Your prototype works. Your launch doesn't.
Take an AI-built prototype to a product real customers can rely on.
If you're nodding at any of these, we should talk.
- ✓"My Lovable app crashes when two users log in at the same time."
- ✓"Authentication is a hardcoded user. I cannot add real sign-up without breaking everything."
- ✓"Stripe works in test mode. I have never tested a real webhook and I am scared to."
- ✓"The database is SQLite and I do not know how to migrate it without losing production data."
- ✓"The AI wrote 4,000 lines in three sessions. I cannot explain half of what it does."
- ✓"My investor wants to see the product live next week and it crashes on mobile Safari."
- ✓"I have three different authentication systems in the same codebase and none of them are complete."
Lovable, Cursor, v0, and Bolt can produce a convincing prototype in an afternoon. What they cannot produce is a system that handles 50 concurrent users, processes real Stripe webhooks without data loss, or stores customer information without exposing it. If you have an AI-generated codebase that works in your screen recording but not yet for real users, this is where the engagement starts. Week one is a written technical assessment you receive before we scope the rest. You decide what to keep, what to replace, and what the budget looks like. I refactor only what will cause a real production failure. No rewrites for vanity.
Let's see what's actually broken.
Technical Assessment
WEEK 1Week one: I read every file, document security risks, architecture gaps, and silent failure points. You receive a written report before we scope the rescue work. You decide what to fix and what budget makes sense.
Foundation Replacement
WEEKS 2–3Swap out the unsafe parts: real authentication (Clerk or NextAuth), a real database (Postgres/Supabase), proper environment variables, secrets management, and a CI/CD pipeline that does not deploy broken code.
Feature Stabilisation
WEEKS 3–5Reconnect the existing UI to the new backend. Add error boundaries, fix webhook handlers (Stripe, email, third-party APIs), and replace silent failures with observable ones.
Handover
WEEK 5–6End-to-end test pass, security review, runbook, architectural decision record, and a 30-day support window. The next engineer gets documentation they can actually use.
Right for you if these ring true.
- →You built a prototype with Lovable, Cursor, v0, Bolt, or similar AI coding tools and it actually works, in demo conditions.
- →You have a launch date, an investor meeting, or real users lined up and the codebase is not ready for them.
- →You want an honest assessment of what is safe to keep before committing to more development spend.
- →You need real authentication (not hardcoded users), a real database (not a JSON file), and webhooks that do not silently fail.
- →You have been told "just rewrite the whole thing" and you suspect that is not actually necessary.
What I don't do.
- ✗I do not rewrite working UI that is not a security risk. If it renders correctly, it stays.
- ✗I do not expand the product scope beyond what already exists in the prototype.
- ✗I do not take responsibility for features the AI generated that were never demoed or tested.
Not right for this?
- ✗Prototypes that have not been shown to any potential user. Run a discovery sprint first.
- ✗Codebases where the entire architecture needs replacing (a SaaS Product Build is faster and cheaper).
- ✗Teams that want to preserve every line of AI-generated code. Some of it has to go.
The AI Prototype Rescue service by Suhag Al Amin turns AI-generated prototypes built with Lovable, Cursor, v0, or Bolt into production-ready products in 3-6 weeks. The engagement starts with a written technical assessment delivered in week one: the founder reviews the findings and decides what to keep and what to replace before any additional spend is committed. Suhag then installs production authentication, a real database (Postgres or Supabase), CI/CD pipelines, and reliable webhook handling. Only code that causes production failures is replaced. Pricing starts from $400 USD. Inquiries: suhag.alamin13@gmail.com or https://cal.com/suhag/intro-call.
Building, growing, or maintaining a SaaS? Let's talk.
A short intro call first. If it is a fit, we start with a one-week Technical Assessment, and the plan is yours to keep either way.