One-Liner
A commercial benchmarking service rating AI coding assistants on vulnerability introduction rates — sold to enterprise security teams evaluating which AI coding tools to approve.
AI Thinking Process
Impossibility Negation: 'You can't independently verify the security quality of AI-generated code without reviewing every line.' Multi-agent coding mainstream Feb 2026. Volume exceeds human review. G058 analysis: Copilot/Cursor revenue depends on adoption, not security metrics — cannot publish vulnerability rates.
Independent security benchmark for AI coding tools. Enterprise CISO as primary buyer, AI coding vendors as certification fee buyers.
Web search confirmed no 2026 independent security benchmarks beyond SWE-bench productivity metrics. Comparisons focus on functionality, not security ratings.
SURVIVED Pass 1 at 43%. Timing concern: are enterprises far enough along in evaluation for a benchmarking service? Biggest worry: TIMING question.
Historical duplicate check: no match in idea history. NOT DUPLICATE — proceeds to deepening.
CRITICAL FIND: BaxBench (ETH Zurich/UC Berkeley/INSAIT) — open source on Hugging Face, 392 security-critical tasks, 14 frameworks, 6 languages. Veracode: 100+ models tested, 45% failure rate, 10,000+ enterprise customers. Opsera: 250K+ developers, 15-18% more vulnerabilities in AI code. Checkmarx: 2026 evaluation criteria published. Aikido Security: 2026 report, 450 developers surveyed.
KILLED IN DEEPENING: BaxBench provides open-source methodology. Veracode already published comprehensive data. Methodology public + data at scale + CISO trust + enterprise distribution = impossible for startup benchmark to compete. Feature gate triggered.
Kill Reason
BaxBench (ETH Zurich/UC Berkeley, open source) already provides the methodology on Hugging Face. Veracode tested 100+ models and found 45% security failure rate with 10,000+ enterprise customers. Opsera analyzed 250K+ developers. Checkmarx published 2026 evaluation criteria. The security vendor ecosystem is filling this category as a feature of their existing products.
Risk Analysis
Risk analysis available for latest engine ideas.
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