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AI Management System – Policy & Impact Assessment

AI policy + AI system impact assessment

ISO & ComplianceStandardiso42001management

How to use: The AI impact assessment is the AIMS analog of a DPIA. The human-oversight level (in/on/out of loop) is the decision everything else hangs on.

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AI Management System – Policy & Impact Assessment

ISO/IEC 42001:2023 (AIMS) – the AI management standard. Two artifacts here: the AI policy + the AI system impact assessment (the AIMS analog of a DPIA, per Annex A controls).

FieldValue
Document IDDOC-AIMS-NNN
AI systemname/version
OwnerAI governance lead
DateYYYY-MM-DD

Part A – AI policy commitments

  1. AI systems are developed/used responsibly: fairness, transparency, accountability, safety, privacy.
  2. AI risk is assessed before deployment and monitored continuously.
  3. Human oversight level is defined per system and enforced.
  4. Roles and responsibilities for AI governance are assigned.
  5. Legal obligations (AI Act, sector rules) are tracked and met.

Part B – AI system impact assessment

B.1 System description

  • Purpose, users, affected stakeholders
  • Model type, data sources, decision autonomy level
  • Deployment context (internal / customer-facing / regulated domain)

B.2 Risk classification

DimensionAssessmentRating
Impact on individuals' rightsdecisions about people?H/M/L
Safety impactphysical harm possible?
Scalenumber of people affected
Autonomyhuman-in/on/out-of-loop
Data sensitivitypersonal/special category data

B.3 Impact analysis

Impact areaDescriptionLikelihoodSeverityMitigation
Fairness/biasgroup disadvantagebias testing
Transparencyexplainability to subjectsmodel cards
Privacydata exposureDPIA link
Safetyharmful outputsguardrails, HITL
Securityadversarial attackred teaming

B.4 Controls & monitoring

ControlImplementationMonitoring metricReview
Human oversightreview step in workflowoverride ratemonthly
Performance drifteval harnessaccuracy deltacontinuous
Bias monitoringsubgroup metricsfairness deltaquarterly

B.5 Decision

  • Deploy as assessed
  • Deploy with conditions
  • Not acceptable – redesign

Approved: ____________ Date: ________

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