Clear outputs, practical handoff, and no mystery build.

Every project is scoped around the workflow, not a vague AI promise.

Inputs, outputs, tools, user roles, approval rules, and fallback points.

Forms, prompts, knowledge, handoffs, notifications, and test examples.

Operating notes, go-live checks, improvement backlog, and next-step recommendations.