Make sequential scoping decisions that keep an AI prototype aligned to a testable assumption.
Sprint kickoff A team is deciding whether to expand a manager approval prototype before the first user test. Each expansion makes the prototype feel richer but makes the learning signal harder to read. MVP gate Assumption -> Thin Workflow -> Evidence Gate Use the gate before every tempting AI-builder expansion. Add features now Feels productive, creates noisy feedback. The prototype expands only after learning, not before. Expansion is earned by evidence from the current slice. 01 Assumption 02 Slice 03 Gate Start narrow The backlog includes alerts, reporting, and admin roles.
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