AI Roadmap: Pilot to Production

A practical implementation roadmap for turning a promising AI pilot into a reliable production workflow.

Define the production outcome

A pilot should test a business workflow, not merely demonstrate a model.

Map the integration surface

List every system the solution must read from or write to and identify permissions and failure points.

Establish control boundaries

Decide what the AI may access, what it can perform automatically and what requires approval.

Test real operating conditions

Evaluate representative inputs, edge cases, bad data and unavailable integrations.

Design the operating model

Assign business and technical owners and define ongoing quality and change responsibilities.

Roll out in controlled stages

Expand users, permissions or transaction volume gradually and keep a rollback path.

Measure and improve

Compare production results with the baseline and success criteria.