Flow
Does the primary task match the way users think?
VIBE-CODED MVP AUDIT
A focused review for AI-built MVPs that work on the happy path but may still carry flow debt, missing states, system drift and trust gaps.
FIVE LAYERS
Does the primary task match the way users think?
What happens during loading, empty, error, permission and partial completion?
Are repeated patterns governed by shared rules?
Can users understand AI scope, progress and consequence?
Can the user undo, retry, correct or escalate?