Insights
We help you stay up to date
Most AI scope conversations start one step too early. Before you ask for an estimate, first check whether the workflow, review steps, data, system handoffs, and backup path are ready for real operations.
June 27, 2026
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