Using AI Without Breaking the Way Your Team Actually Works

The strongest AI projects begin with repetitive work that already has rough structure: triage, summarization, drafting, categorization, or routing.

Teams get into trouble when they try to replace judgment-heavy steps too early. Start by reducing friction around the humans who still own the final decision.

Measure adoption in hours saved, turnaround time, and error reduction. If those numbers improve, the AI layer is helping. If not, the workflow likely needs redesign.