F5 AI Red Team vs Mirror Security Discover: Side-by-Side Comparison (2026)

Mirror Security Discover

Security teams shipping LLM applications into production need Mirror Security Discover because prompt injection and model extraction attacks require continuous scanning tuned specifically for generative AI, not retrofitted from traditional application security tools. The platform integrates directly into CI/CD pipelines and tests RAG workflows and agentic behaviors that static analysis misses, mapping findings to NIST and MITRE ATLAS frameworks for risk quantification. Skip this if your primary concern is securing pre-trained models you're only consuming through APIs; Discover is built for teams building with and fine-tuning their own models.