Tag
benchmarking
Safeguard articles tagged "benchmarking" — guides, analysis, and best practices for software supply chain and application security.
2 articles
Application Security
Can an LLM find the same bug twice? What repeatability benchmarking reveals
In a 300-run benchmark, the best LLM scanner hit 75.4% F1 while a deterministic SAST baseline hit 100% — but the real story is in what varies between runs.
Jul 7, 20266 min read
Security Strategy
Security Maturity Benchmarking: How to Measure Against Your Peers
Security maturity models provide structure, but benchmarking against peers provides context. Here is how to build a meaningful security maturity benchmark without falling into common traps.
Jun 15, 20236 min read