aisecurity.llc
The Evidence Gap
Governance language often appears before engineering evidence language such as eval outputs, telemetry, and remediation proof.
Governance-to-execution gap
What this finding measures
Governance language often appears before engineering evidence language such as eval outputs, telemetry, and remediation proof.
Use as a primary report finding with methodology caveat.
Evidence readiness
Execution hinge
Chart targets
- chart_evidence_gap_framework_vs_evidence
- chart_governance_vs_engineering_matrix
- chart_survey_ownership_gap
- chart_survey_control_maturity
- chart_survey_leadership_blockers
- chart_survey_practitioner_gap
Active filters: period=all, industry=all, seniority=all
Evidence charts
Current chart outputs for this finding
Finding Evidence
Framework Mentions Versus Evidence Mentions
Governance/framework language compared with operational evidence language.
Spec title: Framework Mentions Versus Evidence Mentions
Chart ID: chart_evidence_gap_framework_vs_evidence
Source: v_framework_evidence_benchmarks
Caption: This chart compares framework references with evidence-artifact references.
Chart caveat: Framework language is a public role signal, not proof of implemented governance.
Deck note: Use this chart for governance-to-engineering discussion.
Evidence Gap
Framework Mention vs Control Evidence Gap by Category
Gap between framework mentions in job postings and actual control/evidence language, by framework category.
Chart ID: chart_governance_vs_engineering_matrix
Source: export.v_chart_framework_vs_evidence_gap_bar
Survey Research
AI Security Ownership — Who Holds It?
Cross-persona distribution: who currently owns AI security in your organization? (select all that apply).
Chart ID: chart_survey_ownership_gap
Source: survey_aggregate.cross_persona.ownership_distribution
Caption: Ownership fragmentation: % reporting each category of current AI security ownership.
Chart caveat: Multi-select question — percentages sum to more than 100%.
Deck note: Ownership fragmentation is the most-cited blocker across all four personas.
AI Security Control Maturity — Leadership Self-Assessment
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What Is Blocking AI Security Progress? (CISOs)
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Where Is the Biggest Gap? (Practitioners)
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Recommended actions
What leaders should do next
Browse the full citation library for supporting research and source quotes.
Evidence library →