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SCP Compliance Mapping

EU AI Act · HIPAA · ISO 42001

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


EU AI Act — High-Risk AI Requirements

Healthcare AI systems performing clinical or administrative functions (including prior authorization) are classified as high-risk under the EU AI Act. Full compliance is required by August 2, 2026.

Requirement Article SCP Coverage
Automatic logging — AI systems must generate logs that allow for post-hoc auditing of decisions Art. 12 Every context request is logged with agent identity, role, SCDs delivered, timestamp, and request ID. The log is immutable and queryable.
Risk management system — Continuous, documented process identifying and mitigating risks Art. 9 SCS bundles encode your risk policies as versioned YAML artifacts. Governance is explicit, not embedded in model weights.
Technical documentation — System must be documented before deployment Art. 11 SCS bundles are the technical documentation. Every policy, constraint, and compliance requirement is written down in a structured, versioned format before agents are deployed.
Human oversight — Humans must be able to oversee, understand, and intervene in AI decisions Art. 14 SCP's policy layer is human-controlled. Humans define what context agents receive. Governance updates are immediate and don't require retraining.
Transparency — Users must know what the AI knew Art. 13 Any context request can be replayed: what agent, what role, what policies were active, what SCDs were delivered — at any historical point.
Data governance — Governance over training and operational data Art. 10 SCS provenance fields record who created and updated each policy, when, and why. Every governance artifact has an owner and a history.

EU AI Act status for SCP deployments: SCP provides the automatic logging infrastructure (Art. 12), technical documentation layer (Art. 11), and human oversight mechanism (Art. 14) required for high-risk AI compliance. Deployers are responsible for registering their systems in the EU high-risk AI database and appointing a responsible person.


HIPAA — Technical Safeguard Requirements

For AI agents accessing or processing Protected Health Information (PHI), HIPAA Technical Safeguards apply.

Requirement HIPAA Reference SCP Coverage
Audit controls — Hardware, software, and procedural mechanisms to record and examine activity in systems containing PHI §164.312(b) Complete audit trail per context request: agent ID, role, SCDs delivered, intent, timestamp. Every agent interaction with PHI-relevant context is logged.
Access controls — Assign unique identifiers to each user or agent; restrict PHI access to the minimum necessary §164.312(a)(1) Each agent is registered with a unique identity and a role that defines allowed intents. Agents cannot request context outside their allowed intents — the minimum necessary standard is enforced at the policy layer.
Minimum necessary standard — Agents access only the PHI required for the specific task §164.502(b) SCP's graph-based context selection delivers only the SCDs relevant to the agent's role and intent. An agent performing a prior auth check receives clinical guidelines; it does not receive billing policies or unrelated PHI handling rules.
Documentation — Policies and procedures governing PHI access must be documented and maintained §164.316(b) PHI handling policies are encoded as SCS bundles — structured, versioned, with provenance (who wrote it, when, under what version).
Integrity — PHI must not be altered or destroyed improperly §164.312(c)(1) SCS bundles are immutable once versioned. A locked bundle cannot be modified; changes require a new version with a new audit entry.

Prior Authorization — Specific Governance Requirements

Federal mandates effective January 2026 require health plans to digitize clinical documentation exchange and meet turnaround standards. AI-driven prior auth systems must demonstrate:

Requirement SCP Coverage
Documented decision criteria — What criteria did the agent apply? SCS bundles encode clinical guidelines, formulary rules, and policy criteria as versioned SCDs. The criteria are explicit and auditable.
Consistent application — Same criteria applied across all requests SCP delivers the same versioned bundle to every agent instance. No agent improvises.
Audit trail — What did the agent know at time of decision? Every context delivery is logged. Any prior auth decision can be traced back to the exact policy version and clinical guidelines the agent had.
Human override — Clinicians and compliance staff must be able to review and override SCP policies are human-authored and human-updated. Governance changes propagate immediately without retraining agents.

What This Means for a Pilot

A 90-day SCP pilot in a prior authorization environment produces:

  1. A working audit infrastructure — Every agent decision has a logged context trail meeting EU AI Act Art. 12 and HIPAA §164.312(b) requirements.
  2. Documented governance artifacts — SCS bundles for your clinical guidelines, PHI handling policy, and escalation rules — structured, versioned, ready for regulatory review.
  3. Measurable behavioral consistency — Before/after comparison showing agents following your policies, not improvising from training data.
  4. A compliance narrative — When regulators ask what your AI knew, you have an answer.

Pilot program available. Contact us to discuss scope, timeline, and fit for your environment.


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