Happy path only
Generated code tends to handle the expected case. Failures, odd input and abuse are where it breaks.
AI can get an app running fast. Before real users and real data arrive, get a second pair of expert eyes on how safe and solid the code really is.
Code written with AI tools usually does what the demo needs. The gaps show up later, when real people use it or someone starts probing it.
Generated code tends to handle the expected case. Failures, odd input and abuse are where it breaks.
Missing access rules, exposed keys and unvalidated input don't show up in a demo. They show up when someone looks for them.
If you didn't write it and nobody reviewed it, it's hard to fix or extend. A review gives you a map of what's there.
Every project is different, but these are where AI-built apps most often need attention.
Login flows, sessions, role checks and database access rules, including Supabase row-level security and PostgreSQL policies.
Keys committed to the repo, environment handling, and the line between public and server-only credentials.
Validation, SQL and NoSQL injection, cross-site scripting, unsafe file uploads and redirects.
API responses that return too much, public storage buckets, and logs that leak personal data.
Outdated or risky packages, CORS, security headers, and build and hosting settings.
Error handling, race conditions, test coverage and structure that will be painful to change later.
Share a repository link or a zip, and tell me what the app does and what worries you. Read-only access is enough.
I go through the code and, where it makes sense, run the app, focusing on the areas above.
Findings ranked by severity: what's wrong, why it matters and how to fix it. Fixes are available as a follow-up if you want them.
You built your app with AI coding tools such as Cursor, Lovable, Bolt, v0 or Claude Code, and it's heading to real users or real data.
A review lowers risk, but it can't prove an app is free of vulnerabilities. I'll tell you exactly what was and wasn't covered.
No. The code and its configuration are enough. I don't need production data or admin credentials.
I'm strongest with TypeScript and JavaScript, Supabase, PostgreSQL, Node backends and typical full-stack web apps. If you use something else, ask and I'll tell you honestly if it's a fit.
It depends on the size and scope of the project. Send the details and I'll reply with a quote.
If you want. The review and the fixes are separate, so you decide whether to do them yourself, with your team, or with me.
Yes. Your code and the findings stay confidential.
Share what it does, the stack and what worries you. I'll reply with the scope and a quote.
Send a short description of the project and what you need.
Or email me directly: varlivoapp@gmail.com
English or Turkish. I usually reply within 24 hours.