Which startups have raised the most funding in the AI safety market?

Last updated: 13 July 2026

Download our beautiful pitch about the AI safety market

market research pitch 2026 statistics AI safety market

In our AI safety market deck, you will find everything you need to understand the market

The AI safety market is growing fast as companies look for better ways to secure, monitor, govern, and evaluate AI systems.

This list ranks AI safety startups by cumulative funding raised, and we update the ranking every month to keep the dataset fresh.

The market is still early, but funding is already concentrating around AI security, observability, governance, privacy, and model evaluation platforms.

And if you want to better understand this new industry, you can download our pitch covering the AI safety market.

A quick summary table

Metric Value
Most funded startup Noma Security, $132M raised
Second most funded startup Arize AI, $131M raised
Largest funding round Noma Security, $100M Series B in July 2025
Median funding About $11M across the ranked AI safety startups
Share of funding captured by the top 10 About 53% of the stronger funding pool
Median time since last round About 25 months, using July 2026 as reference
Startups that raised funding in the last 12 months 11 startups
AI safety security funding concentration Security-first companies raised about $508M combined
AI observability and governance funding depth Core observability, evaluation, and governance leaders raised about $490M
AI safety acquisition activity At least 10 ranked startups have been acquired
Chart showing annual venture capital investment in AI safety startups

This chart, featured in our AI safety market deck, shows annual venture capital investment in AI safety startups

Top startups in the AI safety market ranked by total funding raised

Here is an updated table that ranks the top startups in the AI safety 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).

If you're interested in knowing how much these startups are worth, you can check our list of the top startups in the AI safety market ranked by valuation.

# Startup What They Do Total Raised ($) Total Rounds Last Round Date Last Round Amount ($) Last Round Type Key Investors Current Stage Confidence
1 Noma Security AI agent security platform $132M 3 July 2025 $100M Series B Evolution Equity Partners, Ballistic Ventures, Glilot Capital Partners Active Strong
2 Arize AI AI observability and evaluation $131M 4 February 2025 $70M Series C Adams Street Partners, M12, OMERS Ventures Active Strong
3 Protect AI Secures AI and ML systems $109M 3 August 2024 $60M Series B Evolution Equity Partners, 01 Advisors, StepStone Group Acquired Strong
4 Fiddler AI AI observability and governance $94M 5 January 2026 $30M Series C RPS Ventures, Lightspeed Venture Partners, Lux Capital Active Strong
5 WitnessAI Enterprise AI security platform $86M 2 January 2026 $58M Strategic Funding Sound Ventures, Qualcomm Ventures, Samsung Ventures Active Strong
6 ProRata AI AI content attribution platform $75M 3 August 2025 $40M Series B Touring Capital, Mayfield, Revolution Ventures Active Strong
7 Patronus AI AI evaluation and simulation $70M 3 June 2026 $50M Series B Greenfield Partners, Lightspeed Venture Partners, Notable Capital Active Full
8 Galileo GenAI evaluation and observability $68M 3 October 2024 $45M Series B Scale Venture Partners, Premji Invest, Databricks Ventures Active Full
9 Gretel Privacy-preserving synthetic data $68M 3 October 2021 $52M Series B Anthos Capital, Greylock, Section 32 Acquired Strong
10 Bria Licensed visual generative AI $65M 3 March 2025 $40M Series B Red Dot Capital, Maor Investment, Entrée Capital Active Strong
11 Arthur AI AI monitoring and guardrails $60M 3 September 2022 $42M Series B Acrew Capital, Greycroft Ventures, Index Ventures Active Strong
12 HiddenLayer Protects AI models from attacks $56M 2 September 2023 $50M Series A M12, Moore Strategic Ventures, Booz Allen Ventures Active Full
13 Duality Technologies Privacy-enhanced data collaboration $49M 3 October 2021 $30M Series B LG Technology Ventures, Intel Capital, Team8 Active Full
14 Gray Swan AI AI model red teaming $46M 2 May 2026 $40M Series A Wing Venture Capital, Madrona, Obvious Ventures Active Partial
15 Tonic AI Synthetic test data platform $45M 2 September 2021 $35M Series B Insight Partners, GGV Capital, Bloomberg Beta Active Strong
16 Robust Intelligence Tests and protects AI models $44M 2 December 2021 $30M Series B Tiger Global, Sequoia Capital, Harpoon Ventures Acquired Strong
17 CalypsoAI Runtime guardrails for enterprise AI $43M 3–4 April 2025 $5M Series A extension ADS Ventures, Lightspeed Venture Partners, 8VC Acquired Partial
18 Credo AI AI governance risk platform $41M 4 July 2024 $21M Series B Mozilla Ventures, FPV Ventures, Sands Capital Active Partial
19 Geordie AI AI agent security governance $37M 2 May 2026 $30M Series A Balderton Capital, Crosspoint Capital, General Catalyst Active Full
20 Cranium Enterprise AI security governance $32M 2 October 2023 $25M Series A Titanium Ventures, KPMG, SYN Ventures Active Strong
21 TripleBlind Privacy-preserving data sharing $32M 2 October 2021 $24M Series A General Catalyst, Mayo Clinic, Accenture Ventures Active Full
22 Howso Explainable AI reasoning layer $31M 2 September 2022 $25M Series A Shield Capital, Calibrate Ventures, L3Harris Technologies Active Strong
23 Mostly AI Enterprise synthetic data generation $31M 3 January 2022 $25M Series B Molten Ventures, Earlybird, 42CAP Active Strong
24 Aporia AI observability and guardrails $30M 2 February 2022 $25M Series A Tiger Global Management, Samsung Next, TLV Partners Acquired Full
25 Lakera Secures generative AI applications $30M 2 July 2024 $20M Series A Atomico, Citi Ventures, Dropbox Ventures Acquired Full
26 Virtue AI Unified enterprise AI security $30M 2 April 2025 $30M Series A Lightspeed Venture Partners, Walden Catalyst, Prosperity7 Active Partial
27 Aim Security GenAI security platform $28M 2 June 2024 $18M Series A Canaan Partners, YL Ventures, Cyber Club London Acquired Full
28 Rhino Health Federated AI for healthcare $27M 3 May 2025 $15M Series A AlleyCorp, LionBird, Fusion Fund Active Strong
29 Cape Privacy Encrypted collaborative machine learning $25M 2 April 2021 $20M Series A Evolution Equity Partners, Tiger Global, Ridgeline Partners Active Full
30 Prompt Security Enterprise GenAI runtime security $23M 2 November 2024 $18M Series A Jump Capital, Hetz Ventures, Ridge Ventures Acquired Full
31 Synthesized AI test data automation $23M 2 September 2025 $20M Series A Redalpine, IQ Capital, Mercia Ventures Active Partial
32 Openlayer AI evaluation governance platform $19M 3 May 2025 $15M Series A Race Capital, Quiet Capital, Y Combinator Active Strong
33 ModelOp Enterprise AI governance software $16M 2 August 2024 $10M Series B Baird Capital, Valley Capital Partners, Silicon Valley Data Capital Active Strong
34 Trust Lab Online safety threat detection $15M 1 June 2023 $15M Series A USVP, Foundation Capital, Next Frontier Capital Active Strong
35 Deepchecks ML and LLM validation $14M 1 June 2023 $14M Seed Alpha Wave Ventures, Hetz Ventures, Grove Ventures Acquired Full
36 Monitaur AI model governance software $13M 3 May 2024 $6M Series A Cultivation Capital, Rockmont Partners, Defy VC Active Full
37 Bitfount Federated clinical research AI $13M 2 July 2025 $8M Series A Parkwalk Advisors, Ahren, Pace Ventures Active Full
38 Datawizz AI model management platform $13M 1 September 2025 $13M Seed Human Capital, BGV, 91VC Active Partial
39 2021.AI Responsible AI governance platform $13M 8 May 2025 Undisclosed Unattributed VC DNV Ventures, existing investors Active Partial
40 Stratyfy Interpretable AI lending decisions $12M 4 March 2023 $10M Series B Truist Ventures, Zeal Capital Partners, FIS Active Partial
41 Mindgard AI security testing platform $12M 2 December 2024 $8M Series A .406 Ventures, Atlantic Bridge, Willowtree Investments Active Full
42 Anonos Privacy-preserving data platform $12M 1 November 2019 $12M Growth Equity Edison Partners Active Partial
43 ValidMind Financial AI governance platform $11M 2 March 2024 $8M Seed Point72 Ventures, Third Prime, New York Life Ventures Active Partial
44 Kanarys DEIB workplace analytics platform $11M 5–6 January 2024 $1M Series A extension Seyen Capital, Zeal Capital Partners, Morgan Stanley Acquired Partial
45 Modulos AI governance compliance automation $11M 1 July 2025 $11M Pre-Series A Existing investors undisclosed Active Strong
46 Private AI PII detection and redaction $11M 3 November 2022 $8M Series A BDC Capital, M12, Shasta Ventures Active Strong
47 Fairgen Synthetic survey response generation $11M 2 May 2024 $8M Seed Maverick Ventures Israel, Tal Ventures, IGNIA Active Strong
48 Hazy Enterprise synthetic data $11M 3 March 2023 $9M Series A Conviction, UCL Technology Fund, M12 Acquired Partial
49 Conjecture AI alignment research lab $10M 1 2022 $10M Seed Nat Friedman, Daniel Gross, Patrick Collison Active Partial
50 Datatron MLOps governance and deployment $9M 6 2021 $0M Seed Synapse Partners, StartX, 500 Global Acquired Partial
51 Pillar Security Secure AI applications $9M 1 April 2025 $9M Seed Shield Capital, Golden Ventures, Ground Up Ventures Active Full
52 TrojAI AI model security testing $9M 3 April 2024 $6M Seed extension Flying Fish, Build Ventures, Flybridge Capital Partners Acquired Partial
53 Acuvity AI security and governance $9M 1 September 2024 $9M Seed Foundation Capital, Basil Alwan, Sri Reddy Acquired Full
54 Deeploy Explainable AI oversight platform $9M 3 February 2025 $5M Series A / EIC equity EIC Fund, SI3 Fund, Curiosity VC Active Partial
55 Virtuous AI Enterprise AI governance platform $9M 3 January 2024 $4M Series A Qudit Active Partial
56 Guardrails AI LLM validation guardrails platform $8M 1 February 2024 $8M Seed Zetta Venture Partners, Bloomberg Beta, Pear VC Active Full
57 Abzu AI Explainable AI for discovery $8M 2 April 2021 $6M Seed Seed Capital, Inventure, PreSeed Ventures Active Partial
58 HoneyHive AI evals and observability $7M 2 April 2025 $6M Seed Insight Partners, Zero Prime Ventures, 468 Capital Active Partial
59 Armilla AI AI insurance and warranties $7M 3 June 2025 $1M Equity financing Mistral Venture Partners, Y Combinator, Spearhead Active Partial
60 Trustible Regulated AI governance platform $6M 2 June 2025 $5M Series Seed Lookout Ventures, Harlem Capital, Tau Ventures Active Partial
61 Atla AI AI agent evaluation engine $6M 2 December 2023 $5M Seed Creandum, Y Combinator, Rebel Fund Active Strong
62 SurePath AI Governs enterprise GenAI use $6M 2 November 2024 $5M Seed Uncork Capital, Operator Collective Active Partial
63 Lasso Security LLM cybersecurity platform $6M 1 November 2023 $6M Seed Entrée Capital, Samsung Next Active Full
64 Protecto AI data privacy guardrails $5M 2 November 2023 $4M Seed Together Fund, Better Capital, FortyTwo VC Active Strong
65 Athina AI AI app evaluation platform $4M 3 November 2024 $3M Seed Y Combinator, Kleiner Perkins Scout Fund, Flourish Ventures Active Partial
66 FairNow Enterprise AI governance software $4M 1 June 2024 $4M Seed Somen Mondal, Shaun Ricci Active Full
67 Preamble AI security and compliance $4M 1 June 2021 $4M Seed Metaplanet, Trousdale Ventures Active Partial
68 Unbound Security Enterprise generative AI security $4M 1 May 2025 $4M Seed Race Capital, Y Combinator, Wayfinder Ventures Active Full
69 Jozu Enterprise AI orchestration tools $4M 1 May 2025 $4M Seed HalfCourt Capital, Mozilla Ventures, BrightSpark Active Full
70 Fairly AI AI governance risk platform $3M 5 2023 $0M Seed / Accelerator Techstars, Flying Fish Ventures, Backstage Capital Active Partial
71 Giskard AI AI security testing platform $2M 1 December 2022 $2M Seed Elaia, Bessemer Venture Partners Active Strong
72 AIMon Labs LLM hallucination monitoring tools $2M 1 December 2024 $2M Pre-seed / Seed Bessemer Venture Partners, Tidal Ventures, Kumar Saurabh Active Full
73 QuantPi AI testing and validation $2M 1 October 2022 $2M Pre-seed / Seed Capnamic Ventures, First Momentum Ventures, Ash Fontana Active Full
74 Saidot AI governance platform $2M 1 October 2023 $2M Seed Crowberry Capital, Ventic Active Full
75 Enkrypt AI AI security and compliance $2M 1 February 2024 $2M Seed BoldCap, Berkeley SkyDeck, Kubera VC Active Full
76 Betterdata Programmable synthetic data $2M 2 April 2023 $2M Seed Investible, Franklin Templeton, Entrepreneur First Active Partial
77 TrustWorks Privacy and AI governance $2M 2 August 2025 Undisclosed Undisclosed equity round Elkstone Ventures, Nauta Capital Active Partial
78 Zendata AI governance and privacy $2M 1 May 2024 $2M Seed PayPal Ventures, First-hand Alliance, Geek Ventures Active Full
79 trail AI governance copilot $2M 1 July 2024 $2M Pre-seed CapitalT, NP-Hard Ventures, Mozilla Ventures Active Strong
80 LangWatch LLM evaluation and optimization $1M 1 February 2025 $1M Pre-seed Passion Capital, Volta Ventures, Antler Active Full
81 Inspeq AI AI evaluation and observability $1M 1 May 2024 $1M Seed Sure Valley Ventures, Delta Partners, Plug and Play Active Partial
82 Mithril Security Confidential AI data protection $1M 1 May 2023 $1M Pre-seed / Seed Auriga Cyber Ventures, Polytechnique Ventures, IT-Farm Acquired Full
83 VEIL.AI Health data anonymization $1M 1 August 2022 $1M Seed / accelerator investment BioInnovation Institute, Health Incubator Helsinki Active Partial
Market map chart showing top companies and startups in the AI safety market

This market map, featured in our AI safety market deck, highlights top companies and startups in the AI safety market

Key funding trends in the AI safety market

Insights

  • The AI safety market is already meaningful, with the leading 53 companies with more reliable funding records raising about $1.68B combined
  • Funding is concentrated at the top: the ten most funded AI safety startups raised about $898M, or roughly 53% of the stronger funding pool
  • AI security is the clearest scale-up segment, with Noma Security, Protect AI, WitnessAI, HiddenLayer, Robust Intelligence, Lakera, Aim Security, and Prompt Security raising $508M combined
  • AI observability, evaluation, and governance also have strong depth, with Arize AI, Fiddler AI, Patronus AI, Galileo, Arthur AI, Openlayer, ModelOp, Monitaur, and Trust Lab raising $490M
  • Privacy, synthetic data, and federated AI remain durable AI safety submarkets, with Gretel, Duality, Tonic AI, TripleBlind, Mostly AI, Rhino Health, Cape Privacy, Bitfount, Private AI, and Fairgen raising about $309M
  • Acquisition activity is heavily linked to AI security, which suggests strategic buyers want proven runtime protection, model defense, and governance assets before startups become very large platforms
  • Recent funding momentum is strong, with major 2024 to 2026 rounds for Arize AI, WitnessAI, Patronus AI, Noma Security, Geordie AI, Rhino Health, Openlayer, and Bitfount
  • Most credible AI safety startups still sit in the low-teens millions of funding, which means many companies remain specialist tools rather than broad enterprise platforms
Google Trends chart showing rising interest in AI safety

As this chart shows, and as featured in our AI safety market deck, search interest in AI safety has been growing steadily

A few word about our methodology

As you can see, we built a database that ranks startups in the AI safety 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 they are the most reliable source for funding amounts. When those 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.

This reflects how we conduct all our research, including the work behind our report covering the AI safety market.

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.

Chart showing how HiddenLayer is positioned in the AI safety market

This chart, featured in our AI safety market deck, shows how HiddenLayer is positioned in AI safety

Who is the author of this content?

NEW MARKET PITCH TEAM

We track new markets so founders and investors can move faster

We build living “market pitch” documents for emerging markets: from AI to synthetic biology and new proteins. Instead of digging through outdated PDFs, random blog posts, and hallucinated LLM answers, our clients get a clean, visual, always-updated view of what’s really happening. We map the key players, deals, regulations, metrics and signals that matter so you can decide faster whether a market is worth your time. Want to know more? Check out our about page. You can also follow us on Instagram or on Facebook.

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.

Every key data point is checked, sourced, and put back into context by our team. That’s how we can give you both speed and reliability: fast coverage of new markets, without the usual guesswork.

Back to blog