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An Open Benchmark for AI in Cybersecurity Operations.

23 starsPython

SOCBench – an open benchmark for AI on SoC tasks

by krmayankb·Jul 7, 2026·4 points·0 comments

AI Analysis

●●SolidBig BrainNiche Gem

Ablation testing isolates tool vs playbook contribution in AI security evals.

Strengths
  • Four personas with persona-scoped read-only tools for realistic SOC scenarios
  • Deterministic content-addressed NetFlow indexes enable reproducible benchmarks
  • tools_off and playbooks_off ablation shows what actually drives performance
Weaknesses
  • Alpha status with limited real-world validation on production SOC data
  • NetFlow-only focus misses endpoint logs, alerts, and other SOC data sources
Category
Target Audience

Security teams, AI researchers, SOC analysts

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MLCommons · HELM · Security AI benchmarks

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