Who Has Access to AI at Your Company?

Ask a leadership team whether their company is adopting AI, and most will say yes. Ask them who actually has access to AI tools, and the answer gets more complicated.

The access list tells the real story.

The Gap Between Adoption and Access

Many organizations have purchased AI tools. Fewer have deployed them broadly. And even fewer have thought carefully about who gets access, under what conditions, and with what guardrails.

This gap matters. When AI access is concentrated in a few teams or roles, the productivity gains are real but limited. The broader transformation — the one that changes how the whole organization works — doesn't happen.

Why Access Decisions Are Strategy Decisions

Deciding who gets access to AI isn't an IT decision. It's a strategy decision.

It determines which teams can move faster. Which workflows get redesigned. Which employees develop new skills. Which parts of the business fall further behind.

Organizations that treat AI access as a procurement question — "we bought the licenses, now IT will roll it out" — miss this entirely. The rollout plan is the strategy.

What a Thoughtful Access Framework Looks Like

Start with use cases, not roles.

Rather than deciding which departments get access, start by identifying the highest-value use cases. Then work backward to the people who need access to execute them. This keeps the focus on outcomes rather than org chart politics.

Build in governance from the start.

Access without governance creates risk. Define what data AI tools can interact with, what outputs require human review, and how exceptions get escalated. This doesn't have to be complicated — a one-page policy is better than no policy.

Plan for expansion.

The first wave of AI access should be designed with the second wave in mind. Document what's working, what's not, and what would need to change to extend access more broadly. Treat the initial rollout as a pilot, not a final state.

The Question Worth Asking

If you pulled up the list of everyone in your organization with access to AI tools today, what would it tell you about your priorities?

If the list is short, the question isn't whether to expand it. It's how to do it in a way that actually changes how work gets done — not just who has a license.