AI-Generated App Review: Find What Breaks Before You Launch by Nivyan BAI-Generated App Review: Find What Breaks Before You Launch by Nivyan B
AI-Generated App Review: Find What Breaks Before You LaunchNivyan B
Cover image for AI-Generated App Review: Find What Breaks Before You Launch
You built something with Cursor, Lovable, Bolt, v0, or Replit and it works — until it doesn't. AI writes code that runs; it doesn't write code that's safe to put in front of paying users. I'll go through your codebase and tell you exactly what will hurt you, ranked by how badly.
This is triage, not a rewrite. You get a clear answer to one question: what has to be fixed before this goes live?
What you get:
Security pass: exposed API keys, secrets committed to the repo, missing auth on endpoints, unprotected admin routes
Database access review: direct client-side DB access, missing row-level security, over-permissive policies
Features that look finished but aren't — hardcoded values, stubbed handlers, mocked responses left in production paths
Money and data risks: unbounded AI API calls, no rate limiting, no backups, runaway cost paths
Deployment blockers that will fail on first real traffic
Written report with every issue ranked P0 / P1 / P2, each with the exact file and line
30-minute walkthrough call
Scope: One codebase, up to ~15,000 lines. Findings and recommendations only, implementation isn't included.
Starting at$500
Duration1 week
Tags
AI Automation
AI Developer
AI Engineer
Service provided by
Nivyan B proLahore, Pakistan
22
Followers
AI-Generated App Review: Find What Breaks Before You LaunchNivyan B
Starting at$500
Duration1 week
Tags
AI Automation
AI Developer
AI Engineer
Cover image for AI-Generated App Review: Find What Breaks Before You Launch
You built something with Cursor, Lovable, Bolt, v0, or Replit and it works — until it doesn't. AI writes code that runs; it doesn't write code that's safe to put in front of paying users. I'll go through your codebase and tell you exactly what will hurt you, ranked by how badly.
This is triage, not a rewrite. You get a clear answer to one question: what has to be fixed before this goes live?
What you get:
Security pass: exposed API keys, secrets committed to the repo, missing auth on endpoints, unprotected admin routes
Database access review: direct client-side DB access, missing row-level security, over-permissive policies
Features that look finished but aren't — hardcoded values, stubbed handlers, mocked responses left in production paths
Money and data risks: unbounded AI API calls, no rate limiting, no backups, runaway cost paths
Deployment blockers that will fail on first real traffic
Written report with every issue ranked P0 / P1 / P2, each with the exact file and line
30-minute walkthrough call
Scope: One codebase, up to ~15,000 lines. Findings and recommendations only, implementation isn't included.
$500