LLM Benchmarks Fail To Measure SOC Needs

SentinelLabs researchers argue in a new analysis that current LLM cybersecurity benchmarks fail to measure operational priorities for security operations centers, such as faster detection, reduced containment time, and robust decision-making under pressure. The piece details gaps in common evaluation metrics and calls for benchmark redesign to reflect time-to-detect, containment duration, and decision-quality measures relevant to SOC workflows.