AI Security Tools
Vulnerability scanning, model security, data privacy, and compliance automation.
Snyk
Developer-first vulnerability scanning with AI fix suggestions.
- Deep dependency scanning
- AI-powered fix suggestions
- Developer-friendly integrations
Best AI Security Tools for Compliance (2026)
Review method
See how AES Tech scores output quality, workflow fit, value, trust and buyer friction.
Affiliate disclosure
Commercial links are disclosed and do not change rankings, ratings or verdicts.
Control-to-policy map
Map SOC 2, ISO 27001, ISO 42001 and PCI DSS controls to policy templates and evidence.
Snyk
AI-powered vulnerability scanning for code and dependencies.
GitHub Advanced Security
Code scanning, secret scanning, and dependency alerts in GitHub.
Checkmarx One
Enterprise-grade SAST, SCA, and secrets scanning in one platform.
Lakera
AI-specific security testing for LLM applications.
Giskard AI
Open-source AI testing platform for model security and quality.
IBM watsonx.governance
Enterprise AI governance and monitoring at scale.
OneTrust
Data privacy and AI governance platform for regulated industries.
Privacera
AI-powered data privacy and access governance for cloud data.