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aisecurity.llc

The Framework Paradox

8 AI-native security frameworks tracked. 5 are document-only. Only 3 are machine-readable. 42 heuristic crosswalk rows across MITRE ATLAS, NIST AI RMF, and OWASP LLM Top 10 — none are natively integrated into CI/CD pipelines, security tooling, or automated evidence collection. The Compliance Reflex (108:1 legacy vs AI-native) is not stubbornness: it's structural. When AI-native frameworks exist only as PDFs with no automation integration and no audit-trail format, practitioners implement what they can actually implement. The standards bodies meant to displace legacy frameworks are too immature to do so.

Governance-implementation structural failure

What this finding measures

Internal / Teaser Only

8 AI-native security frameworks tracked. 5 are document-only. Only 3 are machine-readable. 42 heuristic crosswalk rows across MITRE ATLAS, NIST AI RMF, and OWASP LLM Top 10 — none are natively integrated into CI/CD pipelines, security tooling, or automated evidence collection. The Compliance Reflex (108:1 legacy vs AI-native) is not stubbornness: it's structural. When AI-native frameworks exist only as PDFs with no automation integration and no audit-trail format, practitioners implement what they can actually implement. The standards bodies meant to displace legacy frameworks are too immature to do so.

Based on analyzed job-description signals, not proof of any individual company’s internal security maturity.

Machine-readable AI security frameworks

3 of 8 — rest are document-only

Chart targets

  • chart_external_framework_intel_asset_modality
  • chart_external_framework_intel_crosswalk_density
  • chart_external_framework_intel_control_coverage
  • chart_external_framework_intel_retrieval_status

Active filters: period=all, industry=all, seniority=all

Clear

Evidence charts

Current chart outputs for this finding

chart_external_framework_intel_asset_modality

Chart contract is missing from the public chart catalog.

chart_external_framework_intel_crosswalk_density

Chart contract is missing from the public chart catalog.

chart_external_framework_intel_control_coverage

Chart contract is missing from the public chart catalog.

chart_external_framework_intel_retrieval_status

Chart contract is missing from the public chart catalog.

Recommended actions

What leaders should do next

Invest in machine-readable control definitions before requiring framework compliance.
Treat framework crosswalk heuristics as directional guidance, not equivalence claims.
Lobby standards bodies for automation-first framework formats.

Browse the full citation library for supporting research and source quotes.

Evidence library →