Enterprise AI
Center of excellence
CoE
A centralized team that develops standards, expertise, and support for a capability such as AI.
Example
A central team publishes standards and reusable tools while business units own individual use cases.
Why it matters
It helps spread expertise and avoid every team solving the same problem separately.
You'll hear it
“The specialist team has a tested approach we can reuse.”
Can you control it?
Sometimes
Sometimes. An organization can define or influence a center of excellence through its policies, processes, contracts, and product choices. Individual users may have fewer controls.
Common questions
- Does a center of excellence have to approve every small decision?
- No. Its authority depends on the organization's chosen responsibilities.
- Can it become a bottleneck?
- Yes. Too many decisions routed through a small team can slow useful work.
- Does it replace local subject knowledge?
- No. Teams still need knowledge of their own customers and tasks.