Mirror Security Discover vs TrojAI Detect: Side-by-Side Comparison (2026)

Mirror Security Discover: Continuous vulnerability scanning for GenAI systems and LLM applications. built by Mirror Security. Core capabilities include Continuous vulnerability scanning for GenAI systems, Prompt injection attack detection, PII leak detection..

TrojAI Detect: AI red teaming and pentesting tool for detecting security flaws in AI models. built by Troj AI. Core capabilities include Automated AI red teaming and penetration testing, 150+ built-in security and safety tests, Custom test creation capabilities..

Both serve the AI Red Teaming market but differ in approach, feature depth, and target audience.

Mirror Security Discover differentiates with Continuous vulnerability scanning for GenAI systems, Prompt injection attack detection, PII leak detection. TrojAI Detect differentiates with Automated AI red teaming and penetration testing, 150+ built-in security and safety tests, Custom test creation capabilities.

Mirror Security Discover is developed by Mirror Security. TrojAI Detect is developed by Troj AI. Vendor maturity, funding stage, and team size can be important factors when evaluating long-term viability and support quality.

Mirror Security Discover and TrojAI Detect serve similar AI Red Teaming use cases: both are AI Red Teaming tools. Review the feature comparison above to determine which fits your requirements.