From Pilot to Production: Lessons from 10 Deployments

Pilots are easy. Production is hard. After supporting multiple enterprise rollouts, a few patterns stand out.

Start with a measurable outcome, not a tool. Teams that define success in business terms keep scope tight and stakeholders aligned.

Design for operations on day one. Logging, error handling, cost monitoring and rollback paths should be in the pilot, not added later.

Assign an owner. Without someone accountable for adoption, accuracy and maintenance, even the best model drifts into irrelevance.

Plan the first 90 days after launch. The real test is whether users keep coming back once the novelty fades.