+
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