; remove sales-call gates (+15).\n- \u2192Ship an /llms.txt file pointing agents to your most important docs (+5, easy win).\n\n[How this score is computed \u2192](https://www.stork.ai/quadrant/methodology) [See the full quadrant](https://www.stork.ai/quadrant) [How to defend](https://www.stork.ai/quadrant/defend)\n\nOwner? Request a re-score \u2192\n\noverview\n\n## What is Linkup?\n\nLinkup is an AI-native web search engine and API developed by Linkup that enables AI agents and large language models (LLMs) to access current and factual web data. It aims to combat AI hallucination and enhance the factual grounding of AI responses by delivering structured, verifiable data from trusted sources. The platform provides a production-grade web search API optimized for LLMs and Retrieval Augmented Generation (RAG) pipelines, delivering highly accurate web data from trusted sources.\n\nfeatures\n\n## Key Features of Linkup\n\nLinkup offers a premium web search API specifically designed for AI agents, providing robust capabilities for data retrieval and integration. Its architecture supports high accuracy and low latency, crucial for real-time AI applications. The platform ensures data compliance and offers flexible deployment options for enterprise clients.\n\n- Premium web search API for AI agents with OpenAPI standard.\n- Per-query pricing model for transparent cost management.\n- Enriched data with compliance details, including a privacy policy and a strict 'never' policy on training on user data.\n- Full control over search parameters, allowing users to tune the index, select sources, and set data freshness.\n- Provides sourced, cited answers with full-text snippets for factual grounding.\n- Supports Private Index deployment for enhanced data control and security.\n- Offers Bring your Own Cloud deployment options for flexible infrastructure management.\n- Achieves state-of-the-art accuracy, demonstrated by a 91.0% F-Score on the SimpleQA benchmark.\n- Delivers sub-second latency, particularly with its Linkup /fast service.\n- Guarantees 99.9% uptime, backed by a Service Level Agreement (SLA).\n\nuse cases\n\n## Who Should Use Linkup?\n\nLinkup is engineered for organizations and developers who require real-time, accurate web data to power their AI applications and agents in production environments. Its capabilities are tailored to enhance factual grounding and reduce AI hallucinations across various business functions.\n\n- Teams shipping AI in production: For factual grounding of AI systems, reducing hallucinations in chatbots and answer engines, and ensuring reliable, up-to-date responses.\n- AI developers and Researchers: To power AI agents and copilots with real-time, accurate web search for diverse workflows, including Retrieval-Augmented Generation (RAG) pipelines.\n- Enterprise teams (Sales, Legal, Corporate Intelligence): For sales enablement with enriched pipeline data, real-time web intent, legal AI applications including regulatory data, and corporate intelligence for cyber security breach detection and reputation monitoring.\n- Professional services organizations and Consultants: For comprehensive research, finding accurate information on people and companies, and automating human web research processes.\n\npricing\n\n## Linkup Pricing & Plans\n\nLinkup operates on a flexible 'pay as you go' freemium model, providing transparent per-query pricing. New accounts are credited with $20 monthly, allowing for a substantial number of free queries before incurring costs. This model is designed to offer flexibility and cost predictability for AI development and deployment.\n\n- Free Tier: Users receive 4,000 queries for free per month, equivalent to a $20 monthly credit.\n- Fetch (URL content extraction) without JavaScript (`renderJs: false`): Priced at $0.001 per request.\n- Fetch (URL content extraction) with JavaScript (`renderJs: true`): Priced at $0.005 per request.\n- Search (Web search for AI agents) Standard: Detailed pricing for this specific endpoint is not fully specified in the provided data.\n\nSimilar Tools\n\n## Linkup vs Competitors\n\nLinkup positions itself as a purpose-built search engine for the AI era, directly addressing the 'Information Gap' for AI agents by providing structured, real-time, and verifiable information. It differentiates itself from traditional search engines and other AI-native search APIs through its focus on accuracy, pricing simplicity, and direct integration with AI workflows.\n\n1\n\n[FirecrawlOn Stork](https://www.stork.ai/en/firecrawl)\n\nOffers a curated search index for AI agents, providing fresh, full-content results from authoritative sources, along with integrated extraction and an autonomous /agent endpoint.\n\nFirecrawl combines search and full content extraction into a single API call, delivering clean markdown directly consumable by LLMs, which differs from traditional SERP APIs that often require additional scraping for full content. It provides both open-source and managed API options, with a pricing plan starting at $19/month for 2,500 requests per minute, while Linkup uses a per-query freemium model.\n\n2\n\n[ExaOn Stork](https://www.stork.ai/en/exa-web-search-api-ai-search-engine-website-crawler)\n\nSpecializes in neural search trained on link prediction, making it ideal for Retrieval-Augmented Generation (RAG) and AI agents by focusing on semantic and contextually relevant results.\n\nExa is built specifically for AI use cases, delivering full page content rather than just snippets, which is highly beneficial for LLM consumption. It operates on a pay-as-you-go model with free trial credits, similar to Linkup's per-query freemium pricing.\n\n3\n\n[TavilyOn Stork](https://www.stork.ai/en/tavily) [Compare](https://www.stork.ai/compare/linkup-vs-tavily)\n\nProvides source-first discovery with strong integrations for LangChain and LlamaIndex, and is purpose-built for RAG pipelines, capable of aggregating up to 20 sites in a single API call.\n\nTavily focuses on delivering citation-ready structured output with source credibility scoring, which enhances the trustworthiness of AI agent responses. It offers a free tier for approximately 1,000 searches per month and is priced at $0.008 per credit, aligning with Linkup's freemium and per-query pricing.\n\n4\n\n[Perplexity APIOn Stork](https://www.stork.ai/en/perplexity-vision-api) [Compare](https://www.stork.ai/compare/linkup-vs-perplexity-vision-api)\n\nOffers real-time web search results and is recognized as an AI market leader for summarizing the most recent information, featuring low-latency hybrid search capabilities.\n\nPerplexity API provides a model-agnostic platform for search and agentic workflows, emphasizing high-quality retrieval and transparent pricing, and delivers larger amounts of context from web pages, similar to Linkup's focus on AI agents.\n\nMore on Stork\n\n## Related AI Tools\n\nOther tools in this category, matched by shared tags\n\n[Web Scraper](https://www.stork.ai/en/web-scraper) [Quantum Metric](https://www.stork.ai/en/quantum-metric) [Glassbox](https://www.stork.ai/en/glassbox) [Zyte](https://www.stork.ai/en/zyte) [Octoparse](https://www.stork.ai/en/octoparse) [Rollbar](https://www.stork.ai/en/rollbar)\n\n[Visit Linkup\u2197](https://linkup.so/)\n\n\ud83d\udc4dUseful\ud83d\udc8eHidden Gem\ud83c\udd93Best Free\ud83d\udc4eOverrated\n\nBookmark\n\n[Share on X](https://x.com/intent/tweet?text=Linkup%20Review&url=https%3A%2F%2Fwww.stork.ai%2Fen%2Flinkup \"Share on X\") [Share on LinkedIn](https://www.linkedin.com/sharing/share-offsite/?url=https%3A%2F%2Fwww.stork.ai%2Fen%2Flinkup \"Share on LinkedIn\") Copy\n\n[Built this tool?\\\\\n\\\\\nClaim your listing free \u2014 display the Stork Verified badge, edit the description, upload a logo, and request Quadrant re-scores.\\\\\n\\\\\nClaim it](https://www.stork.ai/claim/k571s1rhjqaxws7t8cp208crs987e6pp)\n\nOne short daily email of tools worth shipping. No drip funnel.\n\nSubscribe\n\none email a day \u00b7 unsubscribe in two clicks \u00b7 no third-party tracking\n\nFor builders\n\n## This page is doing a job for someone else\u2019s tool.\n\nAI agents read it. Buyers land on it. It answers in eight languages and over MCP. Your tool can have one like it \u2014 live in 24 hours.\n\n[List your tool\u2192](https://www.stork.ai/submit?src=tool_page) [What you get](https://www.stork.ai/for-builders)\n\nstork.ai/en/your-tool\n\nYour Toolyour-tool.com\n\nWritingFreemiumMCP\n\n8 localesJSON-LDMCP",
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          "markdown": "We value your privacy\n\nWe use cookies to enhance your browsing experience, serve personalised ads or content, and analyse our traffic. By clicking \"Accept All\", you consent to our use of cookies.\u00a0[Cookie Policy](http://dify.ai/cookie-policy)\n\nCustomiseReject AllAccept All\n\nCustomise Consent Preferences![](https://cdn-cookieyes.com/assets/images/close.svg)\n\nWe use cookies to help you navigate efficiently and perform certain functions. You will find detailed information about all cookies under each consent category below.\n\nThe cookies that are categorised as \"Necessary\" are stored on your browser as they are essential for enabling the basic functionalities of the site. ...\u00a0Show more\n\nNecessaryAlways Active\n\nNecessary cookies are required to enable the basic features of this site, such as providing secure log-in or adjusting your consent preferences. These cookies do not store any personally identifiable data.\n\nFunctional\n\nFunctional cookies help perform certain functionalities like sharing the content of the website on social media platforms, collecting feedback, and other third-party features.\n\nAnalytics\n\nAnalytical cookies are used to understand how visitors interact with the website. These cookies help provide information on metrics such as the number of visitors, bounce rate, traffic source, etc.\n\nPerformance\n\nPerformance cookies are used to understand and analyse the key performance indexes of the website which helps in delivering a better user experience for the visitors.\n\nAdvertisement\n\nAdvertisement cookies are used to provide visitors with customised advertisements based on the pages you visited previously and to analyse the effectiveness of the ad campaigns.\n\nUncategorised\n\nOther uncategorised cookies are those that are being analysed and have not been classified into a category as yet.\n\nReject AllSave My PreferencesAccept All\n\n[![Dify logo](https://marketplace.dify.ai/_next/image?url=%2Flogo%2Flogo-site.png&w=96&q=75)\\\\\n\\\\\n![Dify logo](https://marketplace.dify.ai/_next/image?url=%2Flogo%2Flogo-site-dark.png&w=96&q=75)\\\\\n\\\\\nMarketplace](https://marketplace.dify.ai/)\n\n[Plugins](https://marketplace.dify.ai/plugins) [Templates\\\\\nNEW](https://marketplace.dify.ai/templates)\n\n[Creator Center](https://creators.dify.ai/)\n\n![app icon](https://marketplace.dify.ai/api/v1/plugins/linkup/search-web/icon)\n\nLinkup\n\n0.0.3\n\nPerforms an online search using Linkup search engine and retrieves the top results as a string. This function is useful for accessing real-time information, including news, articles, and other relevant web content.\n\nlinkup/search-web326 installs\n\n[Install](https://cloud.dify.ai/plugins?package-ids=%5B%22linkup%2Fsearch-web%3A0.0.3%4082e7986f5e9d3574dadd3f3e07061a0de446490b5dc2b47cd3228fb507d57e27%22%5D)\n\n# \u26a1 Linkup Web Search Plugin\n\n## search-web\n\nAuthor: [Linkup](https://linkup.so/)\n\nVersion: 0.0.2\n\nType: tool\n\n* * *\n\n### \ud83c\udf10 What is this plugin?\n\nThe Linkup Web Search plugin allows you to perform real-time, up-to-date web searches and connect it to your agentic workflow. It leverages Linkup's AI-powered search engine, combining results from both public and premium sources. This plugin is ideal for:\n\n- Answering news-related or trending queries\n- Finding facts, articles, and definitions\n- Supporting complex research with \"deep\" contextual search\n\n* * *\n\n### \u2699\ufe0f Features\n\n- \ud83d\udd0d Standard Search Mode: Fast and precise retrieval of common queries like definitions, facts, or how-tos.\n- \ud83e\udde0 Deep Search Mode: For in-depth, nuanced questions \u2014 performs multi-step analysis using agentic workflows.\n- \ud83c\udf0d Global Web Results: Combines public content and premium sources for richer results.\n- \ud83d\udcc4 Formatted Outputs: Clean summaries of top links, titles, and contextual content in Markdown-style output.\n- \ud83e\uddf1 Easy integration with any Dify Agent \u2014 just pass a query and depth.\n\n* * *\n\n### \ud83d\udee0\ufe0f How to Use\n\nTo get started with the Linkup plugin, follow these steps:\n\n#### 1\\. \ud83d\udd11 Get Your Linkup API Key\n\n- Go to [https://linkup.so](https://linkup.so/) and create a free account to get your API Key.\n- You'll receive $5 of free credit every month to try out searches via the API.\n\n#### 2\\. \u2699\ufe0f Configure the Plugin\n\nWhen installing the plugin in Dify, you'll be prompted to enter your `linkup_api_key`. Paste it there.\n\nOnce added, your plugin is ready to use.\n\n#### 3\\. \ud83e\udde0 Add the Tool to Your Agent\n\nNow, simply add the search-web tool to your agent and it is ready to be used with your flow.\n\n* * *\n\n### \ud83e\udde9 When to use Standard vs Deep\n\n| Scenario | Mode to Use |\n| --- | --- |\n| Simple facts, definitions, summaries | `standard` |\n| Market analysis, research topics, technical | `deep` |\n| Niche terms, abbreviations, jargon | `deep` |\n| Current events or trending news | `deep` |\n\n* * *\n\n### [\ud83d\udcc2 Source Code](https://github.com/LinkupPlatform/dify-plugin-linkup)\n\n* * *\n\n### \ud83d\udcec Contact Us\n\n- [Twitter](https://x.com/Linkup_platform)\n- [Discord](https://discord.com/invite/9q9mCYJa86)\n- [LinkedIn](https://www.linkedin.com/company/linkup-platform/)\n- [Email](mailto:contact@linkup.so)\n\n* * *\n\nStart building more aware, connected, and real-time agents with Linkup Search \u2014 your intelligent gateway to the web. \ud83c\udf10\u2728\n\nCATEGORY\n\nTool\n\nVERSION\n\n0.0.3\n\nlinkup\u00b705/14/2025 10:32 AM\n\nVersion history\n\nREQUIREMENTS\n\nTool invocation\n\nMaximum memory\n\n256MB",
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          "title": "LinkUp: Job Market Data",
          "description": "Access 350+ million real-time job postings from employers since 2007. Conduct competitive research, find investment opportunities & more with our\u2026",
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          "markdown": "[Skip to main content](https://www.linkup.com/#main)\n\nYour web browser is out of date. Update your browser for more security, speed and the best experience on this site.\n\n\n[Update your browser](http://outdatedbrowser.com/)\n\n![](https://link-up.files.svdcdn.com/production/images/LinkUp_Homepage-Header_Img.svg?dm=1679611280)\n\n# Job Market Data that Works\n\nLinkUp is the leading provider of accurate and real-time job market data. We source millions of job openings directly from employer websites around the globe, every single day.\n\n\n![](https://link-up.files.svdcdn.com/production/images/LinkUp_Homepage-Header_Img.svg?dm=1679611280)\n\nStart date2007\n\nTotal jobs indexed350,000,000\n\nCompanies86,000\n\nCountries195\n\nHighest daily active job count10,000,000\n\nUnique primary tickers8,600\n\nSectors and industriesAll\n\nUnique job attributes38\n\nUnique company attributes14\n\n## The LinkUp Difference\n\nScroll to see all\n\n### LinkUp\n\n### Other Providers\n\n#### Quality\n\n![LinkUp Icon Quality](https://link-up.files.svdcdn.com/production/images/icons/LinkUp_Quality_Icon_48x48_2x.svg?dm=1764955617)\n\n- **Job source**\n\nDirect from employer\n\n\n\nFrom aggregators\n\n\n- **Job listing coverage**\n\nComprehensive\n\n\n\nPartial\n\n\n- **Content**\n\nCollected & verified on employer site\n\n\n\nVia third party\n\n\n- **Job link (URL)**\n\nIncludes original, live source URL\n\n\n\nN/A, job information only\n\n\n\n#### Accuracy\n\n![LinkUp Icon Accuracy](https://link-up.files.svdcdn.com/production/images/icons/LinkUp_Accuracy_Icon_48x48_2x.svg?dm=1764955635)\n\n- **Expired Listing**\n\nNever\n\n\n\nOften\n\n\n- **Duplicates**\n\nNot possible\n\n\n\nPervasive\n\n\n- **Job count**\n\nPrecise\n\n\n\nInflated\n\n\n- **Job listing duration**\n\nIncluded\n\n\n\nNot available\n\n\n\n#### Timeliness\n\n![LinkUp Icon Timeliness](https://link-up.files.svdcdn.com/production/images/icons/LinkUp_Timelines_Icon_48x48_2x.svg?dm=1764955653)\n\n- **Delivery**\n\nDaily\n\n\n\nLess frequent\n\n\n- **Removed listings**\n\nRemoved nightly\n\n\n\nPersist\n\n\n- **New listings**\n\nAdded nightly\n\n\n\nLatent\n\n\n- **Updates to listings**\n\nCaptured and conveyed\n\n\n\nNot provided\n\n\n\n## **Use Case by Industry:**  Our data shapes organizations in a range of industries, shedding light on the global future of work.\n\nOur clients leverage LinkUp's accurate, timely jobs data to develop novel investment strategies, optimize operations, plan for the future, and execute rigorous research into society's greatest challenges.\n\n\n### Capital Markets\n\nAnalysts and investors make better, quicker investment decisions using our alternative data. Identify how public and private companies have performed historically and where they\u2019re headed.\n\n\n\n[View details about Capital Markets](https://www.linkup.com/industry-solutions/capital-markets)\n\n### Enterprise\n\nData Directors and analysts gain a competitive edge using our job data. Easily identify what other companies are hiring for and where their jobs are geographically. Build better corporate strategies today.\n\n\n\n[View details about Enterprise](https://www.linkup.com/industry-solutions/corporations)\n\n### Human Capital Management\n\nProduct Directors, Data Scientists, and HCM professionals use our data for deeper, higher-quality insights into company hiring trends. Our dataset include salary, benefits, and more to optimize your workforce planning, recruitment strategies and benchmarking.\n\n\n\n[View details about Human Capital Management](https://www.linkup.com/industry-solutions/human-capital-management)\n\n### Research\n\nMany PhD students and professors at major universities leverage LinkUp\u2019s job data for more reliable research. Our datasets bolster the expertise and point of view of any economist.\n\n\n\n[View details about Research](https://www.linkup.com/industry-solutions/researchers)\n\n### Public Sector\n\nComprehensive, real-time workforce data can provide insights into economic vitality, regional shifts, unemployment, and other critical indicators to support policy and decision-making for government organizations.\n\n\n\n[View details about Public Sector](https://www.linkup.com/industry-solutions/public-sector)\n\n![](https://www.linkup.com/static/img/mesh-1.png)\n\n## **Demo LinkUp Data:**  Discover what our global job market data can do for you.\n\n[Request a demo](https://www.linkup.com/request-a-demo)\n\n![](https://www.linkup.com/static/img/mesh-1.png)![](https://link-up.files.svdcdn.com/production/images/LinkUp_Trial-data-block_img.svg?dm=1679611287)\n\n## Product Highlights\n\n![LinkUp Compass Dashboard Images](https://link-up.transforms.svdcdn.com/production/images/Website-Pages/LinkUp_Compass_Dashboard_Images.png?w=1080&auto=compress%2Cformat&fit=min&dm=1764955683&s=dc6a7b9624d0ad6b2db685926047a3c0)\n\n#### **LinkUp Compass:**  Skip complex queries with one click! Create compelling visualizations to analyze high quality, real-time job data.\n\nLinkUp Compass allows you to transform LinkUp RAW into easy-to-read analytics. Seize reliable trends and patterns faster than ever and leverage the data for your business strategies. You can customize this platform to fulfill your needs, from competitive intelligence to benchmarking to efficient labor market analysis.\n\n\n[Learn more about LinkUp Compass](https://www.linkup.com/products/compass)\n\n#### **Skills and Salary Datasets:**  Unlock the full potential of workforce planning and talent acquisition. We offer 8+ skills per job, mapped to over 315 million jobs.\n\nOur comprehensive skill and salary dataset helps you to navigate the world of work. So say farewell to mining through manual job descriptions and tedious keyword searches. LinkUp unlocks valuable hiring strategies, competitive intelligence, details about both public and private companies, and much more. Discover the power of LinkUp\u2019s skill and salary dataset today!\n\n\n![Skills and Salary Dataset](https://link-up.transforms.svdcdn.com/production/images/Website-Pages/Skills_and_Salary_Dataset.png?w=1080&auto=compress%2Cformat&fit=min&dm=1709332099&s=4380a9a1b52bcc63457bba8a7282c2e7)\n\n## Our Data Partners\n\n- [**Maiden Century**\\\\\n![](https://www.linkup.com/static/img/linkup-logo-sm.svg)![](https://link-up.files.svdcdn.com/production/images/logos/maiden-century-logo-colour-black-text.svg?dm=1764955779)\\\\\n\\\\\nMaiden Century's experience in investment research, money management and alt data combined with LinkUp's job data, positions us to deliver alpha-producing solutions.\\\\\n\\\\\n\\\\\nLearn more](https://www.linkup.com/partners/maiden-century)\n- [**RavenPack**\\\\\n![](https://www.linkup.com/static/img/linkup-logo-sm.svg)![](https://link-up.files.svdcdn.com/production/images/ravenpack-logo-normal-white-2.svg?dm=1764879560)\\\\\n\\\\\nDive even deeper into job market data and insights with RavenPack Job Analytics powered by LinkUp, built with cutting edge natural language processing technology.\\\\\n\\\\\n\\\\\nLearn more](https://www.linkup.com/partners/ravenpack)\n- [**Exabel**\\\\\n![](https://www.linkup.com/static/img/linkup-logo-sm.svg)![](https://link-up.transforms.svdcdn.com/production/images/logos/Parnter_Exabel_Header_Logo-1.png?w=700&auto=compress%2Cformat&fit=min&dm=1764878737&s=1e5ec8be0880c2807a862a2036f0a11c)\\\\\n\\\\\nA streamlined, web-based portal powered by Exabel lets users access, visualize, and compare LinkUp job market data without writing code.\\\\\n\\\\\n\\\\\nLearn more](https://www.linkup.com/partners/exabel)\n\n## **Leading the conversation:**  LinkUp data drives cutting edge research and financial reporting.\n\n- **Blog**\n\n09.01.2026\n\n\n\n\n\n\nTracking the Tech of the Future with Job Postings: AI Leads the Count, Cloud Leads the Spread\n\n\n[Read full article](https://www.linkup.com/insights/blog/tracking-the-tech-of-the-future-with-job-postings-ai-leads-the-count-cloud-leads-the-spread)\n\n- **Research**\n\n09.01.2026\n\n\n\n\n\n\nFuture-Relevant Technologies for Switzerland: Based On Job Postings Analysis\n\n\n[Read full article](https://www.linkup.com/insights/research/future-relevant-technologies)\n\n- **Blog**\n\n08.14.2026\n\n\n\n\n\n\nWhere AI is growing labor demand\n\n\n[Read full article](https://www.linkup.com/insights/blog/where-ai-is-growing-labor-demand)\n\n- **Blog**\n\n08.12.2026\n\n\n\n\n\n\nJuly 2026 Jobs Recap: U.S. Job Listings Show Marginal Growth\n\n\n[Read full article](https://www.linkup.com/insights/blog/july-2026-jobs-recap)\n\n- **Blog**\n\n08.12.2026\n\n\n\n\n\n\nLinkUp Forecast: July 2026 JOLTS report by the BLS\n\n\n[Read full article](https://www.linkup.com/insights/blog/linkup-forecast-july-2026-jolts-report-by-the-bls)\n\n- **Blog**\n\n08.06.2026\n\n\n\n\n\n\nQ2 2026 Economic Indicator Report\n\n\n[Read full article](https://www.linkup.com/insights/blog/q2-2026-economic-indicator-report)\n\n\n## **Stay Informed:**  Get monthly job market insights delivered right to your inbox.\n\n## Thank you for your message!\n\nThe LinkUp team will be in touch shortly.\n\nreCAPTCHA\n\nRecaptcha requires verification.\n\nprotected by **reCAPTCHA**\n\n![](https://www.linkup.com/static/img/form-thankyou.svg)\n\nClose\n\n## Request a demo\n\nWe'll be in touch shortly to set up a LinkUp demo for you or your team.\n\nreCAPTCHA\n\nRecaptcha requires verification.\n\nprotected by **reCAPTCHA**\n\n![](https://www.linkup.com/static/img/form-thankyou.svg)\n\nClose\n\n![](https://www.linkup.com/static/img/form-thankyou.svg)\n\n## Monthly Job\n\n## Market Insights\n\n## Subscribe to get the exclusive intel\u00a0on the U.S. labor market sourced exclusively from employers\u2019 websites.\n\n![Newsletter-Gif](https://26632421.hs-sites-eu1.com/hubfs/LinkUp/Campaigns/LinkUp%20Monthly%20Jobs%20Recap/Newsletter-Gif.gif)\n\nFirst name\\*\n\nLast name\\*\n\nWork Email\\*\n\nCompany name\\*\n\nCountry\\*Please SelectUKUSASingaporeAfghanistan\u00c5land IslandsAlbaniaAlgeriaAmerican SamoaAndorraAngolaAnguillaAntarcticaAntigua and BarbudaArgentinaArmeniaArubaAustraliaAustriaAzerbaijanBahamasBahrainBangladeshBarbadosBelarusBelgiumBelizeBeninBermudaBhutanBoliviaBonaire, Sint Eustatius and SabaBosnia and HerzegovinaBotswanaBouvet IslandBrazilBritish Indian Ocean TerritoryBrunei DarussalamBulgariaBurkina FasoBurundiCambodiaCameroonCanadaCape VerdeCayman IslandsCentral African RepublicChadChileChinaChristmas IslandCocos IslandsColombiaComorosCongoDemocratic Republic of the CongoCook IslandsCosta RicaCroatiaCubaCyprusCzech RepublicDenmarkDjiboutiDominicaDominican RepublicEcuadorEgyptEl SalvadorEquatorial GuineaEritreaEstoniaEthiopiaFalkland IslandsFaroe 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Ascension and Tristan da CunhaSaint Kitts and NevisSaint LuciaSaint MartinSaint Pierre and MiquelonSaint Vincent and the GrenadinesSamoaSan MarinoSao Tome and PrincipeSaudi ArabiaSenegalSerbiaSeychellesSierra LeoneSint MaartenSlovakiaSloveniaSolomon IslandsSomaliaSouth AfricaSouth Georgia and the South Sandwich IslandsSouth SudanSpainSri LankaSudanSurinameSvalbard and Jan MayenSwazilandSwedenSwitzerlandSyriaTaiwanTajikistanTanzaniaThailandTimor-LesteTogoTokelauTongaTrinidad and TobagoTunisiaTurkeyTurkmenistanTurks and Caicos IslandsTuvaluUgandaUkraineUnited Arab EmiratesUS Minor Outlying IslandsUruguayUzbekistanVanuatuVenezuelaVietnamBritish Virgin IslandsUS Virgin IslandsWallis and FutunaWestern SaharaYemenZambiaZimbabweKosovoCuracaoReunionC\u00f4te d'Ivoire\u00d6land IslandsAntigua &amp; BarbudaAscension IslandAzoresB.F.P.O.Balearic IslandsBelau (Caroline Islands)BonaireBritish Dependent TerritoriesBritish Indian Ocean TerritoriesCanary IslandsChristmas IslandsCocos 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Defense and SecurityAgricultureApparelAsset ManagementAutomotiveBanking and PaymentsChemicalsConstructionConsumerFoodserviceGovernment, trade bodies and NGOsHealth and FitnessHospitals and HealthcareHR, Staffing and RecruitmentInsuranceInvestment BankingLegal ServicesManagement&#xa0;ConsultingMarketing and AdvertisingMedia, TV, Entertainment sssssMedical DevicesMiningOil and GasPackagingPharmaceuticalsPower and UtilitiesPrivate EquityReal EstateRetailSportTechnologyTelecomTransportation and LogisticsTravel, Tourism and HospitalityVenture CapitalWater TechnologyMedia, TV, Entertainment\n\nVisit our [Terms & Conditions](https://www.globaldata.com/terms-conditions/) and [Privacy Policy](https://www.globaldata.com/privacy-policy/) for more information about our services, how we may use, process and share your personal data, including information on your rights in respect of your personal data and how you can unsubscribe from future marketing communications. Our services are intended for corporate subscribers and you warrant that the email address submitted is your corporate email address.\n\nYes, keep me updated!\n\nreCAPTCHA\n\nSelect all squares with **motorcycles** If there are none, click skip\n\n|     |     |     |     |\n| --- | --- | --- | --- |\n| ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n| ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n| ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n| ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA43-wnpaFy3io_l5mKuB5F8R8zbBZAYdOfc6Pa7XdYyl5GCwUp7OLxEfPnwn-C4HtruOgeEbMuWzDydg_Z0y9fjtrtYM6YAfwOkZ4PISb2yg2MN3ck4bExLh8H9HAfjnFf5AxzBuAqA5DpaaxyY4lrnFtc1b7emaZf-J1a_YbCciW_pldp3K_4y31ipef31WAQoKPmZ&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n\nPlease try again.\n\nPlease select all matching images.\n\nPlease also check the new images.\n\nPlease select around the object, or reload if there are none.\n\nSkip\n\nreCAPTCHA\n\nSelect all images with **cars** Click verify once there are none left\n\n|     |     |     |\n| --- | --- | --- |\n| ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA7GQIClwOg9smpcqFAw3DqP04OXy_euQePVBuiC4WwGFwSSUUuhuzq2_JZNYqmcmCBYBJOrr3gJDp3G_2oWu5N8wh0A8Suh6L0Oj0rCRF6s1skEg2Nbj1Lxr8ds0z3yZk7uhn4tM5EWRkbncCkjoHOQFA3SVtMLb8vcU0fKwRsCvJ7kGJYdvTkK1N2Qi-S3xU5MllGy&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA7GQIClwOg9smpcqFAw3DqP04OXy_euQePVBuiC4WwGFwSSUUuhuzq2_JZNYqmcmCBYBJOrr3gJDp3G_2oWu5N8wh0A8Suh6L0Oj0rCRF6s1skEg2Nbj1Lxr8ds0z3yZk7uhn4tM5EWRkbncCkjoHOQFA3SVtMLb8vcU0fKwRsCvJ7kGJYdvTkK1N2Qi-S3xU5MllGy&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA7GQIClwOg9smpcqFAw3DqP04OXy_euQePVBuiC4WwGFwSSUUuhuzq2_JZNYqmcmCBYBJOrr3gJDp3G_2oWu5N8wh0A8Suh6L0Oj0rCRF6s1skEg2Nbj1Lxr8ds0z3yZk7uhn4tM5EWRkbncCkjoHOQFA3SVtMLb8vcU0fKwRsCvJ7kGJYdvTkK1N2Qi-S3xU5MllGy&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n| ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA7GQIClwOg9smpcqFAw3DqP04OXy_euQePVBuiC4WwGFwSSUUuhuzq2_JZNYqmcmCBYBJOrr3gJDp3G_2oWu5N8wh0A8Suh6L0Oj0rCRF6s1skEg2Nbj1Lxr8ds0z3yZk7uhn4tM5EWRkbncCkjoHOQFA3SVtMLb8vcU0fKwRsCvJ7kGJYdvTkK1N2Qi-S3xU5MllGy&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA7GQIClwOg9smpcqFAw3DqP04OXy_euQePVBuiC4WwGFwSSUUuhuzq2_JZNYqmcmCBYBJOrr3gJDp3G_2oWu5N8wh0A8Suh6L0Oj0rCRF6s1skEg2Nbj1Lxr8ds0z3yZk7uhn4tM5EWRkbncCkjoHOQFA3SVtMLb8vcU0fKwRsCvJ7kGJYdvTkK1N2Qi-S3xU5MllGy&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA7GQIClwOg9smpcqFAw3DqP04OXy_euQePVBuiC4WwGFwSSUUuhuzq2_JZNYqmcmCBYBJOrr3gJDp3G_2oWu5N8wh0A8Suh6L0Oj0rCRF6s1skEg2Nbj1Lxr8ds0z3yZk7uhn4tM5EWRkbncCkjoHOQFA3SVtMLb8vcU0fKwRsCvJ7kGJYdvTkK1N2Qi-S3xU5MllGy&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n| ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA7GQIClwOg9smpcqFAw3DqP04OXy_euQePVBuiC4WwGFwSSUUuhuzq2_JZNYqmcmCBYBJOrr3gJDp3G_2oWu5N8wh0A8Suh6L0Oj0rCRF6s1skEg2Nbj1Lxr8ds0z3yZk7uhn4tM5EWRkbncCkjoHOQFA3SVtMLb8vcU0fKwRsCvJ7kGJYdvTkK1N2Qi-S3xU5MllGy&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA7GQIClwOg9smpcqFAw3DqP04OXy_euQePVBuiC4WwGFwSSUUuhuzq2_JZNYqmcmCBYBJOrr3gJDp3G_2oWu5N8wh0A8Suh6L0Oj0rCRF6s1skEg2Nbj1Lxr8ds0z3yZk7uhn4tM5EWRkbncCkjoHOQFA3SVtMLb8vcU0fKwRsCvJ7kGJYdvTkK1N2Qi-S3xU5MllGy&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA7GQIClwOg9smpcqFAw3DqP04OXy_euQePVBuiC4WwGFwSSUUuhuzq2_JZNYqmcmCBYBJOrr3gJDp3G_2oWu5N8wh0A8Suh6L0Oj0rCRF6s1skEg2Nbj1Lxr8ds0z3yZk7uhn4tM5EWRkbncCkjoHOQFA3SVtMLb8vcU0fKwRsCvJ7kGJYdvTkK1N2Qi-S3xU5MllGy&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n\nPlease try again.\n\nPlease select all matching images.\n\nPlease also check the new images.\n\nPlease select around the object, or reload if there are none.\n\nVerify",
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          "url": "https://aiagentslist.com/agents/linkup",
          "title": "Linkup Review 2026 | AI Infrastructure & MLOps Tool - Pricing & Features",
          "description": "Linkup is an AI search tool for developers. It provides your AI applications and chatbots with the world's most accurate, up-to-date web facts from trusted ...",
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          "markdown": "[Course\\\\\n\\\\\nGive your AIa permanent memory of your business. A course for people who use ChatGPT or Claude daily.![Compound Context](https://aiagentslist.com/compound-context-icon.svg)](https://getcompoundcontext.com/?ref=aiagentslist.com&utm_source=aiagentslist.com&utm_medium=house_ad&utm_campaign=compound-context&utm_content=banner_ad_c)\n\n[Overview](https://aiagentslist.com/agents/linkup#overview) [Features](https://aiagentslist.com/agents/linkup#features) [Use Cases](https://aiagentslist.com/agents/linkup#use-cases) [FAQ](https://aiagentslist.com/agents/linkup#faq) [Integrations](https://aiagentslist.com/agents/linkup#integrations) [Pricing](https://aiagentslist.com/agents/linkup#pricing)\n\n## About Linkup\n\n### Who It's For\n\nLinkup is for developers building AI applications, chatbots, and smart systems. If your AI needs accurate, current web information to give reliable answers or make informed decisions, this tool provides those essential, factual insights.\n\n### What You Get\n\nYou receive a powerful search API that delivers highly accurate web data from trusted sources. Linkup offers two modes: 'Standard' for quick facts and 'Deep' for comprehensive research. This ensures your AI always has the precise information it needs to function well.\n\n### How It Works\n\nSimply integrate Linkup's API into your AI project. When your AI requires data, it sends a query. Linkup then quickly searches trusted web sources, returning factual answers with their origins directly to your application.\n\n[Visit Website\\\\\n![Linkup](https://ai-agents-list.s3.eu-central-1.amazonaws.com/agents/linkup/screenshots/01.webp)](https://www.linkup.so/?ref=aiagentslist.com&utm_source=aiagentslist.com&utm_medium=referral&utm_campaign=linkup)\n\n### Stay in the loop\n\nWeekly roundup of new AI agents. No spam, unsubscribe anytime.\n\nSubscribe\n\nSubscribe and get the free2026 AI Agents Field Guide\n\nJoin1,500+AI builders \u00b7 weekly, no spam\n\n[![Compound Context](https://aiagentslist.com/compound-context-icon.svg)\\\\\n\\\\\n**Give your AI a memory**\\\\\n\\\\\nBuild one knowledge base all your AI tools draw from, kept current with your review.\\\\\n\\\\\nCourse\\\\\n\\\\\nGet the Starter Kit](https://getcompoundcontext.com/?ref=aiagentslist.com&utm_source=aiagentslist.com&utm_medium=house_ad&utm_campaign=compound-context&utm_content=listing_ad_b)\n\n## Features & Capabilities\n\n### \u2728 Core Search & AI Grounding\n\n**AI-Powered Search API**\n\nDelivers tailored search experiences for various AI applications, agents, or LLMs.\n\n**Sourced Answer Output**\n\nProvides not just answers but also verifiable sources with URLs and snippets to ground AI responses in facts.\n\n**Linkup Standard Search**\n\nOffers fast and affordable web search, ideal for chatbots and real-time LLM grounding to improve AI accuracy.\n\n**Linkup Deep Search**\n\nDelivers comprehensive, in-depth web search with chain-of-thought reasoning for complex queries and hard-to-find data.\n\n### \ud83d\udd17 Integration & Developer Experience\n\n**API Client Libraries**\n\nProvides easy integration with Python, Node.js, and cURL for developers to build applications.\n\n**Orchestration Platform Integration**\n\nConnects seamlessly with top AI orchestration platforms and Claude Desktop to power agentic workflows.\n\n**Rapid Integration**\n\nAllows for quick setup and integration into existing systems within minutes.\n\n### \ud83d\udcbc AI Application Use Cases\n\n**AI Agent Optimization**\n\nEnables AI agents to gain actionable data for optimizing team productivity and performing detailed company research.\n\n**Answer Engine & Chatbot Grounding**\n\nPowers instant, accurate, and up-to-date information delivery for LLMs, ensuring factual responses.\n\n**Automated Company Enrichment**\n\nEnriches company profiles with verified web data to facilitate smarter decision-making and outreach.\n\n**Deep Strategic Research**\n\nUncovers insights from hard-to-find sources to drive informed strategic and macro risk analyses.\n\n### \ud83d\udd12 Enterprise-Grade Capabilities\n\n**Advanced Security & Privacy**\n\nOffers zero data retention, DPA, geo-specific hosting, encryption, and compliance with GDPR, CCPA, and SOC2 Type II.\n\n**Tailored Performance**\n\nProvides custom rate limits, early access to beta features, and dedicated endpoints for advanced usage.\n\n**Flexible Billing & Support**\n\nIncludes custom pricing models, finance-compliant invoicing, and 24/7 priority support with integration specialists.\n\n## Use Cases\n\n### Automating Sales & Go-to-Market Intelligence\n\nSales and Go-to-Market teams often spend significant time on manual research to enrich CRM data, identify competitors, and generate qualified leads. Linkup's AI-powered search API provides real-time, accurate corporate intelligence and LinkedIn insights, enabling automated company enrichment, competitive analysis, and efficient lead generation workflows to help sales teams close more deals faster.\n\nB2B SaaS, SalesFor: Account Executive, Sales Development Representative, Go-to-Market Leaders\n\n### Factual Grounding for AI Chatbots and Answer Engines\n\nDevelopers building AI chatbots and answer engines face challenges with hallucination and outdated information, leading to unreliable responses. Linkup delivers instant, accurate, and up-to-date web search results from trusted sources, serving as a Retrieval Augmented Generation (RAG) system to ground LLMs in factual data, thereby improving the accuracy and trustworthiness of AI-powered conversational interfaces.\n\nAI/Tech Development, Customer ServiceFor: AI Developers, Product Managers, Customer Support Teams\n\n### Deep Strategic & Business Risk Analysis\n\nBusinesses require comprehensive, hard-to-find insights to make informed strategic decisions and assess complex risks. Linkup's Deep search capability enables AI agents to perform multi-step information retrieval and chain-of-thought reasoning, uncovering detailed macro-economic indicators, industry trends, geopolitical exposures, and internal vulnerabilities, providing a robust foundation for strategic planning and risk management.\n\nConsulting, Financial Services, Enterprise PlanningFor: Business Analysts, Strategists, Market Researchers\n\n### Streamlining Debt Recovery with Enriched Debtor Profiles\n\nDebt recovery processes are often hindered by a lack of comprehensive, hard-to-find insights on companies and individuals, making tailored outreach difficult and inefficient. Linkup's API enriches existing systems with critical data, including legal documentation and detailed company/individual profiles, enabling the automated crafting of personalized messages for debtors at scale and significantly improving the efficiency of unpaid invoice recovery.\n\nFinancial Services, Debt Collection, Legal ServicesFor: Collections Agents, Legal Teams, Financial Operations Managers\n\n## Frequently asked questions\n\n### What is Linkup?\n\n### How Does Linkup Work?\n\n### What Are the Different Search Options?\n\n### How Does Linkup Compare to Perplexity Sonar?\n\n### Is Linkup Compliant with Privacy Regulations?\n\n### What is Linkup's Data Retention Policy?\n\n### What AI Models Does Linkup Use?\n\n### Can I Use Linkup with Different LLM Providers?\n\n### What Support Options Are Available?\n\n### Is the Linkup Search MCP Server Free?\n\n## Tags\n\n[developer tools](https://aiagentslist.com/tags/developer-tools) [chatbot](https://aiagentslist.com/tags/chatbot) [llms](https://aiagentslist.com/tags/llms) [search api](https://aiagentslist.com/tags/search-api) [web search](https://aiagentslist.com/tags/web-search)\n\n[![Compound Context](https://aiagentslist.com/compound-context-icon.svg)**Stop re-explaining yourself to AI**\\\\\n\\\\\nBuild one source of truth \u2014 business, clients, projects \u2014 all your AI tools draw from.\\\\\n\\\\\nGet the free Starter Kit](https://getcompoundcontext.com/?ref=aiagentslist.com&utm_source=aiagentslist.com&utm_medium=house_ad&utm_campaign=compound-context&utm_content=sidebar_ad_b)\n\n### Specifications\n\nDeployment\n\nAPI\n\nTarget Audience\n\nStartup\n\nBusiness\n\nEnterprise\n\nComplexity\n\nDeveloper\n\n### Pricing\n\n#### Free\n\nPer monthly\n\nFree\n\n- Access to our Discord community\n- No credit card required\n\n#### Pay as you go\n\nPer monthly\n\nFree\n\n- Access to our Discord community\n- Integration Support\n- No Commitment\n- Most Popular\n\n#### Custom\n\nPer monthly\n\nFree\n\n- Access to our Discord community\n- Integration Support\n- Batch Queries\n- Lower Latency\n- Beta Features\n- Custom Rate Limits\n- Co-Development\n- Priority 24/7 Support\n- Dedicated Slack\n\n\u2713 Free plan\n\n### Integrations\n\nClaude Desktop\n\nLinkedIn\n\nWant your AI tool listed here?\n\nStart with a free eligibility check.\n\n[Submit](https://aiagentslist.com/submit)\n\n[Promote your AI tool here\\\\\n\\\\\nGet featured placement in front of25k+ monthly visitors actively searching for AI tools.\\\\\nView sponsorship packages \u2192](https://aiagentslist.com/sponsor)\n\n### Links\n\n[Website](https://www.linkup.so/?ref=aiagentslist.com&utm_source=aiagentslist.com&utm_medium=referral&utm_campaign=linkup)\n\n## Similar Agents\n\n[![AGENTS.inc](https://aiagentslist.com/api/favicon/agent/agentsinc)\\\\\n\\\\\n**AGENTS.inc**\\\\\n\\\\\nCategory mock\\\\\n\\\\\nAI Agents give reliable business insights and automate tasks.](https://aiagentslist.com/agents/agentsinc) [![Mendable](https://aiagentslist.com/api/favicon/agent/mendable)\\\\\n\\\\\n**Mendable**\\\\\n\\\\\nCategory mock\\\\\n\\\\\nTrain AI on your docs to instantly answer customer and employee questions.](https://aiagentslist.com/agents/mendable) [![BondAI](https://aiagentslist.com/api/favicon/agent/bondai)\\\\\n\\\\\n**BondAI**\\\\\n\\\\\nCategory mock\\\\\n\\\\\nCreate advanced AI agent systems with easy tools and integrations.](https://aiagentslist.com/agents/bondai) [![Relevance AI](https://aiagentslist.com/api/favicon/agent/relevance-ai)\\\\\n\\\\\n**Relevance AI**\\\\\n\\\\\nCategory mock\\\\\n\\\\\nEasily build and manage AI agents to automate your business tasks.](https://aiagentslist.com/agents/relevance-ai)",
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          "description": "## [\u200b](https://docs.linkup.so/pages/documentation/endpoints/search/overview#agentic-search-standard-deep)  Agentic search (`\"standard\"`, `\"deep\"`)\n```\nFirst, find the official website of the AI company linkup,\nthen scrape the page and return the full content\n```\n\n## [\u200b](https://docs.linkup.so/pages/documentation/endpoints/search/overview#example)  Example\n```\nfrom linkup import LinkupClient\n\nclient = LinkupClient(api_key=\"<YOUR_LINKUP_API_KEY>\")\n\nresponse = client.search(\n    query=\"What is Microsoft's 2024 revenue?\",\n    depth=\"standard\",\n    output_type=\"sourcedAnswer\",\n)\nprint(response)\n```\n\n```\nimport { LinkupClient } from 'linkup-sdk';\n\nconst client = new LinkupClient({ apiKey: '<YOUR_LINKUP_API_KEY>' });\n\nconst response = await client.search({\n  query: \"What is Microsoft's 2024 revenue?\",\n  depth: 'standard',\n  outputType: 'sourcedAnswer',\n});\nconsole.log(response);\n```\n\n```\ncurl \"https://api.linkup.so/v1/search\" \\\n  -G \\\n  -H \"Authorization: Bearer $LINKUP_API_KEY\" \\\n  --data-urlencode \"q=What is Microsoft's 2024 revenue?\" \\\n  --data-urlencode \"depth=standard\" \\\n  --data-urlencode \"outputType=sourcedAnswer\"\n```\n\n```\n{\n  \"answer\": \"Microsoft's revenue for fiscal year 2024 was $245.1 billion, reflecting a 16% increase from the previous year.\",\n  \"sources\": [\\\n    {\\\n      \"name\": \"Microsoft 2024 Annual Report\",\\\n      \"url\": \"https://www.microsoft.com/investor/reports/ar24/index.html\",\\\n      \"snippet\": \"Highlights from fiscal year 2024 compared with fiscal year 2023 included: Microsoft Cloud revenue increased 23% to $137.4 billion.\"\\\n    }\\\n  ]\n}\n```\n\n```\n{\n  \"results\": [\\\n    {\\\n      \"type\": \"text\",\\\n      \"name\": \"Microsoft 2024 Annual Report\",\\\n      \"url\": \"https://www.microsoft.com/investor/reports/ar24/index.html\",\\\n      \"content\": \"Highlights from fiscal year 2024 compared with fiscal year 2023 included: Microsoft Cloud revenue increased 23% to $137.4 billion.\"\\\n    }\\\n  ]\n}\n```",
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          "markdown": "> ## Documentation Index\n>\n> Fetch the complete documentation index at: [/llms.txt](https://docs.linkup.so/llms.txt)\n>\n> Use this file to discover all available pages before exploring further.\n\n[Skip to main content](https://docs.linkup.so/pages/documentation/endpoints/search/overview#content-area)\n\n**Search** is Linkup\u2019s synchronous web search endpoint, optimized for AI consumption. Given a natural-language query, the `/search` route returns ranked sources, optionally bundled with a cited natural-language answer or with structured output matching a JSON schema. `depth` controls how much search and retrieval work the agent performs, and `outputType` selects the shape of the response.\n\n## [\u200b](https://docs.linkup.so/pages/documentation/endpoints/search/overview\\#modes)  Modes\n\n**Search** comes with three `depth` modes:\n\n| Mode | Description | Latency |\n| --- | --- | --- |\n| `\"fast\"` | Sub-second latency, no query reinterpretation, no LLM. Query passed as-is to our index for retrieval. | <1s |\n| `\"standard\"` | Single-iteration agentic search. The agent interprets the query, can run parallel sub-searches, and can scrape one URL provided in the query. | 1\u20133s |\n| `\"deep\"` | Multi-iteration agentic search-and-scrape chaining with evaluation. | 5\u201330s |\n\n## [\u200b](https://docs.linkup.so/pages/documentation/endpoints/search/overview\\#agentic-search-standard-deep)  Agentic search (`\"standard\"`, `\"deep\"`)\n\nIn `\"standard\"` and `\"deep\"`, the system interprets the query, plans the retrieval, and evaluates the outputs returned. This means those two modes understand instructions on how to behave/perform the search.\n\n`\"fast\"` does not invoke an LLM. No query interpretation, no scraping \u2014 the query is passed as-is to the index.\n\nDepending on the prompt and the selected depth, the agent may:\n\n- run one or several web searches,\n- open and scrape webpages,\n- reuse information discovered in earlier steps,\n- refine or expand queries until the requested data is found.\n\nInstructions inside the query are followed literally. The prompt below is executed step by step:\n\n```\nFirst, find the official website of the AI company linkup,\nthen scrape the page and return the full content\n```\n\nFor more information, read [search best practices](https://docs.linkup.so/pages/documentation/endpoints/search/best-practices).\n\n## [\u200b](https://docs.linkup.so/pages/documentation/endpoints/search/overview\\#output-types)  Output types\n\n| Output Type | Description |\n| --- | --- |\n| `\"searchResults\"` | Array of `{name, url, content}`. Ranked URLs and content snippets for grounding. |\n| `\"sourcedAnswer\"` | Search results plus a natural-language answer with inline citations. |\n| `\"structured\"` | Search results plus JSON matching the caller\u2019s `structuredOutputSchema`. Requires a JSON schema in `structuredOutputSchema`; see the [structured output tutorial](https://docs.linkup.so/pages/documentation/tutorials/structured-output-guide). |\n\n## [\u200b](https://docs.linkup.so/pages/documentation/endpoints/search/overview\\#filtering-and-date-controls)  Filtering and date controls\n\n- `includeDomains` / `excludeDomains`: restrict to or exclude up to 100 domains.\n- `fromDate` / `toDate`: restrict to an ISO 8601 date range.\n- `maxResults`: cap the number of returned sources.\n- `includeImages`: surface relevant images.\n\nSee the [domain and date filtering tutorial](https://docs.linkup.so/pages/documentation/tutorials/filtering)\nfor examples.\n\n## [\u200b](https://docs.linkup.so/pages/documentation/endpoints/search/overview\\#pricing)  Pricing\n\nCost depends on both `depth` and `outputType`. `\"sourcedAnswer\"` and `\"structured\"` invoke an LLM and carry a small premium over raw `\"searchResults\"`.\n\n| `depth` | `outputType` | Cost |\n| --- | --- | --- |\n| `\"fast\"` / `\"standard\"` | `\"searchResults\"` | $0.005 per call |\n| `\"fast\"` / `\"standard\"` | `\"sourcedAnswer\"` / `\"structured\"` | $0.006 per call |\n| `\"deep\"` | `\"searchResults\"` | $0.05 per call |\n| `\"deep\"` | `\"sourcedAnswer\"` / `\"structured\"` | $0.055 per call |\n\n## [\u200b](https://docs.linkup.so/pages/documentation/endpoints/search/overview\\#example)  Example\n\n[**Get your API key** \\\\\n\\\\\nCreate a Linkup account for free to get your API key.](https://app.linkup.so/)\n\npython\n\njs\n\ncurl\n\n```\nfrom linkup import LinkupClient\n\nclient = LinkupClient(api_key=\"<YOUR_LINKUP_API_KEY>\")\n\nresponse = client.search(\n    query=\"What is Microsoft's 2024 revenue?\",\n    depth=\"standard\",\n    output_type=\"sourcedAnswer\",\n)\nprint(response)\n```\n\n```\nimport { LinkupClient } from 'linkup-sdk';\n\nconst client = new LinkupClient({ apiKey: '<YOUR_LINKUP_API_KEY>' });\n\nconst response = await client.search({\n  query: \"What is Microsoft's 2024 revenue?\",\n  depth: 'standard',\n  outputType: 'sourcedAnswer',\n});\nconsole.log(response);\n```\n\n```\ncurl \"https://api.linkup.so/v1/search\" \\\n  -G \\\n  -H \"Authorization: Bearer $LINKUP_API_KEY\" \\\n  --data-urlencode \"q=What is Microsoft's 2024 revenue?\" \\\n  --data-urlencode \"depth=standard\" \\\n  --data-urlencode \"outputType=sourcedAnswer\"\n```\n\nSuccessful response, by `outputType`:\n\nsourcedAnswer\n\nsearchResults\n\n```\n{\n  \"answer\": \"Microsoft's revenue for fiscal year 2024 was $245.1 billion, reflecting a 16% increase from the previous year.\",\n  \"sources\": [\\\n    {\\\n      \"name\": \"Microsoft 2024 Annual Report\",\\\n      \"url\": \"https://www.microsoft.com/investor/reports/ar24/index.html\",\\\n      \"snippet\": \"Highlights from fiscal year 2024 compared with fiscal year 2023 included: Microsoft Cloud revenue increased 23% to $137.4 billion.\"\\\n    }\\\n  ]\n}\n```\n\n```\n{\n  \"results\": [\\\n    {\\\n      \"type\": \"text\",\\\n      \"name\": \"Microsoft 2024 Annual Report\",\\\n      \"url\": \"https://www.microsoft.com/investor/reports/ar24/index.html\",\\\n      \"content\": \"Highlights from fiscal year 2024 compared with fiscal year 2023 included: Microsoft Cloud revenue increased 23% to $137.4 billion.\"\\\n    }\\\n  ]\n}\n```\n\n`\"structured\"` returns the JSON object described by `structuredOutputSchema`.\n\n## [\u200b](https://docs.linkup.so/pages/documentation/endpoints/search/overview\\#next)  Next\n\n[**Best practices** \\\\\n\\\\\nDepth selection, query phrasing, schema design.](https://docs.linkup.so/pages/documentation/endpoints/search/best-practices)\n\n[**For AI agents** \\\\\n\\\\\nTool definitions and integration prompt for coding agents.](https://docs.linkup.so/pages/documentation/endpoints/search/for-agents)\n\n[**API reference** \\\\\n\\\\\nFull parameter spec and response schema.](https://docs.linkup.so/pages/documentation/endpoints/search/reference)\n\nAssistant\n\nResponses are generated using AI and may contain mistakes.",
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          "markdown": "![Linkup logo](https://serp.fast/logos/linkup.png)\n\n# Linkup\n\n[Visit Linkup \u2197](https://linkup.so/)\n\nAI search that licenses publisher content instead of scraping it\n\n![Nathan Kessler](https://serp.fast/authors/nathan-kessler.jpg)\n\nBy [Nathan Kessler](https://serp.fast/authors/nathan-kessler)\u00b7Updated Aug 29, 2026\n\nEach tool is evaluated against our [methodology](https://serp.fast/methodology) using public docs, vendor demos, and hands-on testing.\n\nSome links on this page are affiliate links. We earn a commission if you sign up \u2013 at no additional cost to you. Our editorial assessment is independent and never paid. [How we review](https://serp.fast/about).\n\n![Linkup website](https://serp.fast/screenshots/linkup.jpg)\n\n## What is Linkup?\n\nAI search with proprietary 'information-atom' indexing that licenses content from publishers rather than scraping it.\n\n## Our verdict\n\nThe ethical play in AI search \u2013 licensing content from publishers rather than scraping positions Linkup well as the legal landscape tightens.\nSOC2 Type II certified and backed by Gradient, but with only ~$13M in funding, the index depth can't match Exa or Brave yet. Best for teams that prioritize data provenance.\n\nCategories:\n\n[AI-Native Search APIs](https://serp.fast/tools/category/ai-search-apis)\n\nAI search APIs are the infrastructure layer that gives large language models access to current web information. Unlike traditional search engines, these APIs return semantically relevant, structured results optimized for retrieval-augmented generation (RAG) and AI agent workflows. They are used by AI products that need to answer questions about the real world beyond their training data.\n\nTags: [#freemium](https://serp.fast/tags/freemium) [#structured-output](https://serp.fast/tags/structured-output) [#api-first](https://serp.fast/tags/api-first) [#ai-agents](https://serp.fast/tags/ai-agents) [#rag](https://serp.fast/tags/rag)\n\nCopy Link `C`Share: [Share on X](https://twitter.com/intent/tweet?url=https%3A%2F%2Fserp.fast%2Ftools%2Flinkup&text=Linkup%20%E2%80%93%20AI%20search%20that%20licenses%20publisher%20content%20instead%20of%20scraping%20it \"Share on X\") [Share on LinkedIn](https://www.linkedin.com/sharing/share-offsite/?url=https%3A%2F%2Fserp.fast%2Ftools%2Flinkup \"Share on LinkedIn\") [Share on Hacker News](https://news.ycombinator.com/submitlink?u=https%3A%2F%2Fserp.fast%2Ftools%2Flinkup&t=Linkup%20%E2%80%93%20AI%20search%20that%20licenses%20publisher%20content%20instead%20of%20scraping%20it \"Share on Hacker News\") [Share on Reddit](https://www.reddit.com/submit?url=https%3A%2F%2Fserp.fast%2Ftools%2Flinkup&title=Linkup%20%E2%80%93%20AI%20search%20that%20licenses%20publisher%20content%20instead%20of%20scraping%20it \"Share on Reddit\")\n\n## Similar tools\n\n[See AI-Native Search APIs](https://serp.fast/tools/category/ai-search-apis)\n\n![Exa logo](https://serp.fast/logos/exa.png)\n\n### [Exa](https://serp.fast/tools/exa)\n\nEmbeddings-based neural search that finds semantically related pages\n\nFreemium\u00b7Mar 2026\u00b7AI-Native Search APIs\n\n![Tavily logo](https://serp.fast/logos/tavily.png)\n\n### [Tavily](https://serp.fast/tools/tavily)\n\nReal-time search API built for AI agents and RAG pipelines\n\nFreemium\u00b7Mar 2026\u00b7AI-Native Search APIs\n\n![Brave Search API logo](https://serp.fast/logos/brave-search-api.png)\n\n### [Brave Search API](https://serp.fast/tools/brave-search-api)\n\nAPI for the only independent Western search index at scale\n\nFreemium\u00b7Mar 2026\u00b7Independent Web Indexes\n\n## How Linkup compares\n\n[Exa](https://serp.fast/tools/exa)\n\nExa has a deeper index and more mature product, but without Linkup's publisher licensing model.\n\n[Tavily](https://serp.fast/tools/tavily)\n\nTavily has broader framework adoption but lacks Linkup's ethical sourcing angle.\n\n## Comparisons\n\n[Exa vs Linkup: Pricing & Features Compared (2026)](https://serp.fast/comparisons/exa-vs-linkup) [Linkup alternatives](https://serp.fast/alternatives/linkup)\n\n## Frequently asked questions\n\n### What is Linkup used for?\n\nLinkup is a search API for AI agents and RAG pipelines, with the distinguishing feature that its index is built from licensed publisher content rather than scraped pages. Teams pick Linkup when data provenance matters \u2013 regulated industries, customer-facing AI products, or anyone wary of the legal exposure that comes with scraping-based APIs.\n\n### How does Linkup compare to Tavily?\n\nTavily ships broader LLM-framework integration (LangChain, LlamaIndex) and a larger pre-built community, while Linkup's distinct angle is its publisher-licensing model. Both now hold SOC2 Type II (Tavily also holds ISO 27001), so security posture is roughly at parity. Tavily's index is deeper today; Linkup's bet is that licensed retrieval becomes table stakes as AI search regulation tightens.\n\n### Is Linkup SOC2 certified?\n\nYes. Linkup is SOC2 Type II certified, which matters for AI products that ship into regulated industries like healthcare, finance, and legal. Direct competitors have since closed the gap: both Tavily (which also holds ISO 27001) and Exa now carry SOC2 Type II as well, so the credential is closer to table stakes than a standalone differentiator.\n\n### How does the 'information-atom' indexing work?\n\nLinkup decomposes licensed source content into atomic claims (facts, statistics, quotes) and indexes those rather than full pages. At retrieval time, an LLM-friendly response is reassembled from atoms with citations back to source publishers. This reduces hallucination surface for downstream agents but limits Linkup to content publishers have licensed, so the index is shallower than scraping-based alternatives.\n\nVisit\n\nLinkup\n\n[Visit](https://linkup.so/)",
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          "url": "https://www.linkup.com/data",
          "title": "Job Data Products and Solutions | LinkUp",
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          "markdown": "[Skip to main content](https://www.linkup.com/data#main)\n\nYour web browser is out of date. Update your browser for more security, speed and the best experience on this site.\n\n\n[Update your browser](http://outdatedbrowser.com/)\n\n![](https://link-up.files.svdcdn.com/production/images/LinkUp_Our-Data-Header_Img.svg?dm=1764873643)\n\n# Accurate job market data drives transformative decisions\n\n![](https://link-up.files.svdcdn.com/production/images/LinkUp_Our-Data-Header_Img.svg?dm=1764873643)\n\n## **About our data:**  There is no clearer window into labor demand.\n\nEvery day, LinkUp indexes millions of job listings directly from more than 86,000 employer websites. In aggregate, this data tells the story of job market demand balance, global economic volatility, regional hiring trends, and in-demand skills.\n\nStart date2007\n\nTotal jobs indexed350,000,000\n\nCompanies86,000\n\nCountries195\n\nHighest daily active job count10,000,000\n\nUnique primary tickers8,600\n\nSectors and industriesAll\n\nUnique job attributes38\n\nUnique company attributes14\n\n## Investigate labor demand at every angle with highly granular data\n\n### How do we source our data?\n\nSince 2007, LinkUp has refined our indexing process, sourcing job listing data daily directly from employer websites. Our proprietary technology and dedicated web data engineers continuously maintain and grow our job listings coverage to ensure a consistent and clean dataset.\n\n\n- 01\n\n\n#### Unparalleled Quality\n\n\n\n\n\n\n\n  - Our proprietary process gathers data directly from the source, employer websites\n  - Platform verifies, augments, validates, and appends additional relevant data for a refined dataset\n  - We clean, parse, and enrich job listings for ease of use\n\n- 02\n\n\n#### Global Coverage\n\n\n\n\n\n\n\n  - Since 2007, we\u2019ve indexed hundreds of millions of jobs from over 86,000 companies and 195 countries for comprehensive coverage\n  - Based on your data needs we can provide with a customized dataset\n\n- 03\n\n\n#### Predictive Power\n\n\n\n\n\n\n\n  - Jobs data is forward-looking, and our datasets are updated daily, lending deep insights\n  - Build stronger investment models\n  - Deep competitive intelligence to stay ahead of the rest\n\n## The LinkUp Difference\n\nScroll to see all\n\n### LinkUp\n\n### Other Providers\n\n#### Quality\n\n![LinkUp Icon Quality](https://link-up.files.svdcdn.com/production/images/icons/LinkUp_Quality_Icon_48x48_2x.svg?dm=1764955617)\n\n- **Job source**\n\nDirect from employer\n\n\n\nFrom aggregators\n\n\n- **Job listing coverage**\n\nComprehensive\n\n\n\nPartial\n\n\n- **Content**\n\nCollected & verified on employer site\n\n\n\nVia third party\n\n\n- **Job link (URL)**\n\nIncludes original, live source URL\n\n\n\nN/A, job information only\n\n\n\n#### Accuracy\n\n![LinkUp Icon Accuracy](https://link-up.files.svdcdn.com/production/images/icons/LinkUp_Accuracy_Icon_48x48_2x.svg?dm=1764955635)\n\n- **Expired Listing**\n\nNever\n\n\n\nOften\n\n\n- **Duplicates**\n\nNot possible\n\n\n\nPervasive\n\n\n- **Job count**\n\nPrecise\n\n\n\nInflated\n\n\n- **Job listing duration**\n\nIncluded\n\n\n\nNot available\n\n\n\n#### Timeliness\n\n![LinkUp Icon Timeliness](https://link-up.files.svdcdn.com/production/images/icons/LinkUp_Timelines_Icon_48x48_2x.svg?dm=1764955653)\n\n- **Delivery**\n\nDaily\n\n\n\nLess frequent\n\n\n- **Removed listings**\n\nRemoved nightly\n\n\n\nPersist\n\n\n- **New listings**\n\nAdded nightly\n\n\n\nLatent\n\n\n- **Updates to listings**\n\nCaptured and conveyed\n\n\n\nNot provided\n\n\n\n* * *\n\n![](https://www.linkup.com/static/img/wave-3.png)\n\n## What's included in our data?\n\nA single job listing contains dozens of forward-looking data points about both the job and the employer.\n\n\n- ### Each job record contains:\n\n\n\n\n\n  - Unique hash\n  - Company ID\n  - City\n  - Date posted\n  - Date last checked\n  - Full-text description\n  - Job title\n  - Region/state\n  - Country\n  - Date updated\n  - URL\n  - Company name\n  - Zip code\n  - MSA\n  - Date removed\n  - SOC \\| O\\*NET\n\n- ### Each company record contains:\n\n\n\n\n\n  - Unique hash\n  - Ticker\n  - SEDOL\n  - NAICS code\n  - Company name\n  - Legal entity ID\n  - CUSIP\n  - URL\n  - Company ID\n  - PermID\n  - ISIN\n\n## **Our products:**  Explore our suite of data products\n\n[Full product menu](https://www.linkup.com/products)\n\n- ### RAW\n\n\n\n\nLinkUp's flagship dataset: 350 million+ global job postings, indexed daily since 2007.\n\n\n\n[View details about LinkUp RAW](https://www.linkup.com/products/raw)\n\n- ### Feeds\n\n\n\n\nJob market data delivered daily, including full global coverage or feeds tailored to the parameters your organization needs.\n\n\n\n[View details about LinkUp Custom Feeds](https://www.linkup.com/products/custom-feeds)\n\n- ### Market Reports\n\n\n\n\nCustomizable market reports for insights at a macro, regional, industry, or company level, delivered at your preferred frequency.\n\n\n\n[View details about LinkUp Market Reports](https://www.linkup.com/products/analytics)\n\n- ### Compass\n\n\n\n\nLinkUp Compass is a visual multitool for job market insight that allows users to test their thinking and render presentation-grade visuals, all in one query.\n\n\n\n[View details about LinkUp Compass](https://www.linkup.com/products/compass)\n\n\n![LinkUp Compass Dashboard Images](https://link-up.transforms.svdcdn.com/production/images/Website-Pages/LinkUp_Compass_Dashboard_Images.png?w=1080&auto=compress%2Cformat&fit=min&dm=1764955683&s=dc6a7b9624d0ad6b2db685926047a3c0)\n\n#### **Product Highlight:**  LinkUp Compass\n\nStreamline your data analysis with just one click. With LinkUp Compass, effortlessly transform raw job data into compelling visualizations. Gain quick insights into reliable trends and patterns to inform your business strategies. Customize this platform to suit your needs, whether it\u2019s competitive intelligence, benchmarking, or efficient labor market analysis.\n\n\n[Learn more about LinkUp Compass](https://www.linkup.com/products/compass)\n\n## **Is job data right for me?:**  Our data shapes organizations in a range of industries, shedding light on the global future of work.\n\n### Capital Markets\n\nAnalysts and investors make better, quicker investment decisions using our alternative data. Identify how public and private companies have performed historically and where they\u2019re headed.\n\n\n\n[View details about Capital Markets](https://www.linkup.com/industry-solutions/capital-markets)\n\n### Corporations\n\nData Directors and analysts gain a competitive edge using our job data. Easily identify what other companies are hiring for and where their jobs are geographically. Build better corporate strategies today.\n\n\n\n[View details about Corporations](https://www.linkup.com/industry-solutions/corporations)\n\n### Human Capital Management\n\nProduct Directors, Data Scientists, and HCM professionals use our data for deeper and more high-quality insights into company hiring trends. Our datasets include salary, benefits, and more to optimize your workforce planning, recruitment strategies and benchmarking.\n\n\n\n[View details about Human Capital Management](https://www.linkup.com/industry-solutions/human-capital-management)\n\n### Academia and Education\n\nMany PhD students and professors at major universities leverage LinkUp\u2019s job data for more reliable research. Our datasets bolter the expertise and point of view of any economist.\n\n\n\n[View details about Academia and Education](https://www.linkup.com/industry-solutions/researchers)\n\n### Public Sector\n\nAdministrators and organizations use LinkUp\u2019s real-time labor demand data to glean insights into current and future workforce trends, inform policy decisions, sector analysis, workforce planning, and identification of skill shortages.\n\n\n\n[View details about Public Sector](https://www.linkup.com/industry-solutions/public-sector)\n\n## **Data delivery and access:**  We deliver data through the platforms our clients trust.\n\n- ![LinkUp Job Data - AWS Delivery](https://link-up.files.svdcdn.com/production/images/logos/LinkUp_Platforms_AWS_Logo_166x66_2x.svg?dm=1764955715)\n- ![LinkUp Job Data - Azure Delivery](https://link-up.files.svdcdn.com/production/images/logos/LinkUp_Platforms_Azure_Logo_166x66_2x.svg?dm=1764955723)\n- ![LinkUp Job Data - FTP Delivery](https://link-up.files.svdcdn.com/production/images/logos/LinkUp_Platforms_FTP_Logo_166x66_2x.svg?dm=1764955733)\n- ![LinkUp Job Data - Google Cloud Delivery](https://link-up.files.svdcdn.com/production/images/logos/LinkUp_Platforms_Google-Cloud_Logo_166x66_2x.svg?dm=1764955749)\n- ![LinkUp Job Data - Snowflake Delivery](https://link-up.files.svdcdn.com/production/images/logos/LinkUp_Platforms_Snowflake_Logo_166x66_2x.svg?dm=1764955763)\n\n- [**Maiden Century**\\\\\n![](https://www.linkup.com/static/img/linkup-logo-sm.svg)![](https://link-up.files.svdcdn.com/production/images/logos/maiden-century-logo-colour-black-text.svg?dm=1764955779)\\\\\n\\\\\nMaiden Century's experience in investment research, money management and alt data combined with LinkUp's job data, positions us to deliver alpha-producing solutions.\\\\\n\\\\\n\\\\\nLearn more](https://www.linkup.com/partners/maiden-century)\n- [**RavenPack**\\\\\n![](https://www.linkup.com/static/img/linkup-logo-sm.svg)![](https://link-up.files.svdcdn.com/production/images/ravenpack-logo-normal-white-2.svg?dm=1764879560)\\\\\n\\\\\nDive even deeper into job market data and insights with RavenPack Job Analytics powered by LinkUp, built with cutting edge natural language processing technology.\\\\\n\\\\\n\\\\\nLearn more](https://www.linkup.com/partners/ravenpack)\n- [**Exabel**\\\\\n![](https://www.linkup.com/static/img/linkup-logo-sm.svg)![](https://link-up.transforms.svdcdn.com/production/images/logos/Parnter_Exabel_Header_Logo-1.png?w=700&auto=compress%2Cformat&fit=min&dm=1764878737&s=1e5ec8be0880c2807a862a2036f0a11c)\\\\\n\\\\\nA streamlined, web-based portal powered by Exabel lets users access, visualize, and compare LinkUp job market data without writing code.\\\\\n\\\\\n\\\\\nLearn more](https://www.linkup.com/partners/exabel)\n\n## **Subscribe to our newsletter:**  Get monthly U.S. labor market insights delivered right to your inbox.\n\n## Thank you for your message!\n\nThe LinkUp team will be in touch shortly.\n\nreCAPTCHA\n\nRecaptcha requires verification.\n\nprotected by **reCAPTCHA**\n\n![](https://www.linkup.com/static/img/form-thankyou.svg)\n\nClose\n\n## Request a demo\n\nWe'll be in touch shortly to set up a LinkUp demo for you or your team.\n\nreCAPTCHA\n\nRecaptcha requires verification.\n\nprotected by **reCAPTCHA**\n\n![](https://www.linkup.com/static/img/form-thankyou.svg)\n\nClose\n\n![](https://www.linkup.com/static/img/form-thankyou.svg)\n\n![Q2_2026_Hero](https://26632421.hs-sites-eu1.com/hubfs/LinkUp/Campaigns/LinkUp%20Economic%20Indicator%20Report/Q2_2026/Q2_2026_Hero.png)\n\n### GET THE LATEST JOB MARKET DATA\n\n## Economic Indicator Report\n\n\\[Q2 2026\\] What did we see in the U.S. labor market?\n\nFirst name\\*\n\nLast name\\*\n\nWork Email\\*\n\nCompany name\\*\n\nCountry\\*Please SelectUKUSASingaporeAfghanistan\u00c5land IslandsAlbaniaAlgeriaAmerican SamoaAndorraAngolaAnguillaAntarcticaAntigua and BarbudaArgentinaArmeniaArubaAustraliaAustriaAzerbaijanBahamasBahrainBangladeshBarbadosBelarusBelgiumBelizeBeninBermudaBhutanBoliviaBonaire, Sint Eustatius and SabaBosnia and HerzegovinaBotswanaBouvet IslandBrazilBritish Indian Ocean TerritoryBrunei DarussalamBulgariaBurkina FasoBurundiCambodiaCameroonCanadaCape VerdeCayman IslandsCentral African RepublicChadChileChinaChristmas IslandCocos IslandsColombiaComorosCongoDemocratic Republic of the CongoCook IslandsCosta RicaCroatiaCubaCyprusCzech RepublicDenmarkDjiboutiDominicaDominican RepublicEcuadorEgyptEl SalvadorEquatorial GuineaEritreaEstoniaEthiopiaFalkland IslandsFaroe IslandsFijiFinlandFranceFrench GuianaFrench PolynesiaFrench Southern TerritoriesGabonGambiaGeorgiaGermanyGhanaGibraltarGreeceGreenlandGrenadaGuadeloupeGuamGuatemalaGuernseyGuineaGuinea-BissauGuyanaHaitiHeard Island and McDonald IslandsHoly SeeHondurasHong KongHungaryIcelandIndiaIndonesiaIranIraqIrelandIsle of ManIsraelItalyJamaicaJapanJerseyJordanKazakhstanKenyaKiribatiNorth KoreaSouth KoreaKuwaitKyrgyzstanLaoLatviaLebanonLesothoLiberiaLibyaLiechtensteinLithuaniaLuxembourgMacaoMacedoniaMadagascarMalawiMalaysiaMaldivesMaliMaltaMarshall IslandsMartiniqueMauritaniaMauritiusMayotteMexicoMicronesiaMoldovaMonacoMongoliaMontenegroMontserratMoroccoMozambiqueMyanmarNamibiaNauruNepalNetherlandsNew CaledoniaNew ZealandNicaraguaNigerNigeriaNiueNorfolk IslandNorthern Mariana IslandsNorwayOmanPakistanPalauPalestinian TerritoryPanamaPapua New GuineaParaguayPeruPhilippinesPitcairnPolandPortugalPuerto RicoQatarR\u00c3\u00a9unionRomaniaRussian FederationRwandaSaint Barth\u00c3\u00a9lemySaint Helena, Ascension and Tristan da CunhaSaint Kitts and NevisSaint LuciaSaint MartinSaint Pierre and MiquelonSaint Vincent and the GrenadinesSamoaSan MarinoSao Tome and PrincipeSaudi ArabiaSenegalSerbiaSeychellesSierra LeoneSint MaartenSlovakiaSloveniaSolomon IslandsSomaliaSouth AfricaSouth Georgia and the South Sandwich IslandsSouth SudanSpainSri LankaSudanSurinameSvalbard and Jan MayenSwazilandSwedenSwitzerlandSyriaTaiwanTajikistanTanzaniaThailandTimor-LesteTogoTokelauTongaTrinidad and TobagoTunisiaTurkeyTurkmenistanTurks and Caicos IslandsTuvaluUgandaUkraineUnited Arab EmiratesUS Minor Outlying IslandsUruguayUzbekistanVanuatuVenezuelaVietnamBritish Virgin IslandsUS Virgin IslandsWallis and FutunaWestern SaharaYemenZambiaZimbabweKosovoCuracaoReunionC\u00f4te d'Ivoire\u00d6land IslandsAntigua &amp; BarbudaAscension IslandAzoresB.F.P.O.Balearic IslandsBelau (Caroline Islands)BonaireBritish Dependent TerritoriesBritish Indian Ocean TerritoriesCanary IslandsChristmas IslandsCocos IslandComoresCorsicaCroatia (Hrvatska)East TimorFrench West IndiesGaza &amp; Khan YunisGuinea BissauHong Kong Special Administrative Region of ChinaJersey &amp; GuernseyKorea (South)Kyrgizia (Kyrgyzstan)MacauMadeiraMariana IslandsMarshall Islands RepublicNetherlands AntillesNevisNew HebridesNorthern CyprusPeople's Republic of ChinaPalestinian territoriesSabaSaint Pierre &amp; MiquelonSamoa IslandsSao Tome &amp; PrincipeRepublic of PalauSpanish North AfricaSpitzbergenSt HelenaSt Kitts &amp; NevisSt LuciaSt MaartenSt MichaelSt Vincent &amp; The GrenadinesUpper Volta (Burkina Faso)USSR (former)Vatican CityVatican City State (Holy See)Virgin Islands (British)Wake IslandsWallis &amp; FutunaTahitiTibetTrista Da CunhWest IndiesWallis and Futuna IslandsWestern SamoaYugoslaviaZaireHeard and McDonald IslandsVirgin Islands, U.S.\n\nIndustry\\*SearchAcademia and EducationAerospace, Defense and SecurityAgricultureApparelAsset ManagementAutomotiveBanking and PaymentsChemicalsConstructionConsumerFoodserviceGovernment, trade bodies and NGOsHealth and FitnessHospitals and HealthcareHR, Staffing and RecruitmentInsuranceInvestment BankingLegal ServicesManagement&#xa0;ConsultingMarketing and AdvertisingMedia, TV, Entertainment sssssMedical DevicesMiningOil and GasPackagingPharmaceuticalsPower and UtilitiesPrivate EquityReal EstateRetailSportTechnologyTelecomTransportation and LogisticsTravel, Tourism and HospitalityVenture CapitalWater TechnologyMedia, TV, Entertainment\n\nVisit our [Terms & Conditions](https://www.globaldata.com/terms-conditions/?webInteractiveId=668570314946&webInteractiveContentId=247887804607&containerType=MODAL&campaignId=8155726e-6bfb-4f85-a15d-886bacf5beeb&pageUrl=https%3A%2F%2Fwww.linkup.com%2Fdata&portalId=26632421) and [Privacy Policy](https://www.globaldata.com/privacy-policy/?webInteractiveId=668570314946&webInteractiveContentId=247887804607&containerType=MODAL&campaignId=8155726e-6bfb-4f85-a15d-886bacf5beeb&pageUrl=https%3A%2F%2Fwww.linkup.com%2Fdata&portalId=26632421) for more information about our services, how we may use, process and share your personal data, including information on your rights in respect of your personal data and how you can unsubscribe from future marketing communications. 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![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA4vziN-WfTAC_uUQJuDAkAUiJbrQGFsXpXusk2hXCcgEZvfcZL4bmUDAbKNyZUtBtzI41U38QRsGYOXoMVVlsS73HPdb8hxiZhwBO8A1L9uB8djFXrGYzTEd7iARK8Mz32lZvOeKiKR1vPvGhfWq6mfqv0hmNO1485_gAQpIRqIKBXcAyFx8e7VddkGUwJgIw5LvELs3VpynpziCUITfDycuPmCRg&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA4vziN-WfTAC_uUQJuDAkAUiJbrQGFsXpXusk2hXCcgEZvfcZL4bmUDAbKNyZUtBtzI41U38QRsGYOXoMVVlsS73HPdb8hxiZhwBO8A1L9uB8djFXrGYzTEd7iARK8Mz32lZvOeKiKR1vPvGhfWq6mfqv0hmNO1485_gAQpIRqIKBXcAyFx8e7VddkGUwJgIw5LvELs3VpynpziCUITfDycuPmCRg&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA4vziN-WfTAC_uUQJuDAkAUiJbrQGFsXpXusk2hXCcgEZvfcZL4bmUDAbKNyZUtBtzI41U38QRsGYOXoMVVlsS73HPdb8hxiZhwBO8A1L9uB8djFXrGYzTEd7iARK8Mz32lZvOeKiKR1vPvGhfWq6mfqv0hmNO1485_gAQpIRqIKBXcAyFx8e7VddkGUwJgIw5LvELs3VpynpziCUITfDycuPmCRg&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n\nPlease try again.\n\nPlease select all matching images.\n\nPlease also check the new images.\n\nPlease select around the object, or reload if there are none.\n\nVerify\n\nreCAPTCHA\n\nSelect all images with **cars** Click verify once there are none left\n\n|     |     |     |\n| --- | --- | --- |\n| ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA6DBDI-2mrosulk5F8FB3d3RcLOSlN6794jfc92WPAiv0sEICbp5EACglaxlIHIjj_rNR4gGKKJbQlkNI4iJaSP19di56txe9oNJjver6yALci4E-quWumPWYKIbtlaeqF4EQ58p8dRDEwLN44RMp_zyW90s8PztfG5O-ARKp1a-k7njpKIuqN_ij2300zZudIqnsfm9lMh50g1qYJFdWGl3fG4uw&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA6DBDI-2mrosulk5F8FB3d3RcLOSlN6794jfc92WPAiv0sEICbp5EACglaxlIHIjj_rNR4gGKKJbQlkNI4iJaSP19di56txe9oNJjver6yALci4E-quWumPWYKIbtlaeqF4EQ58p8dRDEwLN44RMp_zyW90s8PztfG5O-ARKp1a-k7njpKIuqN_ij2300zZudIqnsfm9lMh50g1qYJFdWGl3fG4uw&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA6DBDI-2mrosulk5F8FB3d3RcLOSlN6794jfc92WPAiv0sEICbp5EACglaxlIHIjj_rNR4gGKKJbQlkNI4iJaSP19di56txe9oNJjver6yALci4E-quWumPWYKIbtlaeqF4EQ58p8dRDEwLN44RMp_zyW90s8PztfG5O-ARKp1a-k7njpKIuqN_ij2300zZudIqnsfm9lMh50g1qYJFdWGl3fG4uw&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n| ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA6DBDI-2mrosulk5F8FB3d3RcLOSlN6794jfc92WPAiv0sEICbp5EACglaxlIHIjj_rNR4gGKKJbQlkNI4iJaSP19di56txe9oNJjver6yALci4E-quWumPWYKIbtlaeqF4EQ58p8dRDEwLN44RMp_zyW90s8PztfG5O-ARKp1a-k7njpKIuqN_ij2300zZudIqnsfm9lMh50g1qYJFdWGl3fG4uw&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA6DBDI-2mrosulk5F8FB3d3RcLOSlN6794jfc92WPAiv0sEICbp5EACglaxlIHIjj_rNR4gGKKJbQlkNI4iJaSP19di56txe9oNJjver6yALci4E-quWumPWYKIbtlaeqF4EQ58p8dRDEwLN44RMp_zyW90s8PztfG5O-ARKp1a-k7njpKIuqN_ij2300zZudIqnsfm9lMh50g1qYJFdWGl3fG4uw&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA6DBDI-2mrosulk5F8FB3d3RcLOSlN6794jfc92WPAiv0sEICbp5EACglaxlIHIjj_rNR4gGKKJbQlkNI4iJaSP19di56txe9oNJjver6yALci4E-quWumPWYKIbtlaeqF4EQ58p8dRDEwLN44RMp_zyW90s8PztfG5O-ARKp1a-k7njpKIuqN_ij2300zZudIqnsfm9lMh50g1qYJFdWGl3fG4uw&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n| ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA6DBDI-2mrosulk5F8FB3d3RcLOSlN6794jfc92WPAiv0sEICbp5EACglaxlIHIjj_rNR4gGKKJbQlkNI4iJaSP19di56txe9oNJjver6yALci4E-quWumPWYKIbtlaeqF4EQ58p8dRDEwLN44RMp_zyW90s8PztfG5O-ARKp1a-k7njpKIuqN_ij2300zZudIqnsfm9lMh50g1qYJFdWGl3fG4uw&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA6DBDI-2mrosulk5F8FB3d3RcLOSlN6794jfc92WPAiv0sEICbp5EACglaxlIHIjj_rNR4gGKKJbQlkNI4iJaSP19di56txe9oNJjver6yALci4E-quWumPWYKIbtlaeqF4EQ58p8dRDEwLN44RMp_zyW90s8PztfG5O-ARKp1a-k7njpKIuqN_ij2300zZudIqnsfm9lMh50g1qYJFdWGl3fG4uw&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) | ![](https://www.google.com/recaptcha/enterprise/payload?p=06AFcWeA6DBDI-2mrosulk5F8FB3d3RcLOSlN6794jfc92WPAiv0sEICbp5EACglaxlIHIjj_rNR4gGKKJbQlkNI4iJaSP19di56txe9oNJjver6yALci4E-quWumPWYKIbtlaeqF4EQ58p8dRDEwLN44RMp_zyW90s8PztfG5O-ARKp1a-k7njpKIuqN_ij2300zZudIqnsfm9lMh50g1qYJFdWGl3fG4uw&k=6Ld_ad8ZAAAAAAqr0ePo1dUfAi0m4KPkCMQYwPPm) |\n\nPlease try again.\n\nPlease select all matching images.\n\nPlease also check the new images.\n\nPlease select around the object, or reload if there are none.\n\nVerify",
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              "width=device-width, initial-scale=1"
            ],
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            "msapplication-TileColor": "#112a4a",
            "twitter:image:width": "1200",
            "ogTitle": "Job Data Products and Solutions",
            "title": "Job Data Products and Solutions | LinkUp",
            "twitter:card": "summary_large_image",
            "description": "LinkUp provides job data that tells a story of industry performance, global economic trends, & more! Learn more about how LinkUp data is more accurate.",
            "og:see_also": [
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              "https://twitter.com/linkup"
            ],
            "twitter:creator": "@",
            "og:url": [
              "https://www.linkup.com/data",
              "http://26632421.hs-sites-eu1.com/hs-web-interactive-26632421-247887804607"
            ],
            "og:description": [
              "LinkUp provides job data that tells a story of industry performance, global economic trends, & more! Learn more about how LinkUp data is more accurate.",
              ""
            ],
            "ogUrl": "https://www.linkup.com/data",
            "og:image:width": "1200",
            "og:site_name": "LinkUp",
            "twitter:image": "https://link-up.transforms.svdcdn.com/production/images/linkup_meta_og.png?w=1200&h=630&q=82&auto=format&fit=min&dm=1681225004&s=639e2ddd15671b79be7899b375c09428",
            "twitter:title": [
              "Job Data Products and Solutions",
              ""
            ],
            "favicon": "https://www.linkup.com/favicon-32x32.png",
            "scrapeId": "01a06bbf-4e0e-72e5-a427-4eac9f445c40",
            "sourceURL": "https://www.linkup.com/data",
            "url": "https://www.linkup.com/data",
            "statusCode": 200,
            "contentType": "text/html; charset=UTF-8",
            "proxyUsed": "basic",
            "cacheState": "hit",
            "cachedAt": "2026-09-04T09:27:45.693Z",
            "creditsUsed": 1
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      ]
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    "creditsUsed": 11,
    "id": "01a06bbf-4e07-72f9-af8a-35beb68b3529"
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}