---
title: "Insurance AI Governance Execution | Encephalon"
description: "The development-facing controls in your NAIC-driven AI governance program become working rules in every session, not shelfware in a policy binder."
source: "/use-cases/insurance-governance-program-execution/"
---

[Insurance](https://encephalon.net/use-cases/#insurance)

# Turn the AI governance program into rules the coding session honors

## The problem

The NAIC Model Bulletin pushes carriers to run a documented program governing how AI is used across its lifecycle. Most carriers have that program as a policy document the development tooling never reads, so the written controls and the actual engineering practice drift apart, and the gap is what a regulator finds.

## How Encephalon addresses it

Encephalon’s [Enterprise AI Governance Practice](https://encephalon.net/services/ai-governance/) takes the program’s development-facing controls and encodes them so every AI session honors them, with departures flagged for human review. This governs the engineering practice that builds and documents your AI-supporting systems. It complements your model-monitoring and AI-oversight functions rather than replacing them, and we draw that line explicitly because a carrier that blurs it loses credibility with its own regulator.

## The outcome

The parts of the AI governance program that touch engineering stop being shelfware. When a state insurance department asks whether your documented controls are actually applied in development, you can show that they are, with evidence generated by the work itself. That is a more defensible position than a well-written binder.

[Book a 30-minute discovery call](https://encephalon.net/book/) to map your program’s controls to the coding session.

Keep exploring

## More Insurance use cases

[### Flag prohibited and known-proxy variables in rating and underwriting code

Your maintained list of prohibited and known-proxy variables is checked in the code engineers write, at the point of change, not after deployment.](https://encephalon.net/use-cases/insurance-prohibited-variables/)

[### Hold actuarial model code and documentation to standard

Actuarial documentation standards encoded once and applied in every session, so the work arrives review-ready instead of bouncing back for rework.](https://encephalon.net/use-cases/insurance-actuarial-documentation/)

[View all use cases](https://encephalon.net/use-cases/)

## See Encephalon's Governance Practice
in Action

30-minute discovery call with the founding team. We'll show you how context engineering works with your stack.

[Book a 30-minute discovery call](https://encephalon.net/book/)

No sales pitch. Just a technical conversation. Live demos available.

Not ready for a call? [Send a note](https://encephalon.net/contact/).

or

[Tell Us What You're Working Through](https://encephalon.net/contact/)

We'll respond within one business day.

The Practice is a full-service implementation, not a self-serve subscription. We require an executive sponsor for every engagement because AI adoption is organizational change, not a technology deployment.

[Book a discovery call](https://encephalon.net/book/)