AI Agent Compliance Testing

Your Regulator Doesn't Accept an LLM Score as Evidence of Human Review.

HIPAA, FINRA, and the NAIC Model Bulletin all expect demonstrable human supervision of AI-generated communications. This page covers what that means in practice, and how Obodek maps to it.

The Requirement

The regulatory requirement

Across healthcare, securities, and insurance, the common thread is human supervision of AI-generated communications — and the requirement that it be demonstrable. In practice, “demonstrable” means a named human, a timestamped action, and an immutable record.

HIPAA §164.312(b)

Requires audit controls — mechanisms that record and examine activity in systems handling protected health information.

FINRA Rule 3110

Requires a supervisory system reasonably designed to review communications, including those generated with AI assistance.

NAIC Model Bulletin on AI

Directs insurers to govern AI systems with documented oversight of the decisions and communications they produce.

This is general information, not legal advice. Confirm your obligations with your compliance and legal teams.

In Practice

What “demonstrable human supervision” means operationally

An aggregate score doesn't answer the questions an auditor asks. Four specifics do — and each one has to be a fact on record, not a dashboard impression.

WhoA named human reviewer — attributable, not an aggregate pass rate.

WhenA timestamped action, recorded at the moment of review.

Which buildThe specific version and environment the output came from.

What outcomeA signed-off verdict with severity and evidence, not a dashboard number.

The Mapping

How Obodek maps to these requirements

Obodek is built so the record exists as a byproduct of doing the review — not as a separate compliance chore.

Immutable audit trail

Every review action is recorded in a tamper-evident log you can produce on request.

Named reviewer attribution

Each verdict is tied to a specific person, build, and timestamp.

Severity-tagged findings

Findings are graded Low / High / Critical / Blocker so risk is documented, not implied.

PHI / PII pre-submit gates

Warning gates flag sensitive data before evidence is submitted.

Role-based access

Access to reviews and evidence is scoped by role.

Promotion gates

Release is blocked until the required human review is complete.

For Healthcare

For healthcare specifically

Evidence handling is PHI-safe, and a HIPAA Business Associate Agreement is available on the Enterprise plan. If PHI is in scope for your agents, we can walk through how review evidence is stored and access is controlled before you commit to anything.

Talk to us about your compliance requirements.

We'll walk through how Obodek maps to your obligations — or you can start on your own.

Start free at obodek.com →hello@obodek.com