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AI Governance Checklist Enterprise

Out of the Shadows: Governing Enterprise AI

Your employees are already using AI you haven’t approved. This handbook gives you a five-phase plan to find it, govern it, and make it worth what you’re paying for.

A practical handbook for finding every AI tool already running in your organization, and turning that mess into something governed, measured, and worth what you’re paying for it.

Out of the Shadows: Governing Enterprise AI

Your employees are already using AI you haven’t approved. This handbook gives you a five-phase plan to find it, govern it, and make it worth what you’re paying for.

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Before this handbook

You know what’s licensed. You don’t know what’s used. Shadow AI shows up as a surprise, not a plan. Renewals get decided on gut feel. Nobody owns AI governance, so everyone assumes someone else does.

After this handbook

You’ve got a five-phase plan from discovery to governed adoption. You know exactly which KPIs and dashboards to build. Every AI tool has a category and an owner. Your next renewal conversation runs on real engagement data, not guesswork.

What’s inside

AI handbook mockup

A five-phase roadmap that takes you from “we have no idea what’s happening” to governed AI adoption:

  1. Discover: find every AI tool running across your organization
  2. Classify: sort each one into a clear governance category
  3. Optimize: match your AI spend to real usage
  4. Govern: bring unmanaged risk under control
  5. Enable: turn adoption into real business value

Plus the KPIs and dashboards to track it all, and a model for who owns AI governance across IT, SAM, procurement, security, and finance, so it isn’t sitting on one person’s desk.

Built on real usage data from over a million professional users, the same dataset behind the Xensam Insights Enterprise AI Adoption Report, H1 2026.

Download the handbook

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