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AI Security

Securing AI/ML systems, models, pipelines, and defending against AI-driven threats.

18 companies ranked by Innovation Matrix score.

77 /100

Palo Alto Networks (Prisma AIRS)

Major cybersecurity incumbent's unified AI security platform (Prisma AIRS) for discovering, assessing and protecting AI models, agents and…

Meaningful Innovator AI Security
77 /100

Zenity

Governance and security platform for AI agents and low-code/no-code development, securing agent identity, permissions and behavior across the…

Meaningful Innovator AI Security
73 /100

Cisco AI Defense (Robust Intelligence)

AI security product line built on Robust Intelligence's algorithmic red-teaming and AI Firewall technology, now integrated into Cisco's…

Meaningful Innovator AI Security
72 /100

Lakera

LLM security platform providing prompt-injection detection and real-time guardrails for generative AI applications, acquired by Check Point.

Meaningful Innovator AI Security
72 /100

HiddenLayer

AI security platform unifying ML supply-chain scanning, runtime defense, posture management and automated red-teaming for enterprise AI systems.

Meaningful Innovator AI Security
72 /100

Protect AI (now part of Palo Alto Networks)

AI/ML security company (model scanning, MLSecOps, AI-SPM) acquired by Palo Alto Networks for $634.5M and folded into Prisma…

Meaningful Innovator AI Security
70 /100

Microsoft (AI Security portfolio)

Major cloud/software incumbent extending its Purview, Defender and Security Copilot products to cover AI-specific data-security, posture and threat-detection…

Meaningful Innovator AI Security
68 /100

Prompt Security (now part of SentinelOne)

Runtime GenAI and agentic-AI security company preventing AI-related data leakage and protecting AI agents, acquired by SentinelOne for…

Incremental Innovator AI Security
65 /100

Aim Security (now part of Cato Networks)

Platform governing and securing enterprise adoption of generative AI applications, acquired by Cato Networks at a reported $350M…

Incremental Innovator AI Security
63 /100

Mindgard

Academic-spinout AI red-teaming platform providing continuous automated testing, shadow-AI discovery and real-time threat protection for AI systems.

Incremental Innovator AI Security
63 /100

Noma Security

AI security posture management (AI-SPM) platform for continuous discovery, risk prioritization and attack simulation across enterprise AI systems.

Incremental Innovator AI Security
62 /100

WitnessAI

Unified AI security and governance platform enforcing behavioral-intent-based policy control to block prompt injection and unsafe agent actions.

Incremental Innovator AI Security
60 /100

CalypsoAI

AI security validation and guardrail platform for testing, monitoring and governing enterprise LLM deployments, acquired by F5 in…

Incremental Innovator AI Security
58 /100

Google (Cloud Security AI portfolio)

Major cloud incumbent applying its Secure AI Framework and Google Cloud security products, including Model Armor, to protect…

Incremental Innovator AI Security
55 /100

Cranium AI

AI security and governance platform, incubated inside KPMG, that maps and monitors enterprise AI/ML environments against adversarial and…

Incremental Innovator AI Security
52 /100

Adversa AI

Bootstrapped AI red-teaming and adversarial-vulnerability research firm offering continuous red-teaming for agentic AI and coding-agent security.

Incremental Innovator AI Security
50 /100

Giskard

Open-source and open-core platform for testing, evaluating and red-teaming LLMs and AI agents, aimed at pre-deployment quality and…

Incremental Innovator AI Security
48 /100

Pillar Security

Early-stage platform securing AI applications and infrastructure across the full AI lifecycle, from development through production.

Emerging / Unranked AI Security