---
title: "AI Governance in Practice"
description: "A guided collection on policy evidence, decision records, human oversight, transparency, production handover and proportionate AI review."
url: https://artificiallyconfident.com/ai-governance-in-practice/
date: 2026-08-06
modified: 2026-08-06
author: "Andy"
image: https://artificiallyconfident.com/wp-content/uploads/2026/08/policy-search-is-not-policy-evidence.png
type: page
lang: en-US
---

# AI Governance in Practice

Editorial collection

# AI governance in practice.

Six evidence-led articles on the operational work behind responsible AI: authoritative sources, decision records, human oversight, transparency, production handover and proportionate review.

Governance becomes credible when people can see how a system is authorised, challenged and changed. This collection is arranged as a practical reading path. Start with evidence, then follow the decisions and controls that carry an AI use into day-to-day operation.

[![Layered policy records connected through a visible evidence trace to an accountable review checkpoint" style="border-top-left-radius:13px;border-top-right-radius:13px;aspect-ratio:16/9;object-fit:cover"/>](https://artificiallyconfident.com/policy-search-is-not-policy-evidence/)

01 · Evidence

## [Policy Search Is Not Policy Evidence](https://artificiallyconfident.com/policy-search-is-not-policy-evidence/)

Why retrieval is only the beginning—and why authority, version status and inspectable evidence determine whether an answer is safe to use.

[](https://artificiallyconfident.com/from-ai-pilot-to-production-the-governance-handover-that-matters/)

05 · Production

## [From AI Pilot to Production](https://artificiallyconfident.com/from-ai-pilot-to-production-the-governance-handover-that-matters/)

The move into production needs an evidence-backed handover, accountable ownership and explicit review triggers.

[