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Pilot-versus-production comparison showing the readiness gaps that stop AI rollout
AI pilots usually do not die because people stop believing in the idea. They stall because the team discovers, too late, that production requires ownership, integration, fallback, monitoring, and governance the pilot never had.
July 03, 2026
AI readiness audit roadmap for mid-sized teams planning a production rollout
Most mid-sized teams do not fail with AI because the model is weak. They fail because a promising pilot is pushed toward production before the workflow, data, ownership, approval rules, and integration path are ready.
June 22, 2026