How to Benchmark AI Security Tools: Evaluation Methodology for 2026

Choosing an AI security tool without a structured evaluation methodology is expensive guesswork. This guide covers the metrics that matter, the pitfalls of vendor benchmarks, and a reproducible evaluation framework.