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Lovable RescueBolt.new Scalingv0 Production

AI App Builder Production Audit & Scaling

Q: Can you fix my Lovable app without rebuilding it from scratch?

Usually, yes. Lovable generates clean React with Supabase, which gives us a solid foundation to work from. We audit every file and only rewrite what's actually broken. Most Lovable projects need 30–40% refactoring, not a full rewrite. The Zod validation and react-hook-form patterns it generates are typically fine — it's the state management, auth flows, and missing RLS policies where things fall apart.

Q: Why does my Bolt.new app break after adding more features?

Bolt degrades after roughly 15–20 components. It starts forgetting established conventions, duplicates logic, and introduces naming inconsistencies. Better prompts won't fix this — it's a fundamental limitation of the context window. We restructure the codebase into proper feature modules so both human developers and AI assistants can maintain it going forward.

Q: Is AI-generated code secure enough for production?

No, not without a manual audit. All three platforms — Lovable, Bolt, and v0 — can produce code with real security issues. Exposed API keys, missing RLS policies, unvalidated user inputs, broken auth flows — we see these regularly. We run automated scanning and manual penetration testing before anything goes to production.

Q: How long does a production audit take?

A standard audit runs 3–4 weeks from repo access to production deployment. Week one: triage and security fixes. Week two: architecture restructuring. Week three: tests and performance work. Week four: deployment pipeline and documentation. Apps with multiple integrations may need 5–6 weeks.

Q: Can you add features the AI builder couldn't handle?

Absolutely. The 30% AI builders consistently miss includes custom business logic, complex third-party integrations, proper role-based access control, real-time features, payment processing, and error handling that accounts for edge cases. These require human judgment that prompt-based tools just don't have.

Q: Should I use Lovable, Bolt, or v0 for my next project?

It depends on your team. Lovable works best for non-technical founders who need a full-stack prototype fast. Bolt suits experienced developers who want IDE-level control. v0 produces the best UI components but leaves everything else to you. Most successful projects combine tools — prototype in Lovable, then bring us in to ship to production.

Ship What Lovable, Bolt, and v0 Can't Finish

We take your AI-generated prototype past the 70% mark — fixing broken state, hardening security, and shipping production-grade code.

Get a Free Codebase Assessment See Our Process

70→100%

Completion Gap

We close it

15+

AI Codebases Shipped

To real production

95+

Lighthouse Score

Post-optimization

<48h

Audit Turnaround

Full codebase report

What Is an AI App Builder Production Audit?

An AI app builder production audit is a structured code review of output from tools like Lovable, Bolt.new, or v0. It surfaces security vulnerabilities, architectural drift, missing test coverage, and performance bottlenecks that are blocking you from shipping to real users. Think of it as the bridge between a prototype that works in a demo and an app you can actually maintain and scale.

Your Current Site May Be a Liability

Common gaps we find in nearly every audit.

Lovable burned through all your credits debugging a single auth flow

Risk: You're stuck with a broken login and no way to iterate without spending more.

Bolt's context window degraded after 20 components and the code is drifting

Risk: Duplicate logic, naming inconsistencies, and architectural rot pile up with every prompt.

v0 gave you beautiful components but no backend or data layer

Risk: You've got a design system with no application — backend integration is entirely on you.

Generated code has no test coverage

Risk: Every new feature risks breaking what already works, with nothing to catch it.

Supabase Row Level Security policies are missing or misconfigured

Risk: User data is exposed — one API call can leak another user's records.

The prototype holds up on demo day but crashes under 50 concurrent users

Risk: Real traffic exposes unoptimized queries, missing indexes, and memory leaks.

What Your Website Could Look Like

Custom-designed for your industry. No templates. No stock photos.

ai-app-builder-production-audit mockup — UI mockup

How We Build This Right

Every safeguard, built in from Day 1.

Full Codebase Audit

Line-by-line review of AI-generated output. We classify every file as solid, needs refactoring, or requires a complete rewrite.

Security Hardening

Fix exposed API keys, missing RLS policies, broken auth flows, and unvalidated inputs. We run both automated scanning and manual penetration testing.

Architecture Stabilization

Eliminate duplicate code, enforce consistent patterns, and restructure component trees. Stop context-window drift from compounding.

Test Suite Implementation

Add unit tests, integration tests, and end-to-end coverage with Playwright. Ship with confidence instead of hope.

Performance Optimization

Optimize database queries, add proper indexes, implement caching, and eliminate render waterfalls. Hit 95+ Lighthouse consistently.

Production Deployment Pipeline

Set up CI/CD, staging environments, error monitoring, and automated deployments. No more one-click deploys with crossed fingers.

What We Build

Purpose-built features for your industry.

Lovable Export Rescue

We take your Lovable-generated React + Supabase codebase and restructure it into an architecture you can actually maintain and test.

Bolt.new Context Recovery

Fix architectural drift caused by context window degradation — deduplicate logic, restore naming conventions, and enforce consistent patterns.

v0 Backend Integration

Connect your pixel-perfect v0 components to a real backend with authentication, a database, and an API layer.

Auth Flow Hardening

Replace fragile AI-generated auth with battle-tested Supabase Auth, NextAuth, or Clerk — with proper session management throughout.

Database Schema Optimization

Audit and rebuild auto-generated Supabase schemas with proper indexes, RLS policies, and migration scripts.

Monitoring & Observability

Set up Sentry error tracking, Vercel Analytics, and custom dashboards so you know when something breaks before your users tell you.

Built on a Modern, Secure Stack

Next.jsReactSupabaseVercelTypeScriptZodPlaywrightTailwind CSS

Our Development Process

From discovery to launch. Quality at every step.

Codebase Triage

Days 1–3

We clone your repo, run static analysis, and classify every module. You get a detailed report with a keep/refactor/rewrite verdict for each file and a prioritized fix list.

Security & Data Audit

Days 3–5

Penetration testing, RLS policy review, API endpoint validation, and a dependency vulnerability scan. Critical issues get patched immediately.

Architecture Rebuild

Week 2

Restructure the codebase into proper feature modules, enable TypeScript strict mode, add shared utilities, and cut the AI-generated duplication.

Test & Performance Pass

Week 3

Write full test suites, optimize database queries, implement caching, and tune Core Web Vitals to 95+ Lighthouse scores.

Production Deploy & Handoff

Week 4

Set up the CI/CD pipeline, staging environment, error monitoring, and documentation. Then we stick around for 30 days post-launch to catch edge cases.

Social Animal

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AI App Production Audit from $6,000

Fixed-fee. 30-day post-launch support included. See all packages →

Related Resources

Core Web Vitals Optimization

Solution

Headless CMS Development

Blog

Core Web Vitals Jamstack Guide

Frequently Asked Questions

Usually, yes. Lovable generates clean React with Supabase, which gives us a solid foundation to work from. We audit every file and only rewrite what's actually broken. Most Lovable projects need 30–40% refactoring, not a full rewrite. The Zod validation and react-hook-form patterns it generates are typically fine — it's the state management, auth flows, and missing RLS policies where things fall apart.

Bolt degrades after roughly 15–20 components. It starts forgetting established conventions, duplicates logic, and introduces naming inconsistencies. Better prompts won't fix this — it's a fundamental limitation of the context window. We restructure the codebase into proper feature modules so both human developers and AI assistants can maintain it going forward.

No, not without a manual audit. All three platforms — Lovable, Bolt, and v0 — can produce code with real security issues. Exposed API keys, missing RLS policies, unvalidated user inputs, broken auth flows — we see these regularly. We run automated scanning and manual penetration testing before anything goes to production.

A standard audit runs 3–4 weeks from repo access to production deployment. Week one: triage and security fixes. Week two: architecture restructuring. Week three: tests and performance work. Week four: deployment pipeline and documentation. Apps with multiple integrations may need 5–6 weeks.

Absolutely. The 30% AI builders consistently miss includes custom business logic, complex third-party integrations, proper role-based access control, real-time features, payment processing, and error handling that accounts for edge cases. These require human judgment that prompt-based tools just don't have.

It depends on your team. Lovable works best for non-technical founders who need a full-stack prototype fast. Bolt suits experienced developers who want IDE-level control. v0 produces the best UI components but leaves everything else to you. Most successful projects combine tools — prototype in Lovable, then bring us in to ship to production.

Explore related industries

Need enterprise scale?

200+ employee company? Complex multi-tenant, auction, or multi-location requirement? We have a dedicated enterprise capability track.

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