Lovable app needs fixing
The prototype works in demo mode, but auth, database rules, deployment, UX, or error handling fail when real users touch it.
AI-generated app stabilization
Stabilize your AI-generated app for real users, real data, and production delivery.
Senior full-stack technical audits and stabilization sprints for AI-generated apps, Lovable apps, Bolt.new apps, v0 apps, Cursor-generated code, unstable MVPs, React app bugs, and Next.js performance issues.
Main indexing terms: AI generated app, Lovable app, Bolt.new app, v0 app, Cursor generated code, React app bugs, Next.js app performance, codebase cleanup, technical audit.
Audit view
Current working assumptions
Generated UI
Needs validation
Auth flow
High risk
Next.js routes
Performance pass
Deployment
Checklist missing
Fix unstable app behavior and launch-blocking bugs
Clean up Cursor-generated code and duplicated components
Refactor MVP architecture without rewriting everything
Platform-specific fixes
Common failure points.
AI builders are useful for speed. The risk appears later: unclear architecture, incomplete production basics, fragile integrations, hidden security issues, and code that becomes expensive to extend.
Bolt.new app is unstable
The app shipped fast, but generated code is hard to maintain, routes break, dependencies conflict, or production deploys are unreliable.
v0 app needs production engineering
The UI looks good, but the application still needs business logic, validation, accessibility, state handling, and production hardening.
Cursor-generated code needs cleanup
AI-assisted coding created useful features, but the codebase now needs refactoring, tests, clearer architecture, and safer implementation patterns.
Technical audit
Senior full-stack developer judgment for generated apps under production pressure.
The audit identifies failure points, dependency risks, refactor candidates, and the order of implementation work.
Start Audit ScopeFix unstable app behavior and launch-blocking bugs
Clean up Cursor-generated code and duplicated components
Refactor MVP architecture without rewriting everything
Resolve React app bugs, state issues, and broken UI flows
Improve Next.js app performance, routing, metadata, and rendering
Add validation, error handling, logging, and production checklists
Review authentication, authorization, and data access risks
Create a technical audit with severity, effort, and recommended order
Working approach
Senior full-stack developer judgment for generated apps under production pressure.
The work combines AI-assisted analysis with human engineering decisions across architecture, UX, security, performance, and deployment.
Audit
A written diagnosis of app structure, risks, bugs, performance, and delivery gaps.
Stabilize
Critical React and Next.js fixes, validation, error handling, and codebase cleanup.
Refactor
MVP refactoring that reduces fragility without forcing a full rewrite.
Launch
Production-readiness checklist, deployment notes, and handoff documentation.
Process
Sequence of work.
01
Codebase intake
Share the repository, deployment target, current bugs, business goals, and where the AI-generated app is failing.
02
Technical audit
Hexglyph reviews architecture, React/Next.js structure, generated code quality, security basics, UX, accessibility, and performance.
03
Risk-ranked plan
You receive a prioritized backlog that separates critical fixes, cleanup work, refactoring, and production-readiness tasks.
04
Stabilization sprint
A senior full-stack developer fixes the highest-risk issues and prepares the MVP or AI app for launch, handoff, or scaling.
Indexing language
Search terms used on the page.
These terms are present in visible copy so search systems can map the page to the service being offered.
AI generated app
Lovable app
Bolt.new app
v0 app
Cursor generated code
MVP needs fixing
React app bugs
Next.js app performance
codebase cleanup
technical audit
FAQ
Frequently asked questions.
Can Hexglyph fix a Lovable app that works as a prototype but breaks in production?
Yes. Hexglyph stabilizes Lovable apps by reviewing generated code, auth flows, database access, deployment settings, validation, UX issues, and production-readiness gaps.
Do you work on Bolt.new apps and v0 apps?
Yes. Hexglyph works on Bolt.new apps, v0 apps, and other AI-generated React or Next.js applications that need senior engineering before launch.
Can you clean up Cursor-generated code?
Yes. Hexglyph can audit and refactor Cursor-generated code, reduce duplication, improve structure, fix bugs, add validation, and document the codebase for future development.
What do I get from the technical audit?
You get a clear diagnosis: architecture notes, bug and risk assessment, UX and accessibility findings, Next.js performance issues, security basics, and a prioritized stabilization plan.
Related pages
Related service pages.
Technical audit service
Dedicated entry page for codebase audits, risk maps, implementation plans, and paid discovery.
Legacy modernization
Service page for rescuing brittle internal tools, old web systems, and slow delivery pipelines.
Hexglyph home
Overview of stabilization packages, case studies, and the broader service offer.
Next step
Need technical review or implementation support for an unstable AI app?
Send the repository context and current issues to start with a technical audit or a scoped implementation sprint.