SCP + SCS: ISO 42001 Alignment¶

AI Management Systems Standard¶

Supervisory Control Plane — Ohana AI Strategy & Systems Architecture Contact: info@ohana-tech.com | supervisoryplane.com

What ISO 42001 Is¶

ISO/IEC 42001:2023 is the international standard for AI Management Systems (AIMS). Structured like ISO 27001 but for AI, it provides a framework for establishing, implementing, maintaining, and continually improving responsible AI governance within an organization.

Certification is voluntary. The framework is rapidly becoming the de facto standard for enterprise AI procurement — a credible alternative to waiting for regulatory clarity. Organizations with an AIMS can demonstrate governance maturity to customers, partners, and regulators before specific AI regulations take effect.

SCS + SCP provide the operational infrastructure for an ISO 42001 AIMS. SCS is the documentation and policy layer; SCP is the runtime enforcement and audit layer.

Clause-Level Alignment¶

Clause 6 — Planning¶

Requirement	SCS / SCP Coverage
6.1 — Actions to address risks — Identify AI-related risks and plan mitigations	SCS bundles encode risk policies as versioned, auditable artifacts. Risk mitigations are explicit, documented, and version-controlled — not implicit in model behavior.
6.2 — AI objectives — Establish measurable AI governance objectives	SCP audit data provides the measurement layer: policy adherence rates, intent violations, context delivery metrics. Objectives can be tracked against actual agent behavior.

Clause 8 — Operation¶

Requirement	SCS / SCP Coverage
8.1 — Operational planning and control — Implement processes to meet requirements	SCP is the operational control: policies defined in SCS bundles, enforced at runtime via the control plane.
8.2 — AI system impact assessment — Assess potential impacts before deployment	SCS bundles document the policies and constraints applied to each AI system before deployment. The bundle is the impact assessment artifact — what the agent was told, what it was prohibited from doing, what it was required to do.
8.4 — AI system life cycle — Manage AI systems across their lifecycle	SCS semantic versioning supports lifecycle management: draft → versioned → deprecated. Each version is immutable. Lifecycle transitions are logged with provenance.

Clause 9 — Performance Evaluation¶

Requirement	SCS / SCP Coverage
9.1 — Monitoring, measurement, analysis — Monitor AI system performance against objectives	SCP audit trails provide the monitoring substrate: every agent interaction logged with agent identity, role, context delivered, intent, and timestamp. Queryable post-hoc.
9.2 — Internal audit — Conduct periodic audits of the AIMS	SCP's audit log is the audit evidence. Any context request can be replayed: what agent, what role, what policies were active, what SCDs were delivered — at any historical point.

Clause 10 — Improvement¶

Requirement	SCS / SCP Coverage
10.1 — Continual improvement — Improve the AIMS over time	SCS bundles are updated via a controlled change process: new versions require provenance (who changed it, when, why). Changes propagate to all agents immediately without retraining. Improvement is documented and traceable.

Annex A Controls Alignment¶

ISO 42001 Annex A defines 38 controls across 12 domains. SCS and SCP directly address the following:

Control Domain	Annex A Reference	SCS / SCP Coverage
Policies for AI	A.2	SCS bundles encode AI policies as structured YAML — versioned, validated against schema, with provenance. Policy is explicit, not inferred from training data.
AI system life cycle	A.6	SCS versioning: draft → versioned → deprecated, with semantic versioning and immutable locked bundles.
Data for AI systems	A.7	SCS provenance fields record who created and updated each policy document, when, and the review status.
Information for interested parties	A.8	SCP audit logs provide a complete, queryable record of what each AI system was told and when. Evidence available for regulators, auditors, and customers on request.
Use of AI systems	A.9	SCP enforces intent validation at runtime — agents are restricted to their registered allowed intents. Unauthorized use is blocked, not just logged.
Documentation	A.11	SCS is a documentation standard. Every governance artifact is structured, versioned, and machine-readable. Bundles are the technical documentation of AI system governance.
Incident management	A.12	SCP audit logs support incident investigation: reconstruct exactly what context an agent had at any point in time, identify policy gaps, trace decision chains.

The Combined Stack¶

Layer	Component	ISO 42001 Role
Policy documentation	SCS bundles	Annex A.2, A.6, A.7, A.11 — the documented AIMS artifact layer
Runtime enforcement	SCP control plane	Clause 8.1, A.9 — operational control of AI system behavior
Audit infrastructure	SCP audit logs	Clause 9.1, 9.2, A.12 — monitoring, measurement, audit evidence
Change management	SCS versioning + provenance	Clause 10.1, A.6 — controlled improvement with traceability

What SCS + SCP Do Not Cover¶

ISO 42001 is a management system standard — it requires organizational commitment, leadership accountability, competence management, and stakeholder communication in addition to technical controls. SCS and SCP address the technical infrastructure layer of an AIMS. An organization pursuing ISO 42001 certification also needs:

Executive AI governance policy and leadership accountability (Clause 5)
Documented competence and training programs (Clause 7.2)
Stakeholder communication plan (Clause 7.4)
Management review process (Clause 9.3)
Formal certification audit by an accredited body

SCP handles the parts of ISO 42001 that require infrastructure. The organizational and process elements require internal commitment.

Summary¶

An organization deploying SCP for AI agent governance has the technical infrastructure required for ISO 42001 Clauses 8, 9, and the Annex A controls covering policy documentation, operational control, audit evidence, and incident management. This is the majority of the technical work required for AIMS certification.

For a healthcare organization using AI in prior authorization: SCP provides audit infrastructure that simultaneously addresses EU AI Act Article 12 (automatic logging), HIPAA §164.312(b) (audit controls), and ISO 42001 Clause 9 (performance evaluation) — from a single deployment.