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aisecurity.llc

Boardroom-to-Backlog Gap

Executive AI risk narratives often fail to translate into named controls, owners, and evidence artifacts.

Execution translation failure

What this finding measures

Internal / Teaser Only

Executive AI risk narratives often fail to translate into named controls, owners, and evidence artifacts.

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

Translation maturity

Operating model signal

Chart targets

  • chart_boardroom_to_backlog_gap
  • chart_evidence_artifact_frequency
  • chart_survey_control_maturity
  • chart_survey_board_pressure
  • chart_survey_ownership_by_persona
  • chart_survey_leader_misunderstanding

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

Clear

Evidence charts

Current chart outputs for this finding

Evidence Gap

Framework Mention Volume by Category and Period

How often each governance/security framework category appears in job descriptions over time — showing where boardroom language concentrates.

export.v_chart_framework_vs_evidence_gap_bar
Source: export.v_chart_framework_vs_evidence_gap_bar
Based on analyzed job-description signals, not proof of any individual company's internal security maturity.

Chart ID: chart_boardroom_to_backlog_gap

Source: export.v_chart_framework_vs_evidence_gap_bar

Evidence Gap

Framework Mention Frequency in 2026 Job Postings

Which specific frameworks appear most in 2026 security engineering jobs — proxy for where evidence and compliance language clusters.

export.v_chart_control_framework_coverage
Source: export.v_chart_control_framework_coverage
Based on analyzed job-description signals, not proof of any individual company's internal security maturity.

Chart ID: chart_evidence_artifact_frequency

Source: export.v_chart_control_framework_coverage

AI Security Control Maturity — Leadership Self-Assessment

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Board-Level AI Security Pressure (CISOs)

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AI Security Ownership — Each Persona's Perception

No rows matched current filters or export rows are not populated yet.

What Leaders Most Misunderstand About AI Security (Practitioners)

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Recommended actions

What leaders should do next

Map strategic risk statements to backlog items with owners.
Set evidence requirements at planning time.
Review remediation closure as a governance KPI.

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

Evidence library →