Before you launch an AI-built web app, I review one critical user flow and turn vague risk into a prioritized, evidence-based action plan.

WHAT I REVIEW • One deployed input-to-result workflow • Authentication, authorization, and data boundaries • AI output validation, uncertainty, and human-review controls • Loading, timeout, malformed-output, save-failure, and retry states • Payment or webhook final-state handling, when relevant • The gap between a convincing demo and a dependable MVP

WHAT YOU RECEIVE WITHIN 48 HOURS

A prioritized blocker report: critical, high, medium, and watch items

An evidence checklist showing what was verified and what remains unproven

A smallest-fix-first roadmap so you know what to repair before adding features

One follow-up written Q&A after delivery

SCOPE One app, one primary user flow, and the materials needed to inspect it: a live URL, repository or relevant files, and any test account you are authorized to share.

NOT INCLUDED This is an async product and engineering review, not a penetration test, legal or compliance certification, full implementation project, or guarantee of launch or revenue. Findings are based on the access and evidence provided.

TO START Send the live URL, the single flow that matters most, the expected final business state, known concerns, and any access constraints. I will confirm the review boundary before work begins.