Readiness first

Clarify people, leadership, workflow, data, and governance constraints before buying or piloting tools.

Workflow evidence

Connect AI opportunities to actual work: handoffs, delays, rework, systems, and measurable friction.

Responsible pilots

Move only the strongest use cases into pilots with owners, measures, review points, and stop criteria.