Agent Wiz vs HiddenLayer AI Detection & Response: Side-by-Side Comparison (2026)

Agent Wiz

Security teams building or auditing multi-agent AI systems need Agent Wiz for threat modeling that actually maps agent interactions rather than treating them as black boxes. The CLI-first design means you can integrate threat visualization into CI/CD pipelines and version control your attack surface as agents evolve, which traditional threat modeling tools cannot do. The free pricing removes friction for teams still figuring out AI security posture. Skip this if you're looking for runtime detection or monitoring of agents in production; Agent Wiz stops at the design phase.

HiddenLayer AI Detection & Response

Mid-market and enterprise security teams deploying multiple LLM vendors need HiddenLayer AI Detection & Response because it's the only tool that catches prompt injection and model tampering in real time across OpenAI, Anthropic, Azure, and other major platforms simultaneously. The vendor maps findings directly to MITRE ATLAS and OWASP LLM Top 10, which means your threat intelligence and incident response workflows actually connect to AI-specific attack patterns instead of forcing analogs from traditional AppSec. Skip this if your organization treats generative AI as an experimentation layer rather than a production dependency; the real value emerges only when you're managing autonomous agents or running LLMs at scale.