The LLM Reads the Source. You Make the Call.

Wed, 08 Jul 2026 08:00:00 -0400

The fear about putting an LLM anywhere near a compliance determination is easy to state: the model hallucinates, writes “MET” on a control that isn’t, and a bad assessment ships. It is a reasonable fear. It is also avoidable, and the way you avoid it tells you exactly where the model belongs in the workflow.

The model belongs on the reading, not the deciding.

An assessor’s day is mostly reading. Read the policy, read the process document, read the screenshot, read the ticket, hold all of it against a requirement, and form a judgment. The reading is slow and the judgment is fast. An LLM inverts that ratio. It reads a fifty-page policy suite in seconds and surfaces what’s relevant to a given requirement, and then a human makes the call in the time it takes to agree or disagree. The model never writes the determination. It writes the brief the determination is made from.

GRC Engineering on AI Governance, HITRUST, and ONC Support

The LLM Reads the Source. You Make the Call.