What are the top AI trust, risk and security startups by total funding raised?

Last updated: 12 November 2026
Based on 426 funding, valuation and company events
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Whether you're building or investing in the AI TRiSM market, our report covers everything you need to know: the players, the money, and what's coming next.

Summary

Arena is the best-funded AI TRiSM startup we track, with $450M raised across 3 equity rounds. Alice follows with $240M and Zenity with $184M, leaving Arena 1.9x ahead of the second-ranked company.

Arena did not need a decade of fundraising to get there. Its largest round was a $200M Series B in October 2026, also the largest single round of any AI TRiSM startup.

The top of the market is narrow. Only 10 of the 192 startups have raised at least $100M, while 182 remain below that level.

Those leaders are split between evaluation and security. Arena evaluates frontier models and agents, Alice focuses on AI trust and security, Zenity secures agents, HiddenLayer protects models and agents, and Onyx Security provides agent security and governance.

Israel has an unusually strong group near the top. Alice, Zenity, Onyx Security and Noma Security all sit in the top six, while the other leaders, from Arena to HiddenLayer and Braintrust, are American.

Below that small group, most AI TRiSM startups are still early in their funding history. 116 of the 192 companies have raised only one equity round, while Fiddler AI has the most rounds with 6.

Recent activity is heavy. 86 companies had their last round in 2026, compared with 57 in 2025, 39 in 2024 and 6 in 2023.

Acquisitions are already part of the picture too. Arize AI and Protect AI, two of the ten best-funded, now belong to larger groups, showing that large strategic buyers are willing to absorb specialist AI security and evaluation companies.

So this is no longer a tiny seed-only market, but it is not broadly late-stage either. A small group has reached nine-figure totals while most companies are still proving that their control layer deserves to become standard infrastructure.

Written by the New Market Pitch teamWe track new markets so founders and investors can move faster. About us

Bar chart of where investors put their money in AI TRiSM, by category: Where did AI security investors put their money this past year? (AI TRiSM Market, NewMarketPitch)

In our report covering the AI TRiSM market, you will always find fresh funding data, taken straight from our own verified funding database.

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

Here is the current ranking of the AI TRiSM startups that raised the most, with the total each one has raised and our confidence level.

If you want to go deeper into the AI TRiSM startup landscape, check our report covering the AI TRiSM market.

Top AI trust, risk and security management (AI TRiSM) startups by total funding192 startups
#StartupTotal raisedLast roundStatusConfidence
$100M to $500M
1ArenaIndependently evaluates frontier models and AI agents for alignment, unauthorized actions, deception and real-world risks.$450MOct 2026$200M · Series BActiveFull
2AliceAI trust, safety and security$240MAug 2026$140M · Equity roundActiveFull
3ZenityAI agent security and governance$184MAug 2026$125M · Series CActiveStrong
4HiddenLayerAI model and agent security$156MSep 2026$100M · Series BActiveFull
5Onyx SecurityAI agent security and governance$153MJul 2026$113M · Series BActiveFull
6Noma SecurityEnterprise AI and agent security$132M+Jul 2025$100M · Series BActiveStrong
7Arize AIAI observability and evaluation platform$131MFeb 2025$70M · Series CAcquiredFull
8BraintrustAI agent evaluation and production monitoring$124MFeb 2026$80M · Series BActiveFull
9Protect AISecurity platform for AI systems$108MAug 2024$60M · Series BAcquiredFull
10Neo SecurityAgentic software discovery and control$100M+Jul 2026$75M+ · Growth equityActiveStrong
Below $100M
11Fiddler AIAI observability and risk monitoring$94MJan 2026$30M · Series CActiveStrong
12WitnessAIEnterprise AI security and governance$86MJan 2026$58M · Series BActivePartial
13StraikerAutonomous AI agent threat protection$85MJun 2026$64M · Series AActiveStrong
14IrregularFrontier AI security and testing$80MSep 2025$80M · Seed and Series A financingActivePartial
15Harmonic SecurityEnterprise generative AI data protection$74MOct 2026$50M · Series BActiveStrong
16Arcade.devTool-calling infrastructure for AI agents$72M+Sep 2026Undisclosed · Series A extensionActiveFull
17Patronus AIAI evaluation and agent simulation$70MJun 2026$50M · Series BActiveFull
18GalileoAI evaluation monitoring and guardrail software$68MOct 2024$45M · Series BAcquiredFull
19Arthur AIAI model monitoring and observability$60MJun 2022$42M · Series BActiveLow
20AIUCAI safety standards and insurance$55MSep 2026$40M · Series AActiveFull
21Cranium AIEnterprise AI security and governance$52MJul 2026$20M · Equity OfferingActiveStrong
22AurascapeEnterprise AI security platform$50MApr 2025$37M · Series AActiveStrong
23AIR SecuritySecurity for enterprise AI agents$50MAug 2026$40M · SeedActiveStrong
24BayProvides enterprise AI-agent discovery, session-level observability, adaptive guardrails and real-time action enforcement across endpoints, cloud and SaaS.$50MNov 2026$37M · Series AActiveFull
25RaindropAI agent observability and issue detection$50MSep 2026$35M · Series AActiveFull
26Gray SwanAI red teaming and safety testing$46MMay 2026$40M · Series AActiveStrong
27Pluto SecurityEmployee AI usage security platform$42MOct 2026~$34M · Series AActiveStrong
28MindgardAutomated adversarial AI security testing$42MAug 2026$30M · Series AActiveFull
29Hush SecurityAI agent identity access security$41MJul 2026$30M · Series AActiveFull
30RunlayerEnterprise AI agent access security$41MJun 2026$30M · Series AActiveStrong
31Credo AIResponsible AI governance platform$39M+Jul 2024$21M · Late VCActiveStrong
32KeycardIdentity and access for AI agents$38MOct 2025$30M · Series AActiveStrong
33AttestableCryptographic AI integrity verification$38MAug 2026$20M · SeedActiveFull
34Geordie AIAI agent security and governance$36MMay 2026$30M · Series AActiveStrong
35Lasso SecurityLLM and AI agent protection$36M1Sep 2026$30M · Series AActivePartial
36JetStream SecurityEnterprise AI governance and visibility$34MMar 2026$34M · SeedActiveFull
37Rein SecurityReal-time AI agent runtime protection$33MOct 2026$25M · Series AActivePartial
38Relyance AIAI-specific data governance and compliance controls$32M+Oct 2024$32M · Series BActiveFull
39CovalVoice and chat agent evaluation$31MJun 2026$28M · Series AActiveFull
40Virtue AIAI application security and compliance$30MApr 2025$7M · Series AAcquiredStrong
41LakeraSecurity platform for generative AI applications$30MJul 2024$20M · Series AAcquiredFull
42OpsinAI agent runtime security controls$28MOct 2026$21M · Venture roundActiveFull
43Aim SecuritySecurity platform for enterprise AI use$28MJun 2024$18M · Series AAcquiredFull
44Backslash SecuritySecurity platform for AI agents$27MFeb 2026$19M · Series AActiveFull
45Pramaana LabsFormal verification for AI reliability$27MJun 2026$27M · SeedActiveFull
46Resect AIRuntime AI hallucination detection and auditing$25MSep 2026$25M · OtherActiveFull
47FairPlay AIAlgorithmic fairness for financial decisions$24M+Feb 2025$10M · Series BActivePartial
48VijilAI agent safety and reliability$23MNov 2025$17M · Series AActiveFull
49Prompt SecuritySecurity platform for generative AI applications$23MNov 2024$18M · Series AAcquiredFull
50PromptfooAI application testing and red teaming$23MJul 2025$18M · Series AActiveFull
51Pillar SecurityAI software lifecycle security platform$22M+May 2026$13M · SeedActiveFull
52KindoEnterprise AI agent management platform$21MJul 2024$21M · Series AActiveFull
53NeuralTrustAI agent protection and governance$20M+Jun 2026$20M · SeedActivePartial
54Darwin AIAI governance for government agencies$20MOct 2025$15M · Series AActivePartial
55WhiteMatterSecures and governs enterprise AI agents, models and MCP servers from pre-production validation through policy enforcement and runtime control.$20MNov 2026$20M · Series AActiveFull
56Dynamo AIPrivate, secure and compliant AI$19MAug 2023$15M · Series AActiveFull
57OpenlayerEnterprise AI testing and governance$19MMay 2025$14M · Series AActiveFull
58DistributionalAI testing and reliability evaluation platform$19MOct 2024$19M · Series AActiveFull
59Lumia SecurityEnterprise AI usage security controls$18MDec 2025$18M · SeedActiveFull
60OuterlimitDecentralized AI agent authorization security$16MSep 2026$16M · Pre-SeedActiveFull
61Portal26Enterprise generative AI adoption governance$15MNov 2025$9M · Series AActiveFull
62LatticeFlow AIAI model evaluation and compliance$15MOct 2022$12M · Series AActiveFull
63KnosticSensitive data protection for enterprise AI$14MMar 2025$11M · SeedActiveFull
64DreadnodeOffensive AI security platform$14M+Feb 2025$14M · Series AActivePartial
65Barndoor AISecurity controls for enterprise AI agents$14MMay 2025$14M · SeedActiveFull
66Dome SystemsGovernance platform for enterprise AI agents$14MApr 2026$14M · SeedActiveFull
67MonitaurAI model governance and assurance$13MMay 2024$6M · Series AActiveStrong
68ArchestraSecurity infrastructure for enterprise AI agents$13MJun 2026$10M · SeedActiveFull
69Trent AIAI security engineer for code infrastructure$13MApr 2026$13M · SeedActiveFull
70Rig SecurityAI agent identity threat protection$12MSep 2026$12M · SeedActiveFull
71White CircleAI safety guardrails and monitoring$11MMay 2026$11M · SeedActiveFull
72DeepKeepAI lifecycle security platform$10M+May 2024$10M · SeedActivePartial
73ModelOpEnterprise AI governance lifecycle platform$10M+Aug 2024$10M · Series BActiveFull
74ModulosAutomated AI regulatory compliance management$10MJul 2025$10M · Pre-Series AActivePartial
75General AnalysisAI agent security and testing$10M+Apr 2026$10M · SeedActiveStrong
76AratoAI application testing and assurance$10MJun 2026$10M · SeedActiveStrong
77LanaiEnterprise AI discovery and governance$10MJan 2025$10M · SeedActiveFull
78Singulr AIEnterprise AI discovery and governance$10MFeb 2025$10M · SeedActiveFull
79AIcebergAI security testing and governance platform$10MMar 2025$10M · SeedAcquiredFull
80Operant AIRuntime security for cloud AI applications and APIs$10MSep 2024$10M · Series AActiveFull
81ZeroDriftPolicy enforcement runtime for AI systems$10MJun 2026$10M · SeedActiveFull
82Alinia AIAI guardrails and compliance platform$9.9MDec 2025$7.5M · SeedActiveStrong
83Polygraf AIAI security and governance platform$9.5MOct 2025$9.5M · SeedActiveFull
84Liminal SecuritySecure enterprise generative AI deployment$9M+Nov 2025$4M · Venture roundActiveFull
85Helmet SecurityAgentic AI communications infrastructure security$9MDec 2025$9M · SeedActiveFull
86AcuvityAI security and governance platform$9MSep 2024$9M · SeedAcquiredFull
87SplxAISecurity testing for AI systems$9MMar 2025$7M · SeedAcquiredFull
88BelticVerifies and authorizes autonomous agents$8.8MSep 2026$7.3M · SeedActiveFull
89IridiusCompliance-by-design AI for pharma regulatory workflows$8.6MApr 2026$8.6M · SeedActiveFull
90CyataAI application security and governance software$8.5MJul 2025$8.5M · SeedAcquiredFull
91PeridotAI oversight and governance software$8.5MApr 2026$8.5MActiveFull
92AIM IntelligenceAI security red teaming and runtime controls$8.3MApr 2026~$7M · Series AActiveFull
93Nava LabsVerification guardrails for AI financial agents$8.3MApr 2026$8.3M · SeedActiveFull
94ValidMindAI model risk management automation$8.1MMar 2024$8.1M · SeedActiveFull
95Arrakis SecuritySecurity testing and monitoring for AI systems$8MAug 2026$8M · SeedActiveFull
96GentraceLLM evaluation and monitoring software$8MDec 2024$8M · Series AShutdownFull
97HirundoMachine unlearning tools for AI models$8MJun 2025$8M · SeedActiveFull
98Manifold SecurityRuntime security for autonomous AI agents$8M+Mar 2026$8M · SeedActiveFull
99Modicus PrimeAI compliance management for pharmaceutical companies$8M+May 2026$4.5M · SeedActiveFull
100Verax AIShadow AI discovery and usage policy enforcement$7.6MOct 2024$7.6M · SeedActiveFull
101Eve SecurityRuntime security for AI agents$7.5MSep 2026$4.5M · Seed extensionActiveFull
102Guardrails AILLM validation monitoring and guardrails$7.5MFeb 2024$7.5M · SeedActiveFull
103RedactiveSecure enterprise generative AI platform$7.5MJul 2024$7.5M · SeedActiveFull
104HoneyHiveAI agent observability and evaluation$7.4MApr 2025$5.5M · SeedActiveFull
105VelatirAI governance and usage control platform$7.2MAug 2026$5.8M · SeedActiveFull
106WillowEnterprise AI agent access governance$7M+Jun 2026$7M · SeedActiveStrong
107Apex SecuritySecurity and governance for enterprise AI$7MMay 2024$7M · SeedAcquiredFull
108Capsule SecurityAI security testing and runtime protection$7MApr 2026$7M · SeedActiveFull
109MintiveGoverns enterprise AI-agent identities, permitted tools, model access and auditable actions through security gateways.$7MOct 2026$7M · SeedActiveFull
110NaaiaAI governance and regulatory compliance$6.8MJul 2026~$6.8M · Series AActiveFull
111YieldsAI model validation and governance$6.7M+Jun 2023~$5.2M · VentureActiveStrong
112GiskardAI testing auditing and evaluation$6.7M+Feb 2025$5MActiveFull
113TraceloopMonitoring evaluation and governance for AI systems$6.6M+May 2025$6.1M · SeedAcquiredPartial
114ALIGNMT AIAI model governance for healthcare systems$6.5MAug 2025$6.5M · SeedActiveFull
115ChatSee.aiAI agent observability and governance software$6.5MJun 2026$6.5M · SeedActiveFull
116AI ScoreReal-time enterprise AI governance$6.4MSep 2026$5.4M · SeedActiveStrong
117TrustibleEnterprise AI risk compliance management$6.2MJun 2025$4.6M · Series SeedActiveFull
118Armilla AIAI risk assessment and insurance$6MFeb 2024$4.5M · SeedActiveFull
119Crux LabsEvaluates and monitors enterprise AI-agent behavior against expert judgment across production interactions.$6M+Oct 2026$6M+ActiveFull
120LuminosAIAI agent evaluation and testing$6M+Feb 2026$6M · SeedActiveFull
121Tenet SecurityAI security posture and risk management$6MJun 2026$6M · SeedActiveFull
122TrojAISecurity testing and protection for AI models$5.8MApr 2024$5.8M · SeedAcquiredFull
123Calvin RiskQuantitative AI risk management$5.5MNov 2024$4M · SeedActiveFull
124Safe IntelligenceAI evaluation and model safety testing$5.2MFeb 2025~$5.2M · SeedActiveLow
125SurePath AIAI governance for enterprise generative AI$5.2MNov 2024$5.2M · SeedAcquiredFull
126CodeIntegrityRuntime security controls for AI agents$5MMay 2026$5M · SeedActiveFull
127OpenBox AIAI model governance and security testing$5MMar 2026$5M · SeedActiveFull
128RespanOpen-source AI gateway with observability$5MMar 2026$5M · SeedActiveFull
129RippletideAI governance and model risk platform$4.7MSep 2025~$4.7M · SeedActiveLow
130CertivAssurance and security for endpoint AI agents$4.2MMar 2026$4.2M · Pre-SeedActiveFull
131Citadel AIContinuous model reliability monitoring and testing$4.2MJul 2023$3.5M · Series AActiveFull
132Confident SecurityPrivate AI inference infrastructure$4.2MJul 2025$4.2M · SeedActiveFull
1332021.AIEnterprise AI governance and management$4.1MAug 2024$4.1M · BridgeActiveFull
134Trustwise AIGenerative AI safety and optimization$4MJun 2024$4M · SeedActiveFull
135EnzaiAI governance and risk management$4M+Sep 2023$4M · SeedActiveFull
136JozuSecure enterprise AI deployment orchestration$4MMay 2025$4M · SeedActiveFull
137KontextRuntime security for autonomous AI agents$4MSep 2026$4M · SeedActiveFull
138BluejayTesting and monitoring for AI agents$4MAug 2025$4M · SeedActiveFull
139Evoke SecuritySecurity testing and controls for AI systems$4MFeb 2026$4M · SeedActiveFull
140SecludySynthetic datasets for privacy sensitive AI training$4MMay 2026$4M · SeedActiveFull
141SolidCore.aiLLM application governance and monitoring$4MSep 2025$4M · SeedActiveFull
142Truth SystemsAI governance controls for law firms$4MOct 2025$4M · SeedActiveFull
143UnboundSecurity broker for AI coding agents$4MMay 2025$4M · SeedActiveFull
144Wald.aiSecure enterprise generative AI workspace$4MDec 2024$4M · SeedActiveFull
145Hamming AITesting and monitoring for voice agents$3.9MDec 2024$3.8M · SeedActiveFull
146AIQURISAI risk and lifecycle management platform$3.8MDec 2024~$3.8M · SeedActiveLow
147ScorecardAI evaluation and testing for applications$3.8MSep 2025$3.8M · SeedActiveFull
148Prediction GuardSecure private enterprise AI inference$3.7MMay 2025$3.7M · SeedActiveStrong
149FriskAIAI agent trace monitoring and debugging$3.6MAug 2026$3.6M · Pre-SeedActiveFull
150GalteaAI model testing and governance platform$3.2MMar 2026$3.2M · SeedActiveFull
151TynapseRuntime guardrails and auditing for AI agents$3.2MApr 2026$3.2M · SeedActiveFull
152CopySightAI copyright and content protection$3MJul 2026$3M · SeedActiveFull
153LaminarObservability and evaluation tools for AI applications$3MMar 2026$3M · SeedActiveFull
154Maxim AIEnterprise AI gateway and governance platform$3MJun 2024$3M · SeedActiveFull
155TrismikAI model evaluation and comparison software$3MSep 2025$3M · Pre-SeedActiveFull
156ScorableAutomated testing and monitoring for AI$2.8MSep 2024$2.8M · SeedActiveFull
157OvermindTraining platform for specialized agent models$2.7MFeb 2026~$2.7M · SeedActiveLow
158AigentsphereGovernance and management for enterprise AI agents$2.6MApr 2026~$2.6M · SeedActiveLow
159QuantPiAutomated AI risk and robustness testing$2.5MOct 2022~$2.5M · Pre-SeedActiveFull
160CipheroAI safety and security software$2.5MDec 2025$2.5M · SeedActiveFull
161Mirror SecurityAI model security and data protection$2.5MDec 2025$2.5M · SeedActiveFull
162SydeLabsAI application security and risk testing$2.5MMar 2024$2.5M · SeedAcquiredFull
163Enkrypt AISecurity and governance for generative AI$2.4MFeb 2024$2.4M · SeedActiveFull
164FairNowAI governance and compliance management software$2.4MJun 2024$2.4M · SeedAcquiredFull
165AIMon LabsAI hallucination detection and monitoring$2.3MDec 2024$2.3M · Pre-SeedActiveFull
166LemmaAI agent monitoring and testing$2.3MAug 2026$2.3M · SeedActiveFull
167Principled IntelligenceAI governance and model risk management$2.2MJan 2026~$2.2M · SeedActiveLow
168Wodan AIEncrypted AI computation on private data$2.2MDec 2025$2.2M · Pre-SeedActiveFull
169ZioSecAI agent penetration testing and defense$2.1MJul 2025$2.1M · SeedActiveFull
170StarseerAI model governance and security platform$2MJul 2025$2M · SeedActiveFull
171Palma.aiSecurity controls for enterprise AI usage$1.8MSep 2026$1.8M · Pre-SeedActiveFull
172SkyldProtection and licensing for AI models$1.8MOct 2025~$1.8M · SeedActiveLow
173SaidotAI governance and regulatory compliance$1.6MOct 2023~$1.6M · SeedActiveFull
174DAIKIAI governance and compliance management software$1.6MOct 2024~$1.6M · SeedActiveLow
175Future AGIAI model evaluation and reliability platform$1.6MFeb 2025$1.6M · Pre-SeedActiveFull
176trailAI governance compliance management platform$1.6MJul 2024~$1.6M · SeedActiveLow
177Verno LabsOffensive security testing for AI agents$1.6MJan 2026$1.6M · SeedActiveFull
178Warden AIAI governance testing and compliance platform$1.5MJul 2025$1.5M · SeedActiveFull
179YRIKKAVision AI testing and adaptation for defense$1.5MApr 2025$1.5M · SeedActiveFull
180eRoun&CompanyAI model security and governance software$1.4MOct 2025$1.4MActiveFull
181Swept AIGoverned private AI workspace for insurers$1.4MAug 2025$1.4M · SeedActiveFull
182Repello AIAutomated AI red-teaming and guardrails$1.2MJun 2025$1.2M · SeedActiveFull
183KyvvuSecurity kernel for autonomous AI agents$1.2MAug 2026~$1.2M · SeedActiveLow
184SAIF AutonomySafety assurance software for autonomous systems$1.2MFeb 2025$1.2M · SeedActiveFull
185DeeployAI governance and monitoring$1.1MJun 2023Undisclosed · SeedActiveFull
186HardshellData leakage protection for AI knowledge bases$1.1MFeb 2026$1.1M · SeedActiveFull
187Inspeq AIAI governance and model risk platform$1.1MMay 2024$1.1M · SeedActiveFull
188LangWatchAI agent observability and evaluation platform$1.1MFeb 2025$1.1M · Pre-SeedActiveFull
189Molt AIAdversarial testing for AI models$1MAug 2026$1M · SeedActiveFull
190Holistic AIAI governance risk and compliance$745KMar 2024$745K · Venture roundActiveFull
Undisclosed
191AsenionAI compliance and control platformUndisclosed2026Undisclosed · SeedActiveLow
192Adversa AIAI adversarial testing and red teamingUndisclosedDec 2021Undisclosed · Pre-SeedActiveLow
Showing 20 of 192 startups
  1. Minimum: known rounds total $36M versus $44.5M reported in total.
Market grid of the top AI TRiSM startups and companies by segment: Who are the leading companies in AI TRiSM? (AI TRiSM Market, NewMarketPitch)

In our research about AI trust and risk tools, we turn what is vague and complex into simple, useful visuals. Market maps like this one show you at a glance where every startup stands.

Is Arena clearly the best-funded AI TRiSM startup?

Yes. Arena is clearly the best-funded AI TRiSM startup, with $450M raised, 1.9x the total of Alice in second place.

Arena reached that position with only 3 equity rounds. Its October 2026 Series B was $200M, the largest single round of any AI TRiSM startup, and came after a $100M seed round in May 2025 and a $150M Series A in January 2026. The company uses that capital to build independent evaluation infrastructure for frontier models and AI agents, including the Arena Alignment Index launched alongside the Series B.

Only 10 startups have raised at least $100M, so Arena has pulled away from most of the market. It can spend on research, data, infrastructure and distribution while many competitors are still working through early rounds.

Did Arena get to the top with one giant round?

No. Arena got to the top of AI TRiSM funding through three large rounds in quick succession, not one giant check.

The October 2026 Series B is the biggest of the three, and Arena's seed round in May 2025 was already the largest AI TRiSM round of that year. Investors kept increasing the size of their commitment as independent model and agent evaluation became more important to labs, developers and enterprises.

Arena was founded in 2025, so the speed is unusual. It reached the top with very few financings rather than slowly accumulating capital over a decade. Some AI infrastructure companies can now move from early funding to very large institutional rounds quickly when investors think they sit in a strategic layer.

Donut chart splitting the AI TRiSM market size between its main categories, with leading companies: What is the AI TRiSM market really made of? (AI TRiSM Market, NewMarketPitch)

Your time is limited. In our market report about AI trust and risk tools, we put numbers on each part of the market, so you can see where it makes sense to focus.

Is Alice the closest fundraising challenger to Arena?

Yes. Alice is the closest fundraising challenger to Arena, with $240M raised across 2 rounds.

Alice's most recent financing was a $140M round in August 2026. Bloomberg reported that the company works on protecting AI models from misuse and rogue behavior and that the round was led by Apax Digital with participation from SentinelOne and Samsung. Alice has built its total in only two disclosed equity rounds.

Arena still remains well ahead at 1.9x Alice's total. The comparison shows two expensive parts of AI TRiSM: independent evaluation on one side and deep AI safety and security on the other. Alice's funding says investors are willing to pay heavily for the security build-out before the market has fully matured.

Why has Zenity raised so much for AI agent security?

Zenity has raised $184M because investors see AI agent security as a new enterprise control layer, not a small add-on to existing cybersecurity.

The company sits third in total funding and raised a $125M Series C in August 2026 led by Norwest. Zenity says its platform is purpose-built for AI agents that work across finance, customer service, engineering, HR and other business workflows.

Autonomous agents create machine identities, access company data, call tools and execute actions. That forces security teams to handle discovery, policy, monitoring and intervention across a new class of software actor. Zenity now has enough capital to build product depth and global distribution before the category settles around a few large vendors.

Bar chart of the AI TRiSM market size year by year to 2036, with its growth rate: How much bigger can the AI TRiSM market get? (AI TRiSM Market, NewMarketPitch)

In our document detailing everything you need to know about AI TRiSM, we always try to gather several sources and make estimates that make sense, so you can work with solid numbers.

How much has HiddenLayer raised for AI security?

HiddenLayer has raised $156M for AI model and agent security, side by side with Onyx Security at $153M among the most heavily funded AI TRiSM companies.

HiddenLayer's September 2026 Series B was $100M and focused on securing generative, predictive and agentic AI, including runtime protection for coding agents. Onyx Security raised a $113M Series B in July 2026 and said revenue had grown fourfold in the four months since it emerged from stealth.

The similar totals hide different approaches. HiddenLayer covers a wider model-to-agent security surface, while Onyx focuses heavily on visibility, governance and runtime control for autonomous systems. Investors are still backing several architectures rather than choosing one clear winner.

How concentrated is AI TRiSM funding at the top?

AI TRiSM funding is highly concentrated by company count: only 10 of 192 startups have raised at least $100M.

Those ten include Arena, Alice, Zenity, HiddenLayer, Onyx Security, Noma Security, Arize AI, Braintrust, Protect AI and Neo Security. The remaining 182 companies, or 95% of the total, are below $100M.

That leaves a broad base of early companies and a very narrow group with enough capital to build large sales teams, deep research and enterprise integrations. The middle can be uncomfortable: startups there face heavily funded platforms above them and newer companies below them that can still move faster.

The table below shows the ten AI TRiSM startups with the largest total equity funding.

Company Total raised Last round Stage
Arena $450M $200M Series B
Alice $240M $140M undisclosed stage
Zenity $184M $125M Series C
HiddenLayer $156M $100M Series B
Onyx Security $153M $113M Series B
Noma Security $132M+ $100M Series B
Arize AI $131M $70M Series C
Braintrust $124M $80M Series B
Protect AI $108M $60M Series B
Neo Security $100M+ $75M+ Growth Equity

"+" means at least: some round amounts were not disclosed.

Comparison table of the tech offered by leading AI TRiSM companies: Which AI TRiSM vendor has the most complete tech today? (AI TRiSM Market, NewMarketPitch)

Our report covering the AI TRiSM market gets updated several times a month, so you always get the latest view of where things stand.

Is Noma Security still one of the best-funded AI security startups?

Yes. Noma Security remains one of the best-funded AI security startups, with at least $132M raised.

Its July 2025 Series B was $100M and was led by Evolution Equity Partners. Noma said ARR had increased more than 1,300% over the prior year and that it had customers across financial services, life sciences, retail and big technology. The company secures AI applications and agents across their lifecycle.

Noma still ranks sixth even though several companies around it raised large rounds more recently. That suggests it reached the scale-up phase earlier than many agent-security peers. Staying near the top will now depend less on old fundraising momentum and more on whether the business keeps converting that early lead into commercial scale.

How much did Arize AI and Protect AI raise before being bought?

Arize AI raised $131M and Protect AI $108M before larger companies bought them, enough to keep both among the ten best-funded AI TRiSM startups.

Arize's largest financing was a $70M Series C in February 2025, when it described evaluation and observability as infrastructure for reliable AI agents, and Dynatrace completed its purchase of the company in October 2026. Protect AI raised a $60M Series B in August 2024 and was later acquired by Palo Alto Networks, which integrated its capabilities into Prisma AIRS.

Those totals still tell us how much capital it took to build products that strategic buyers wanted. Palo Alto Networks explicitly connected Protect AI to model scanning, posture management, red teaming, runtime protection and agent security, so this was not a peripheral capability being folded into a larger platform.

Scorecard showing what sets the leading AI TRiSM company apart: Why might Palo Alto be winning AI security? (AI TRiSM Market, NewMarketPitch)

In our research about AI trust and risk tools, we look at what the winners do differently, so you can learn from the best instead of guessing.

Is Braintrust unusually well funded for an AI evaluation company?

Yes. Braintrust is unusually well funded for an AI evaluation company, with $124M raised across 4 rounds.

Its February 2026 Series B was $80M, led by ICONIQ. Braintrust describes its product as an observability layer for production AI and puts evaluation inside the full development and deployment workflow rather than treating it as a one-time audit.

That puts Braintrust eighth overall, ahead of many security and governance companies. Investors are clearly willing to fund evaluation as software infrastructure when it becomes part of how teams ship and monitor production AI every day.

Is Neo Security's $100M launch unusual even for AI security?

Neo Security's launch is unusual even for AI security, because the company came out of stealth with at least $100M of equity already raised.

Neo launched in July 2026 with funding from Andreessen Horowitz and Bessemer Venture Partners, plus Craft Ventures and Merlin Ventures. The company positions itself as a real-time control layer for agentic software, covering AI agents, AI-enabled applications, browsers, identities and traditional software gaining autonomous capabilities. Neo Security's most recent round, in July 2026, was a Growth Equity round of at least $75M.

Most AI TRiSM companies start with one modest seed round. Neo arrived with enough capital to build at a much larger scale from day one. That reduces financing risk but raises the bar for execution because a company funded like a later-stage platform has to prove product-market fit quickly.

Are most AI TRiSM startups still one-round companies?

Yes. Most AI TRiSM startups are still one-round companies: 116 of the 192 we track have raised only a single equity round.

That figure keeps the market's maturity in perspective. The top ten have raised nine-figure sums, but the median total is at least $8M and most companies have not yet returned for a second priced financing.

The category expanded quickly around AI agents, enterprise generative AI and model governance. The next test is simple: which companies can win enough enterprise adoption to raise again. Many others will be acquired, pivot, stay small or disappear.

Google Trends curve of worldwide searches over five years for the AI TRiSM market: More and more companies look up AI security, as AI-made attacks grow (AI TRiSM Market, NewMarketPitch)

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Which AI TRiSM startup has raised through the most rounds?

Fiddler AI has raised more equity rounds than any other AI TRiSM startup, with 6.

Founded in 2018, Fiddler has had more time than most agent-security startups to move from model monitoring into broader AI observability, governance and security. Its January 2026 Series C was $30M, and the company said revenue had grown more than 4x over the previous 18 months while it developed a control plane for compound AI systems.

A long funding history is not automatically better. Arena reached the top in only 3 rounds, while Neo reached at least $100M in 2. Fiddler simply shows the older path through this market: raise repeatedly, expand the product as AI changes, then attract a larger security platform. CrowdStrike announced in November 2026 that it plans to acquire Fiddler; until the deal closes, our ranking still shows Fiddler as an independent startup.

Is the money in AI TRiSM mostly going to American startups?

Mostly, yes, but Israel punches far above its weight in AI TRiSM: Alice, Zenity, Onyx Security and Noma Security are all Israeli, and all four sit in the top six by total funding.

The other leaders, from Arena and HiddenLayer to Braintrust, Arize AI, Protect AI and Neo Security, are American. Outside these two countries, the best-funded startup is Mindgard from the United Kingdom, ranked 28th.

The US combines frontier-model research, the largest enterprise software market and deep venture pools. Israel brings a dense cybersecurity ecosystem that maps naturally onto agent identity, runtime control and AI security. Across 20 countries, those two ecosystems currently stand out most clearly.

Comparison of what AI TRiSM survivors do and which companies missed it: What separates AI security survivors from failures? (AI TRiSM Market, NewMarketPitch)

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Are $100M rounds becoming normal for AI TRiSM startups?

No. $100M rounds are still exceptional in AI TRiSM even though several have happened lately.

The largest single AI TRiSM round is Arena's $200M Series B in October 2026. The largest round in 2025 was Arena's $100M seed round, while Protect AI had the largest round in 2024 at $60M and HiddenLayer led 2023 at $50M. In 2026, other very large financings included Alice at $140M, Zenity at $125M, Onyx Security at $113M and HiddenLayer at $100M.

That is a higher ceiling, not a new normal. Only 10 companies have raised at least $100M in total, and most startups still have one round. Nine-figure rounds remain concentrated around companies that investors think can own an important layer in evaluation, agent security or runtime control.

Are investors funding AI agent security more aggressively than governance software?

Yes. At the top of AI TRiSM, investors are putting much more money into agent security than into standalone governance software.

Zenity has raised $184M, HiddenLayer $156M, Onyx Security $153M and Noma Security at least $132M. Straiker has raised $85M after a $64M Series A in June 2026, and WitnessAI has raised $86M. Governance-focused Credo AI sits lower, with at least $39M, while many policy and compliance vendors remain in the single-digit or low-double-digit millions.

The reason is practical. Agent security protects systems that can execute actions, reach company data and interact with production infrastructure. Governance still matters, especially in regulated sectors, but spending often moves faster when the risk is active and operational. The product categories are also blending together as security vendors add discovery, policy and auditability.

Map of AI TRiSM business models with company logos: How do AI trust and risk vendors actually make money? (AI TRiSM Market, NewMarketPitch)

If you build or invest in the AI TRiSM market, you need to know which business models pay off now and which ones are fading. That's why our report covering it has a whole section on it.

Does AI evaluation still attract serious funding beside security?

It does. AI evaluation still attracts serious funding beside security, with Arena, Braintrust, Arize AI and Patronus AI all raising substantial capital.

Arena leads the entire market, and Arize AI and Braintrust both sit in the top ten. Patronus AI has raised $70M, and its June 2026 Series B of $50M pays for Digital World Models that predict how agents behave over very long workflows. Braintrust's February 2026 Series B was $80M, while Arize AI raised $70M in February 2025 for evaluation and observability infrastructure.

Testing becomes more valuable as AI applications become less deterministic and agents run longer workflows. Evaluation then moves into development, deployment and continuous monitoring. Security has more companies near the top, but evaluation has produced the single best-funded startup in the market.

How fresh is the capital behind the leading AI TRiSM companies?

The capital behind the leading AI TRiSM companies is very fresh: Arena, Alice, Zenity, HiddenLayer, Onyx Security, Braintrust and Neo Security all had their last round in 2026.

The whole market looks the same. 86 startups had their last round in 2026, compared with 57 in 2025, 39 in 2024, 6 in 2023 and only 4 before 2023.

The point is simple: investors are still actively backing the category. Security teams have not settled on one standard AI control stack yet, so vendors still have room to define how agent security, runtime controls and continuous evaluation should work.

Timeline of the events that pushed the AI TRiSM market forward, with their impact: What pushed AI TRiSM forward, year after year? (AI TRiSM Market, NewMarketPitch)

In our research about AI trust and risk tools, we like to show you the big picture. We know your time is precious, so we make every page quick to read and packed with as much learning as possible per minute.

Will most AI TRiSM startups end up being bought by bigger companies?

Not most so far, but plenty: 17 of the 192 AI TRiSM startups we track have already been acquired.

Buyers are going after the leaders too. Protect AI and Arize AI, two of the ten best-funded, now belong to Palo Alto Networks and Dynatrace, and CrowdStrike announced in November 2026 that it plans to buy Fiddler AI.

AI TRiSM may not produce dozens of independent public companies. Some startups will become large platforms, while others will become modules inside cybersecurity, cloud or enterprise software suites. Funding history still helps show which acquired companies were substantial venture-backed businesses rather than small acqui-hires.

So, which AI trust, risk and security startups have raised the most money?

Arena is the number one AI TRiSM startup by total equity raised, with $450M, followed by Alice at $240M and Zenity at $184M.

HiddenLayer has raised $156M, Onyx Security $153M, Noma Security at least $132M, Arize AI $131M, Braintrust $124M, Protect AI $108M and Neo Security at least $100M. Some are independent leaders and others have already been acquired, but all show how much capital can go into building a major AI control layer.

The market is splitting into two groups. A small set of companies can raise nine-figure totals, while most remain early. Agent security takes much of the biggest capital, but evaluation still matters at the very top because Arena leads the whole market.

The table below shows what we found.

Question Answer
Is there a clear AI TRiSM funding leader? Yes, Arena is far ahead of every other AI TRiSM startup. It has raised $450M across only 3 equity rounds. No other startup in this market comes close to that total.
How fast did Arena build its lead? Very fast, since its first round came only in May 2025. A $100M seed and a $150M Series A came first. The October 2026 Series B then pushed it far ahead.
Is Arena's lead safe from Alice? For now, yes, because Alice remains a distant second. Alice has raised $240M in only two disclosed rounds. Its August 2026 round, led by Apax Digital, was its biggest.
Is agent security attracting the biggest checks? Yes, agent security holds most places near the top. Zenity, HiddenLayer, Onyx Security and Noma Security each exceed $100M. Governance software raises far smaller amounts so far.
Is AI TRiSM funding broadly late-stage? No, only a thin layer of startups is well funded. Just 10 of the 192 startups have raised at least $100M. Most of the market is still raising its first rounds.
Do most startups ever raise a second round? Not yet, most are still one-round companies. 116 of the 192 startups have only one equity round. Winning a follow-on round is the next big test.
Which company has raised most often? Fiddler AI has raised more rounds than any rival. Founded in 2018, it has closed 6 equity rounds. CrowdStrike announced plans to buy it in November 2026.
Where do the best-funded startups come from? Mostly the United States, with Israel close behind. Alice, Zenity, Onyx Security and Noma Security sit in the top six. Israel's cybersecurity base maps neatly onto AI agent security.
Are $100M rounds normal now? No, nine-figure rounds are still the exception in this market. The biggest so far is Arena's October 2026 Series B. Most startups have raised far smaller amounts in total.
Can an evaluation company lead AI TRiSM? Yes, evaluation has already produced the best-funded startup here. Arena independently tests frontier models and AI agents. Braintrust and Arize AI also sit in the top ten.
Who is buying AI security startups? Large security and software platforms are doing the buying. Palo Alto Networks bought Protect AI, and Dynatrace bought Arize AI. Specialist AI security is turning into a module of bigger suites.
Timeline of the founding years of the main AI TRiSM startups, from the first pioneers to the recent boom: How young are most AI TRiSM startups? (AI TRiSM Market, NewMarketPitch)

It's easy to get lost in the details. In our report covering the AI TRiSM market, we give you some perspective first, so you see the whole market before you make a move.

Our methodology

Our data runs through November 12, 2026. We define AI TRiSM as dedicated commercial technology that discovers, assesses, governs, monitors or enforces trust, risk, security and accountability controls over AI models, applications and autonomous agents. Companies on the border of the definition are included rather than left out when AI-specific customer-facing risk, security or assurance controls are material. Every company in the ranking is a startup under our definition, and companies that have since gone public, been acquired or shut down keep their place with their status shown; totals stop at the IPO or acquisition, with primary IPO proceeds included.

A total counts equity raised since founding, including every private equity round and the primary proceeds of an IPO. Debt, venture debt, grants, unconverted convertibles and SAFEs, post-IPO offerings and secondary share sales are excluded. A converted SAFE stays inside the round that absorbed it, duplicate reports of the same round are merged, and a "+" total is a minimum because at least one round has no public amount.

Rounds confirmed by a company announcement, a press article or a regulatory filing are counted in full. Where no article exists, a round is counted only when at least two recognised databases agree on its date (within one month) and amount (within 5%), and it is marked as low confidence; a round found in a single database stays in the company's history but is left out of totals. For companies that have raised more than $100M, every round counted is backed by an article.

Totals and valuations published by commercial databases such as Crunchbase and PitchBook are never used as our figure because they can mix debt, grants, unpaid commitments or estimates. Databases are never the only source of a figure we count in full, and a round found only in two agreeing databases is counted with low confidence. When a company or the press announces a different total, we keep our own sum of the equity rounds we can source, and the confidence level shows how much of each total rests on confirmed rounds.

A familiar company can rank lower than a press headline suggests because our total counts sourced equity only. We deliberately exclude debt, grants, secondaries and other capital that does not represent new equity financing, and we keep acquired companies in the historical ranking because the question is how much startup equity they raised before the exit. This article therefore covers each company's whole funding history through the data date, unlike our separate funding-trend articles that focus on recent periods.

Key sources include Arena's $200M Series B and evaluation strategy., Alice's $140M financing and investor context., Zenity's $125M Series C and agent-security positioning., HiddenLayer's $100M Series B and product expansion., Onyx Security's $113M Series B and revenue growth., Noma Security's $100M Series B and ARR growth claim., Arize AI's $70M Series C and evaluation strategy., Braintrust's $80M Series B and production-AI focus., Protect AI acquisition and integration into Prisma AIRS., Dynatrace's completed acquisition of Arize AI in October 2026., Neo's $100M launch funding and agentic software control strategy., Straiker's $64M Series A and enterprise agent-security focus., WitnessAI's $58M financing and enterprise AI security., Patronus AI's $50M Series B and simulation strategy., Fiddler's Series C, control-plane positioning and growth., CrowdStrike acquisition announcement for Fiddler., AIUC's $40M Series A and assurance model., Mindgard's $30M Series A and offensive AI-security research., and Geordie AI's $30M Series A and enterprise agent governance..

Radar map of the AI TRiSM market showing which companies count as part of it, which sit on its edge and which stay outside: What counts as AI TRiSM, and what falls outside? (AI TRiSM Market, NewMarketPitch)

In our research about AI trust and risk tools, we try to remove everything that could confuse you, especially if you're investing or building in this market.