AI prototype rescue

Bolt.new & Cursor Prototype Rescue: From AI Draft to Production App

AI coding tools make the first 70% feel effortless—until a schema change, auth loop, or client-exposed secret blocks your launch. We stabilize the architecture so you can ship safely.

The short answer

Founders and teams whose Bolt.new, Cursor, or Replit prototype is stuck on auth, database, or deployment bugs before launch. Starting project price: $997. Discontinued side projects without a clear launch goal or owner. Final scope and price are confirmed before work begins.

By Luna Studio · Service framework, not market research ·

A clearer decision

Clear scope

Mobile-first UX

Search-ready structure

A useful next step

Scope before sales

Know what you are buying.

Operators and founders whose Bolt.new, Cursor, or AI-generated web app is blocked by auth loops, broken migrations, or client-exposed secrets.

Not a fit: Throwaway prototypes that will never serve real customers or store business records.

What does this first release include?
Stabilizing and hardening an AI-generated codebase by fixing server boundaries, database schemas, authentication state, and deployment configuration. Deliverables: Architectural diagnosis of broken flows and security gaps; Server-side refactoring of exposed client queries; Stabilized database migrations and session handling; Verified production deployment with clean environment config.
When should we use existing software instead?
Keep using the AI builder directly if the app is a single-user internal experiment with no sensitive data or customer-facing uptime needs.
What determines the project price?
Starting project price: $997 for a focused workflow rescue; $1,997 for full-stack refactoring. Severity of schema drift, number of broken endpoints, auth provider migration, third-party API repair, and test coverage. Final scope and price must be approved before implementation.
What data and permissions are required?
Provide repository access, current environment variable inventory, database access, and a prioritized list of the user journeys that must work at launch.
What can this service not promise?
Severely tangled prototype codebases may require extracting the UI into a clean Next.js foundation rather than patching broken client-side architecture in place.
Who owns the site and maintains it?
Confirm source-code and design rights, third-party licenses, repository access, credentials, deployment, and handoff in the agreement. Use business-owned domain and vendor accounts where possible. Hosting, domains, paid tools, content changes, and ongoing support are separate responsibilities and recurring costs; no unlimited maintenance is implied.

Replacing an existing site or workflow?

Inventory current URLs, content rights, form destinations, vendor access, and data export options before choosing a redesign or migration. Agree the redirects, backup, validation, launch, and rollback plan first. No third-party platform support or data transfer is assumed until its access and export capabilities are reviewed.

The demo is original illustrative work by Luna Studio, not a client result. Our service framework reflects proposed implementation scope, not market-average pricing or independently tested software comparisons. About the studio in Córdoba, Argentina.

Interactive prototype-to-production audit

Check what your v0 build still needs before launch

Select the platform you started in and mark every item that is still unfinished or unverified. We map your gaps directly to a transparent starting tier.

3 production gaps selected · Recommended starting scope

Full Stack SaaS Hardening — Starting at $1,997

Because authentication boundaries, database schema stability, or multiple server layers are still open, scope a disciplined Full Stack SaaS foundation before inviting real users.

Before you decide

Is this the right fit?

Who it's for

Founders and teams whose Bolt.new, Cursor, or Replit prototype is stuck on auth, database, or deployment bugs before launch.

What's included
  • Root-cause audit of auth, database, and state bugs
  • Refactoring of unsafe client-side queries into server routes
  • Clean production deployment and codebase handoff
Starting at

$997

Not a fit when

Discontinued side projects without a clear launch goal or owner.

Next step

Send the repository or preview URL and describe the blocker stopping your release.

Still not sure which tier fits? Use the free website scope calculator or read the website scope & pricing report.

Common failure points in AI-generated web apps

Rapid prompt loops frequently stack conflicting database migrations, expose privileged API calls in client components, or break session cookies across preview and production domains.

Instead of burning more tokens in a loop that breaks working screens, we isolate the failing boundary, establish a clean database and auth layer, and verify the critical path end to end.

A disciplined rescue path

We start by mapping what must work for launch, pruning dead generated files, securing environment variables and server routes, and documenting a repeatable deployment workflow your team owns.

Frequently asked

Before you start

Direct answers to help you choose the right next version.

How do you rescue a stuck Bolt.new or Cursor project?

We inspect the repository, database schema, and error logs, identify the architectural bottleneck, and propose a bounded $997 Custom Web App or $1,997 Full Stack SaaS scope to get it live.

What if the prototype needs to move to Next.js?

If the current stack cannot support your SEO, routing, or server-security requirements, we can migrate the working UI components into a clean Next.js App Router codebase.

What does this first release include?

Stabilizing and hardening an AI-generated codebase by fixing server boundaries, database schemas, authentication state, and deployment configuration. Deliverables: Architectural diagnosis of broken flows and security gaps; Server-side refactoring of exposed client queries; Stabilized database migrations and session handling; Verified production deployment with clean environment config.

When should we use existing software instead?

Keep using the AI builder directly if the app is a single-user internal experiment with no sensitive data or customer-facing uptime needs.

What determines the project price?

Starting project price: $997 for a focused workflow rescue; $1,997 for full-stack refactoring. Severity of schema drift, number of broken endpoints, auth provider migration, third-party API repair, and test coverage. Final scope and price must be approved before implementation.

What data and permissions are required?

Provide repository access, current environment variable inventory, database access, and a prioritized list of the user journeys that must work at launch.

What can this service not promise?

Severely tangled prototype codebases may require extracting the UI into a clean Next.js foundation rather than patching broken client-side architecture in place.

Your next step

Tell us about your project: Bolt.new & Cursor Prototype Rescue: From AI Draft to Production App

Tell us what you offer, who you serve, and how you want to receive inquiries. We will review your request to define the scope; submitting does not confirm an appointment or a final price.

Starting project prices. Content, tools, hosting, and maintenance are confirmed with your scope.

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Scope, limits, and examples

Starting prices do not guarantee a final total, delivery date, search ranking, or business result. Hosting, tools, additional content, and maintenance require scope confirmation. Product examples are concepts, not testimonials or verified client case studies.

Next step

Build the thing that helps your business move forward.

Send a scoped project brief