Which startups have raised the most funding in the AI knowledge and search market?

Last updated: 13 July 2026

A constantly refreshed list of the top startups in the AI knowledge and search market, ranked by cumulative funding raised

market research pitch 2026

In our updated market reports, you will find everything you need

The AI knowledge and search market is growing fast as companies look for better ways to find, organize, and act on information.

This ranking is updated every month to keep funding data fresh, reliable, and easy to compare.

The market now spans enterprise search, legal AI, AI research assistants, vector databases, document intelligence, and workflow-specific knowledge tools.

A quick summary table

Metric Value
Most funded startup AlphaSense, about $1.7B raised
Second most funded startup Perplexity, about $1.7B raised
Largest funding round Legora, $600M Series D in April 2026
Median funding About $51M across the reliable AI knowledge and search dataset
Share of funding captured by the top 10 About 63% of disclosed funding
Median time since last round About 35 months
Startups that raised funding in the last 12 months 16 startups
AI knowledge and search startups above $100M 29 startups
Legal AI search funding cluster About $2.4B across Harvey, Legora, Luminance, Spellbook, and Robin AI
Vector and retrieval infrastructure funding About $526M across major vector database and retrieval startups

Top startups in the AI knowledge and search market ranked by total funding raised

Here is an updated table that ranks the top startups in the AI knowledge and search market based on the total amount of funding they have raised to date.

The table also includes the total number of funding rounds, the date and size of the latest round, the financing type (e.g. Series A, equity financing), key investors, the startup’s current status (active, IPO, acquired, or shut down), and a confidence score based on the data collected (we excluded startups with very low data confidence, to make sure everything is reliable).

# Startup What They Do Total Raised ($) Total Rounds Last Round Date Last Round Amount ($) Last Round Type Key Investors Current Stage Confidence
1 AlphaSense Market intelligence AI search $1.7B 8 June 2026 $350M Growth Vitruvian Partners, Accenture Ventures, J.P. Morgan Asset Management Active Partial
2 Perplexity AI answer and search engine $1.7B 11 December 2025 Undisclosed Undisclosed Glade Brook Capital, 1435 Capital, Accel Active Partial
3 Harvey Legal AI for professionals $1.2B 8 March 2026 $200M Growth GIC, Sequoia, Kleiner Perkins Active Strong
4 Dataminr Real-time event risk intelligence $1.0B 6 March 2021 $475M Series F Eldridge, MSD Capital, Valor Equity Partners Active Strong
5 Legora Collaborative legal AI platform $866M 5 April 2026 $600M Series D Accel, Atlassian, NVentures Active Full
6 Glean Enterprise AI workplace search $765M 6 June 2025 $150M Series F Wellington Management, Khosla Ventures, Bicycle Capital Active Strong
7 Coveo AI enterprise search relevance $512M 8 November 2021 $170M IPO Public investors, OMERS, Evergreen Coast Capital IPO Strong
8 Bloomreach Ecommerce search and personalization $422M 6 February 2022 $175M Series F Goldman Sachs Asset Management, Bain Capital Ventures, Sixth Street Growth Active Full
9 Exa Search API for AI agents $357M 4 May 2026 $250M Series C Andreessen Horowitz, Benchmark, Lightspeed Active Strong
10 PatSnap AI patent intelligence platform $352M 6 March 2021 $300M Series E SoftBank Vision Fund II, Tencent, CITIC Industrial Fund Active Partial
11 Algolia Hosted AI search platform $333M 5 July 2021 $150M Series D Lone Pine Capital, Fidelity, Twilio Active Strong
12 Rogo AI analyst for finance $310M 5 April 2026 $160M Series D Kleiner Perkins, Sequoia, Thrive Capital Active Full
13 Hyperscience Document automation AI platform $290M 5 December 2021 $100M Series E Global Founders Capital, Tiger Global, Bessemer Active Partial
14 Instabase Unstructured data automation platform $273M 4 January 2025 $100M Series D Qatar Investment Authority, Andreessen Horowitz, Index Ventures Active Partial
15 LangChain AI agent development platform $260M 4 October 2025 $125M Series B IVP, Sequoia, Benchmark Active Strong
16 Primer AI AI text analysis software $237M 6 June 2023 $69M Series D Addition, USIT, Lux Capital Active Partial
17 Sourcegraph Code search and intelligence $223M 5 July 2021 $125M Series D Andreessen Horowitz, Insight Partners, Geodesic Capital Active Strong
18 Lucidworks Enterprise AI search platform $211M 8 August 2019 $100M Series F Francisco Partners, TPG Sixth Street, Top Tier Active Partial
19 You.com AI search productivity engine $195M 4 September 2025 $100M Series C Cox Enterprises, Georgian, Salesforce Ventures Active Full
20 Luminance Legal AI contract analysis $165M 7 February 2025 $75M Series C Point72 Private Investments, Forestay Capital, RPS Ventures Active Strong
21 Hebbia AI document research platform $161M 3 July 2024 $130M Series B Andreessen Horowitz, Index Ventures, Google Ventures Active Strong
22 Pinecone Vector database for AI $138M 3 April 2023 $100M Series B Andreessen Horowitz, ICONIQ Growth, Menlo Ventures Active Full
23 Pryon Enterprise trusted AI answers $132M 4 September 2023 $100M Series B USIT Fund, Aperture Venture Capital, Duke University Active Partial
24 Zilliz Milvus vector database company $113M 4 August 2022 $60M Series B extension Prosperity7 Ventures, Aramco Ventures, Pavilion Capital Active Strong
25 Quid AI market intelligence analytics $108M 6 October 2018 $38M Series E REV Ventures, Liberty Interactive, ARTIS Ventures Acquired Partial
26 Ocrolus Lending document automation $108M 3 September 2021 $80M Series C Fin VC, Thomvest Ventures, Mubadala Capital Active Partial
27 Findem AI talent intelligence platform $105M 4 October 2025 $51M Series C SLW, Wing Ventures, Harmony Capital Active Strong
28 Rossum Intelligent document processing $104M 3 October 2021 $100M Series A General Catalyst, LocalGlobe, Seedcamp Acquired Strong
29 Contextual AI Enterprise RAG and LLMs $100M 2 August 2024 $80M Series A Greycroft, Bain Capital Ventures, Lightspeed Active Full
30 Qdrant Open-source vector database $88M 4 March 2026 $50M Series B AVP, Bosch Ventures, Spark Capital Active Strong
31 Sana Enterprise AI knowledge tools $85M 4 May 2023 $28M Series B extension NEA, Workday Ventures, Menlo Ventures Acquired Partial
32 Constructor Ecommerce product discovery search $85M 3 June 2024 $25M Series B Sapphire Ventures, Silversmith Capital Partners Active Partial
33 Spellbook AI legal contract copilot $82M 4 October 2025 $50M Series B Khosla Ventures, Threshold Ventures, Inovia Capital Active Full
34 Robin AI AI legal contract copilot $72M 7 November 2024 $25M Series B follow-on PayPal Ventures, Willets, Cambridge University Active Partial
35 Weaviate Open-source vector database $68M 3 April 2023 $50M Series B Index Ventures, Battery Ventures, NEA Active Strong
36 Guru Enterprise knowledge management $67M 4 April 2020 $30M Series C Accel, Emergence Capital, Slack Fund Active Partial
37 Unstructured LLM data preprocessing infrastructure $65M 3 March 2024 $40M Series B Menlo Ventures, Databricks Ventures, NVentures Active Partial
38 Dust Enterprise AI agent workspace $62M 3 May 2026 $40M Series B Abstract, Sequoia Capital, Snowflake Ventures Active Full
39 Eigen Technologies AI document data extraction $62M 4 March 2020 $5M Series B extension ING Ventures, Lakestar, Dawn Capital Acquired Strong
40 Shelf.io AI answers automation $61M 3 August 2021 $52M Series B Tiger Global, Insight Partners, Base10 Partners Active Partial
41 Vectara Trusted generative AI search $54M 3 July 2024 $25M Series A FPV Ventures, Race Capital, Samsung Next Active Strong
42 Indico Data Insurance document intake automation $51M 7 October 2025 Undisclosed Strategic investment / Series B Aviva Ventures, .406 Ventures, Guidewire Active Partial
43 Consensus AI search for scientific research $46M 4 May 2026 $30M Series B GreatPoint Ventures, DJ Patil, Union Square Ventures Active Strong
44 deepset Enterprise RAG and Haystack platform $46M 3 August 2023 $30M Series B Balderton Capital, GV, Harpoon Ventures Active Strong
45 Nanonets AI document workflow automation $42M 4 March 2024 $29M Series B Accel, Elevation Capital, Y Combinator Active Strong
46 LanceDB Multimodal vector data platform $41M 3 June 2025 $30M Series A Theory Ventures, CRV, Y Combinator Active Full
47 RavenPack Financial AI data analytics $35M 3 July 2024 $20M Series B GP Bullhound, EIB Group, EIC Fund Active Strong
48 Vespa.ai Search and vector platform $31M 1 November 2023 $31M Series A Blossom Capital Active Full
49 Bloomfire AI knowledge management platform $31M 4 August 2021 Undisclosed Growth equity Primus Capital, Austin Ventures, Redpoint Ventures Active Partial
50 Elicit AI evidence research assistant $31M 2 February 2025 $22M Series A Spark Capital, Footwork, Fifty Years Active Full
51 Sinequa AI enterprise search platform $28M 2 July 2019 $23M Series B Jolt Capital, Troismer BVBA, Aurinvest Acquired Partial
52 LlamaIndex Enterprise knowledge agent platform $28M 2 March 2025 $19M Series A Norwest Venture Partners, Greylock Active Full
53 GoSearch / GoLinks Enterprise AI search tools $27M 2 October 2021 $27M Series A Anthos Capital, Mayfield, FundersClub Active Strong
54 Starmind AI expertise discovery platform $25M 3 May 2018 $15M Growth / Series A Digital+ Partners Active Partial
55 Iris.ai AI scientific text understanding $24M 4 May 2024 $8M Series A Silverline Capital, EIC Fund Active Partial
56 Affinda AI document data extraction $23M 2 June 2024 $10M Growth / Series A Paul Little, Ashok Jacob, Mark De Ambrosis Active Partial
57 Meilisearch Open-source search engine $22M 3 October 2022 $15M Series A Felicis, CRV, LocalGlobe Active Strong
58 Chroma Open-source embedding database $20M 2 April 2023 $18M Seed Quiet Capital, AIX Ventures, Bloomberg Beta Active Strong
59 Automation Hero Intelligent process automation platform $19M 2 March 2019 $14M Series A Atomico, Baidu Ventures, Cherry Ventures Active Full
60 Marqo AI vector product search $18M 3 February 2024 $12M Series A Lightspeed, Blackbird VC, January Capital Active Strong
61 Yewno Semantic knowledge discovery engine $16M 2 November 2016 $7M Series A extension Desmond Shum, GO VR, Pacific Capital Shutdown Strong
62 Slite AI team knowledge base $16M 2 April 2020 $11M Series A Spark Capital, Index Ventures, Y Combinator Active Full
63 Finster AI AI financial research platform $15M 2 October 2025 Undisclosed Series A FinTech Collective, Peak XV, Hoxton Ventures Active Partial
64 AntWorks AI document automation platform $15M 1 July 2018 $15M Series A SBI Investment Acquired Full
65 Pathway Real-time live AI systems $14M 2 November 2024 $10M Seed TQ Ventures, Kadmos, Inovo Active Strong
66 Dashworks AI workplace search assistant $12M 4 July 2023 $5M Seed extension Point72 Ventures, Y Combinator, Starling Ventures Acquired Partial
67 Veryfi OCR document APIs $12M 3 April 2021 $12M Series A NewView Capital, TI Platform Management, Act One Ventures Active Partial
68 Hypatos AI back-office document automation $12M 3 January 2022 Undisclosed Series A / Seed extension DN Capital, Framework Ventures, BlackFin Active Partial
69 Docugami AI business document engineering $12M 2 February 2020 $10M Seed SignalFire, NextWorld Capital, Bob Muglia Active Strong
70 Phind AI answer engine for developers $11M 2 December 2025 $10M Venture / Series A Bessemer Venture Partners, Y Combinator Shutdown Partial
71 Akooda AI operations intelligence platform $11M 1 July 2023 $11M Seed NFX, Atlassian Ventures, Village Global Acquired Full
72 Onyx Open-source enterprise AI search $10M 1 March 2025 $10M Seed Khosla Ventures, First Round Capital, Y Combinator Active Full
73 Superlinked Vector embedding infrastructure $10M 1 March 2024 $10M Seed Index Ventures, Theory Ventures, 20Sales Active Full
74 Nuclia Agentic RAG search platform $5M 1 April 2022 $5M Seed Crane Venture Partners, Elaia Acquired Full
75 Docsumo Document AI automation $4M 2 March 2022 $4M Seed Common Ocean, Fifth Wall, Arbor Realty Trust Active Strong
76 kapa.ai Technical AI support assistants $4M 2 October 2024 $3M Seed Initialized Capital, Y Combinator, Amjad Masad Active Full
77 Andi Conversational AI search engine $3M 2 September 2022 $3M Seed / Venture Acacia Venture Partners, BBQ Capital, Fepo Capital Active Partial
78 Kagi Paid private search engine $3M 1 2024 $3M Angel / Community round Community angels Active Strong
79 Slab Team wiki and knowledge base $2M 1 February 2018 $2M Seed / Series A NEA, CRV, Matrix Partners Active Strong
80 Scite Smart citations research platform $2M 1 October 2022 $2M Seed Not fully disclosed Acquired Partial
81 Tettra AI internal knowledge base $2M 2 October 2018 $1M Seed / extension Companyon Ventures, Baird Capital, Founder Collective Active Partial
82 Klippa Document processing automation $1M 1 April 2020 $1M Seed Bizcuit Group, Great Stuff Ventures Acquired Partial
83 Eesel AI AI agents for support $1M 1 December 2020 $1M Pre-seed AirTree Ventures, KFund Active Strong
84 Evolution AI NLP document analytics $0M 1 December 2017 $0M Seed AI Seed, Firstminute Capital, Cambridge Angels Active Strong

Key funding trends in the AI knowledge and search market

Insights

  • The top 10 AI knowledge and search startups raised about 63% of all disclosed funding, so capital is heavily concentrated around scaled search, legal AI, and enterprise intelligence leaders.
  • Legal AI is one of the clearest funding clusters, with Harvey, Legora, Luminance, Spellbook, and Robin AI raising about $2.4B together across professional workflow products.
  • Legora’s $600M Series D is the largest latest round in the dataset, which suggests investors expect legal AI platforms to consolidate a large professional services market.
  • Vector and retrieval infrastructure is deep but fragmented, with Pinecone, Zilliz, Qdrant, Weaviate, LanceDB, Chroma, Superlinked, and Marqo totaling about $526M in funding.
  • Enterprise AI search incumbents remain heavily funded, with Glean, Algolia, Coveo, Bloomreach, and Lucidworks representing about $2.2B of disclosed capital.
  • AI knowledge and search platforms serving high-value workflows, especially law, finance, recruiting, and market intelligence, tend to raise larger rounds than generic team knowledge bases.
  • Research-focused AI tools are still much smaller than enterprise search platforms, with Consensus, Elicit, Iris.ai, and Scite totaling roughly $103M combined.
  • The market has a barbell shape, with billion-dollar-funded leaders at the top and many specialized knowledge tools still below $30M in cumulative funding.

A few word about our methodology

As you can see, we built a database that ranks startups in the AI knowledge and search market based on their total cumulative fundraising. To create this ranking, we reviewed many sources and cross-checked information across multiple places.

Whenever possible, we prioritized official company communications, since company announcements are usually the most reliable source for funding amounts. When official sources were not available, we relied on reputable industry sources such as TechCrunch, Crunchbase, Financial Times or Forbes (to name a few).

We excluded random blogs, unverified websites, and any sources that could not be validated.

When funding rounds were announced in other currencies such as euros, Swiss francs, Singapore dollars, Australian dollars, or rupees, we converted them into approximate USD equivalents for consistency.

Sometimes different sources report slightly different numbers, or the exact round size is not fully disclosed. In those cases, we flag the uncertainty and assign a confidence label to each startup, visible in the last column.

Here is what they mean.

Full confidence: The company’s equity fundraising history can be reconstructed completely from public sources. The rounds, dates, amounts, and key investors are clearly identified, with no meaningful gaps.

Strong confidence: The fundraising history is largely complete and reliable. There may be a small missing detail, such as incomplete investor information or a minor round with limited data, but the overall record is clear.

Partial confidence: The main fundraising rounds can be identified, but the record is incomplete or somewhat mixed. Some rounds may be missing or certain funding events may be difficult to separate clearly.

Low confidence: Public information is too limited, inconsistent, or ambiguous to reliably reconstruct the company’s equity fundraising history.

When the confidence level is too low, we take a conservative approach and exclude the company from the ranking. We don’t want to include data that cannot be reliably verified.

In a world where LLMs hallucinate and unreliable information is everywhere, our goal is simple: provide data you can trust.

If you want the full detail on a specific calculation, feel free to contact us and we will gladly explain.

Finally, know that we update the dataset once per month, so come back here if you need fresh information.

Who is the author of this content?

NEW MARKET PITCH TEAM

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How we created this content 🔎📝

At New Market Pitch, we kept seeing the same problem: when you look at a new market, the data is either missing, paywalled, or buried in 300-page reports that feel like they were written in the 80s. On the other side, LLMs and random blog posts give you confident answers with no sources, and sometimes they just make things up. That’s not good enough when you’re about to invest real money or launch a company.

So we decided to fix the experience. For each market we cover, we build a structured database and update it on a regular basis. We track funding rounds, fund memos, M&A moves, partnerships, new products, policy changes, and the real activity of startups and incumbents. Then we turn all of that into a clear “market pitch” that shows where the opportunities are and how people actually win in that space.

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