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The AI-Readiness Checklist: What Has to Be True Before You Turn On Copilot

July 30, 20262 min readJaymit Gajjar

Almost every company I talk to wants Copilot. Very few are ready for it. And the gap between "wants" and "ready" isn't about the AI — it's about the years of quiet mess sitting in the data underneath it.

Here's the checklist I walk clients through before we switch anything on.

1. Fix who can see what

This is the big one. Copilot doesn't get its own permissions — it borrows the user's. So anything a person can already open, Copilot can pull into an answer in seconds. In most companies, permissions have drifted for years, and people can reach files they were never meant to. Find and fix that oversharing first, or you've just built a very fast way to leak your own data.

2. Label your sensitive data

Copilot respects sensitivity labels — but only if they exist. A simple labeling scheme (four labels, not forty) tells the AI what's protected and what isn't.

3. Turn on data-loss protection

DLP rules stop labeled, sensitive content from being shared in ways it shouldn't be — including by the AI. It's the guardrail that makes labels mean something.

4. Clear out the junk

Ten years of duplicate, stale, and abandoned files aren't just clutter — they're what Copilot will happily quote. Cleanup improves both safety and answer quality.

5. Get the basics current

Licensing, identity, and the Microsoft 365 apps all need to be in a known-good state. This part is usually quick.

6. Pilot, don't blast

Roll out to a small, controlled group first. Measure. Then expand. "Turn it on for everyone" is the most expensive sentence in IT.

The pattern underneath all six: AI-readiness isn't an AI project. It's a data-governance project wearing an AI hat.

If you're planning a rollout this year, start with the least glamorous question in the building: who can actually see what? That's the part that saves you.

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