Mirror Security Discover is a commercial ai red teaming tool by Mirror Security. TrojAI Detect is a commercial ai red teaming tool by Troj AI. Compare features, ratings, integrations, and community reviews side by side to find the best ai red teaming fit for your security stack.
CST VerdictBased on our analysis of NIST CSF 2.0 coverage, core features, company size fit, deployment model, here is our conclusion:
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.
Enterprise security teams building LLM applications need TrojAI Detect because it tests AI models for the vulnerabilities that traditional pentesting misses: prompt injection, jailbreaking, and data poisoning at scale. The 150+ built-in tests plus custom test creation means your team can stress models against real attack patterns without hiring dedicated AI red teamers. Skip this if your organization hasn't deployed large language models in production yet; the tool assumes you're already shipping AI and need to validate it didn't inherit security blind spots.
Continuous vulnerability scanning for GenAI systems and LLM applications
AI red teaming and pentesting tool for detecting security flaws in AI models
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Common questions about comparing Mirror Security Discover vs TrojAI Detect for your ai red teaming needs.
Mirror Security Discover: Continuous vulnerability scanning for GenAI systems and LLM applications. built by Mirror Security. headquartered in Ireland. 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. headquartered in Canada. 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.
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