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The Compliance Reflex

Legacy compliance frameworks dominate AI-security hiring language by roughly 108:1 versus AI-native governance frameworks.

Legacy framework dominance

What this finding measures

Internal / Teaser Only

Legacy compliance frameworks dominate AI-security hiring language by roughly 108:1 versus AI-native governance frameworks.

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

Legacy vs AI-governance ratio

108:1

Chart targets

  • chart_compliance_reflex_framework_split
  • chart_survey_top_risks
  • chart_survey_distinct_discipline
  • chart_survey_risk_by_persona
  • chart_survey_discipline_by_persona

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

Clear

Evidence charts

Current chart outputs for this finding

chart_compliance_reflex_framework_split

Chart contract is missing from the public chart catalog.

chart_survey_top_risks

Chart contract is missing from the public chart catalog.

chart_survey_distinct_discipline

Chart contract is missing from the public chart catalog.

chart_survey_risk_by_persona

Chart contract is missing from the public chart catalog.

chart_survey_discipline_by_persona

Chart contract is missing from the public chart catalog.

Recommended actions

What leaders should do next

Pair compliance framework requirements with AI-native control requirements.
Require explicit AI-evaluation and agent-control language in requisitions.
Use framework mix as a hiring-quality diagnostic.

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

Evidence library →