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StrategyNovember 28, 202411 min read

Building an AI Center of Excellence

A step-by-step guide to establishing an AI Center of Excellence that drives organization-wide AI adoption and governance.

By Aisha Mohammed

An AI Center of Excellence (CoE) is the catalyst that transforms scattered AI experiments into a coordinated, high-impact program.

Defining the Mission

Your AI CoE should have a clear charter: democratize AI access, enforce governance, and accelerate high-impact projects. Start small with a focused mandate.

Building the Team

A successful CoE blends ML engineers, data scientists, MLOps engineers, and domain experts. The ratio depends on your organization's AI maturity.

Measuring Success

Track both leading indicators (projects initiated, models deployed) and lagging indicators (revenue impact, cost savings, efficiency gains).