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

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 |

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

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.

This chart, featured in our AI safety market deck, shows how HiddenLayer is positioned in AI safety
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- A complete list of business models in the AI safety market
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