Key features
Core capabilities each platform advertises.
- Shadow AI discovery
- Data flow monitoring
- Sensitive data blocking
- Enterprise AI governance
- Security policy enforcement
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Updated March 27, 2026
Discovers all AI tools in use across an enterprise, monitors data flows in real time, and lets security teams block sensitive data from unauthorized AI.
Snyk is the developer-first security platform with deep AI security capabilities. Snyk for AI (evolved from DeepCode) scans code, dependencies, containers, and infrastructure-as-code for AI-specific vulnerabilities. Developers use Snyk to detect insecure model loading, prompt injection risks, and vulnerable ML library dependencies directly in their IDE and CI/CD pipelines. The most widely adopted security tool among AI developers.
Core capabilities each platform advertises.
What each tool does well, and the limitations to keep in mind.
Pros
Cons
Pros
Cons
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Respan lets you trace LLM and agent calls across any model or framework, A/B test prompts on production traffic, and route requests across 500+ models through one gateway.
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