Agent Wiz vs Oligo Runtime AI Security: Side-by-Side Comparison (2026)

Short answer

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. Enterprise security teams protecting agentic AI deployments need Oligo Runtime AI because it's built explicitly for detecting hijacked agents and model exfiltration, not bolted onto a generic runtime platform. The tool covers five NIST CSF 2.0 functions with particular strength in continuous monitoring and adverse event analysis, catching unsafe model configurations and untrusted components in real time. Skip this if you're still operating with static AI inventories or if you lack the AppSec bandwidth to manage security guardrails; Oligo assumes mature AI governance practices already exist.