AI App Builder to Production
Lovable got you to 80%.
I ship the last 20.
Lovable (formerly GPT Engineer) generates full-stack applications with built-in Supabase backend integration. It's one step closer to production than pure UI generators. But the Supabase schema it generates is prototype-grade, the auth configuration misses production edge cases, and there's no path to mobile deployment without significant rework.
Last updated: May 2026
What Lovable does well
Lovable is an incredible tool for prototyping. Here's where it shines.
Full-stack generation with real Supabase backend
Built-in auth and database setup
GitHub sync for code ownership
Deploy to shareable URL in minutes
Where Lovable hits the wall
The specific production problems AI can't solve for your app. These are the things that break when real users show up.
Supabase schema is basic — no RLS policies, no indexing strategy
Auth setup skips MFA, social login edge cases, and session management
No payment integration out of the box
No mobile deployment or App Store path
Missing production monitoring, error tracking, and alerting
What I do for Lovable founders
The specific production engineering your app needs. You review every PR. You stay in control.
Auth that doesn't leak
Refresh token rotation, MFA, social login edge cases, session management. The full flow, not the scaffold AI generates.
Payments that settle
Stripe integration with idempotent webhooks, subscription lifecycle management, failed payment recovery, and proper financial reporting.
Database that scales
Schema design with indexing for your actual query patterns, migration strategy, connection pooling, and caching. More than CREATE TABLE statements.
Infrastructure that stays up
CI/CD pipelines, staging environments, Vercel/Fly.io deployment, Sentry error tracking, and alerting. Your app runs on your infrastructure.
Mobile that gets approved
App Store compliance, provisioning profiles, TestFlight distribution, push notifications, and review appeal handling. End-to-end mobile deployment.
Architecture review
I audit your AI-generated codebase for anti-patterns, fix the production concerns, and leave you with code you can actually maintain.
Built with a different tool?
I work with founders using any AI-assisted development workflow.
Ship your Lovable app.
Book a free 1-hour call. We look at your Lovablecodebase, figure out what's blocking you, and decide if it makes sense to work together.