OLEH HEBEL & Co

VIBE-CODED MVP AUDIT

Find what will break when the demo becomes a product.

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

Flow / States / System / AI Trust / Recovery.

Flow

Does the primary task match the way users think?

States

What happens during loading, empty, error, permission and partial completion?

System

Are repeated patterns governed by shared rules?

Trust

Can users understand AI scope, progress and consequence?

Recovery

Can the user undo, retry, correct or escalate?