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Responsible AI use — operational guardrails

Primary statement

Responsible AI use per ISO 42001 A.9.2 (processes for responsible use) + A.9.3 (objectives) + DPDPA purpose limitation + accuracy + retention cap + MeitY + EU AI Act + NIST AI RMF MANAGE. Acceptable-use boundaries, human oversight expectations, fairness thresholds, monitoring during use.

Audit-fatigue payoff

A unified responsible-use specification — acceptable-use boundaries + human oversight + fairness thresholds + monitoring during use — satisfies responsible-use requirements across all 5 contributing frameworks.

Strictness matrix

Scope
Scope: ALL deployed AI systems — operational guardrails apply across the use lifecycle. Ceiling source: iso42001:A.9.2 Rationale: ISO 42001 A.9.2 universal scope is the foundational specification.
Threshold
Threshold: documented responsible-use objectives (fairness thresholds, human-in-the-loop, acceptable-use boundaries). Measurable objectives are the operational threshold. Ceiling source: iso42001:A.9.3 Rationale: ISO 42001 A.9.3 measurable objectives is the audit-defensible threshold.
Method
Method: processes for responsible use documented + human oversight expectations + acceptable-use boundaries + fairness thresholds + monitoring during use + integration with DPDPA purpose limitation and accuracy obligations. Ceiling source: iso42001:A.9.2 Rationale: ISO 42001 A.9.2 + A.9.3 + DPDPA combined are most prescriptive.
Frequency
Use objectives review: annual + on material change. Monitoring: continuous. Ceiling source: iso42001:A.9.3 Rationale: Annual review with continuous monitoring is the cadence.
Evidence
Evidence: responsible-use processes documented + objectives + monitoring evidence + integration with broader controls. Ceiling source: iso42001:A.9.2 Rationale: ISO 42001 A.9.2 evidence is comprehensive.

Auditor test pattern

Step 1: Inspect responsible-use procedures. Step 2: Verify measurable objectives. Step 3: Sample 1 AI system; verify human oversight + acceptable-use boundaries. Step 4: Verify monitoring during use.

Common findings

Common findings: (1) Responsible-use policy aspirational, not operational; (2) Fairness thresholds not measurable; (3) Human oversight theoretical; (4) Monitoring during use absent.