AI App Rescue: Fix, Finish & Launch Your AI-Generated App

Your AI-built app is almost ready — but it's stuck in a bug loop, missing critical features, or crashing in production. We rescue it.

We take over AI-generated and vibe-coded projects at any stage, fix what's broken, complete what's missing, and deliver a production-ready application — on your timeline, at a transparent hourly rate with no hidden costs.

300+
Apps rescued
15 yrs
Experience
98%
Success rate

"AppStuck saved our project. We were stuck for months on a Lovable app that kept breaking — they had it live in under three weeks."

Lars Andersen, Nordic FinTech Solutions

What Is AI App Rescue?

The professional process of taking a broken, incomplete, or production-failing AI-generated app and getting it across the finish line.

AI coding tools — Lovable, Bolt.new, Cursor, Replit, Windsurf, and others — have transformed how founders and product teams build software. They allow anyone to go from idea to a working prototype in hours or days. But the prototype is rarely the finished product. When the AI hits the boundaries of its context window, encounters a bug it cannot resolve on its own, or generates code with structural problems that compound over time, the project stalls. The founder is left with an app that is 70–90% built but can't be shipped.

That is exactly the situation AppStuck specialises in. We are not a general-purpose development agency. Our entire practice is built around taking over AI-generated and vibe-coded projects, diagnosing precisely what is wrong, and delivering a stable, production-ready application — without discarding the work already done.

Deep Code Audit

We read every line of your AI-generated codebase, map what works, and identify the root cause of every failure. You receive a written audit report and fix plan before a single change is made.

Targeted Bug Fixes

We fix the specific issues blocking your launch — authentication loops, database errors, broken third-party APIs, deployment crashes — without touching the code that already works.

Feature Completion

AI tools have hard limits. We implement the features they couldn't: complex backend logic, payment processing, real-time functionality, third-party API integrations, email flows, and mobile app store delivery.

Production Launch

Domain setup, SSL certificates, environment configuration, database migrations, CI/CD pipelines, monitoring, and alerting — we handle every step of a real production deployment on the hosting platform you choose.

Why AI apps get stuck: AI coding tools are excellent at generating prototypes quickly. They struggle when bugs require understanding the full context of the codebase, when integrations need precise API configuration, when security vulnerabilities are buried in boilerplate code, or when the infrastructure requirements of a real production environment diverge from a development setup. When the AI loops on the same errors or produces code that quietly breaks other features, forward progress stops. That is when a professional rescue is the fastest path to launch.

7 Signs Your AI App Needs a Rescue

If any of these sound familiar, you are not alone — and every one of them is fixable. These are the situations we see every week from founders who built with AI tools and hit a wall they cannot get past alone.

Stuck in a bug loop

You fix one thing and the AI breaks something else. The same errors keep reappearing no matter what prompt you try, and the model can't reason its way out. This is the most common reason people contact us — and it usually means there is a structural issue in the codebase that needs a human developer to untangle.

Works locally, crashes in production

The app runs fine in the AI platform's preview or in your local development environment but fails immediately when deployed to a real server. Environment variable mismatches, missing secrets, hardcoded development URLs, and misconfigured build pipelines are the most common culprits. These are all fixable once you know where to look.

Missing critical features

The AI built 70–80% of the app but stalled on the hard parts: payment flows, multi-step authentication, file upload handling, role-based access control, real-time updates, or complex database logic involving multiple related tables. These are the features that require a developer who understands the full architecture.

Unusably slow performance

The app loads slowly, times out under minimal traffic, or runs expensive database queries on every single page load. AI-generated code rarely includes performance optimisation: missing indexes, N+1 query patterns, unoptimised images, and no caching strategy are all common. These issues are straightforward to diagnose and fix with proper profiling tools.

Security vulnerabilities

Exposed API keys committed to version control, unvalidated user input, SQL injection risks, overly permissive CORS policies, missing HTTPS configuration, and insecure session handling are all common in AI-generated codebases. Shipping with these issues puts your users' data at risk. We audit and fix security problems as a core part of every rescue.

Broken third-party integrations

Stripe, Supabase, Firebase, SendGrid, Twilio, Plaid, or other integrations that the AI set up incorrectly, configured incompletely, or that stopped working after an API version change. Integrations are often where AI-generated code is most fragile — the AI knows the documentation but doesn't always implement the error handling and edge cases that real-world use requires.

Deadline pressure mounting

You have investors, paying customers waiting, a product launch event, or a regulatory deadline — and the AI platform has stopped making meaningful progress. Every additional day of delay costs you momentum, credibility, or money. A professional rescue is almost always faster than continuing to prompt an AI in circles.

Recognise any of these? We fix them — often in 2–5 days for targeted issues, 2–4 weeks for a full rescue and launch.

Book Free Discovery Call

Why AppStuck for AI App Rescue?

We are not a general development agency that occasionally helps with stuck projects. AI app rescue is the entire focus of what we do.

We have seen hundreds of AI-generated codebases. Over 15 years and 300+ projects, we have taken over applications built with every major AI coding platform. That means we know exactly what patterns AI tools produce, what mistakes they make consistently, and where to look first when something is broken. We do not have to figure out how AI-generated code is structured — we already know.

We write a plan before we bill a single hour. Every rescue starts with a free discovery call and a code audit. You get a written document explaining exactly what is wrong, what we will fix, in what order, and what it will cost. You review and approve that plan before any development work begins. There are no surprises on your invoice.

We preserve what the AI got right. AI tools can produce genuinely good UI, correct data models, and solid business logic. We identify what works and build on it. Our default is always to fix and extend — never to rewrite from scratch unless that is genuinely the faster path. We respect the work already done and the money already spent.

We deliver production-ready, not just working. An app that works on your laptop is not a shipped product. We configure real hosting environments, set up proper monitoring and alerting, secure the application against common vulnerabilities, and hand over a codebase that a professional developer can maintain. That is what "production-ready" means — and it is what we deliver on every rescue.

Platforms We Rescue From

We have taken over and rescued projects from every major AI coding platform. Whatever tool built your app, we know its architecture, its common failure modes, and exactly how to fix what went wrong. We work with the exported code or directly inside your platform account — whichever is faster.

Don't see your platform listed? Get in touch — we work with any AI coding tool or no-code platform.

Technologies We Work With

AI tools generate code in many different frameworks and languages. We are fluent in all of them — which means we can take over your codebase and fix it regardless of the tech stack the AI chose, whether that is a React single-page app, a Next.js fullstack project, a Python Flask backend, or a Flutter mobile application.

Our Rescue Process

Four clear phases. You know exactly what is happening at every step — and you approve the full rescue plan before a single line of your code is changed. We never start work before you understand the cost and timeline.

1

Free Discovery Call

30 minutes. You show us the app and describe what is blocking you. We ask the right technical questions and share an honest first read of the situation. No commitment, no charge. We will tell you if we think the project is rescuable — and if we think you need something different, we will say so.

2

Code Audit & Rescue Plan

Within 48 hours of receiving access to the codebase, we deliver a written rescue plan covering every issue identified, what we will fix, in what order, and the projected hours and total cost. You review and approve the plan before any development work begins. No surprise scope or billing.

3

Fix, Build & Test

We fix bugs, complete missing features, clean up the code structure, add proper error handling and logging, and run tests under realistic conditions. You receive regular progress updates and can review the work at any point. We do not ship anything we have not verified works correctly end-to-end.

4

Production Launch & Handover

We deploy to production, configure monitoring and error alerts, and hand over a clean, documented codebase. You own everything — the code, the repository, the hosting account. Optional post-launch support is available for ongoing bug fixes, updates, and new features as your product grows.

Start Your Rescue — Free Call

Responds within 1 business day. No commitment required.

Real Rescue Stories

A sample of what we have rescued over 15 years and 300+ successful launches. Every engagement starts with a free discovery call and a written rescue plan before any work begins.

FinTech · Lovable

Nordic FinTech — Stuck for Months, Live in 3 Weeks

A Nordic FinTech startup had been stuck on their Lovable-generated app for months. Authentication was broken, the database schema had circular foreign-key dependencies, and the Stripe integration was misconfigured in a way that silently failed on all transactions. Our audit identified eleven distinct issues. We fixed them in priority order, with the payment integration last after the core platform was stable. The app went live on a managed cloud host with full monitoring within three weeks of the rescue starting.

"AppStuck saved our project. We were stuck for months — they had it live in under three weeks."

— Lars Andersen, Nordic FinTech Solutions
SaaS · Bolt.new

B2B SaaS — Feature Completion After the AI Hit Its Limits

A B2B SaaS founder had used Bolt.new to build a project management tool with a solid, well-designed UI. But the AI had been unable to implement multi-tenant architecture, subscription billing via Stripe, or transactional email notifications. All three were blockers for any paying customers. We implemented each system from scratch within the existing codebase, carefully integrating with the UI the AI had built, then deployed to production on Vercel with proper environment separation between staging and production.

"They built in two weeks what the AI could not manage in two months. Clear communication throughout."

— Sarah K., SaaS Founder
Mobile · FlutterFlow

Health-Tech Mobile App — Rescued and App Store Live

A health-tech team had a FlutterFlow mobile app that crashed on startup for all Android users, while the iOS version was missing push notifications and the in-app purchase flow was broken. We identified the Android crash as a Gradle configuration issue introduced by FlutterFlow's code export, fixed the iOS notification implementation, rebuilt the in-app purchase flow using the correct StoreKit 2 APIs, and guided the app through both the Apple App Store and Google Play review processes. Approved on the first submission for both platforms.

"They knew FlutterFlow and native Flutter equally well. App Store approved on the first try."

— Michał R., Health-Tech Founder

Pricing and Timeline

Transparent hourly rate, no hidden costs. You receive a written cost estimate and timeline before any work begins — so you know exactly what you are committing to and can plan accordingly. We never start work on a vague budget.

$70 /hour

Minimum 5 prepaid hours · Fixed project quotes available for larger rescues

  • Free discovery call — no charge, no commitment
  • Written rescue plan and cost estimate delivered first
  • Hourly billing or fixed quote for larger projects
  • You approve full scope before any work starts
  • Full code ownership — everything is yours to keep
  • Post-launch support retainer available
Get a Free Assessment

Responds within 1 business day. Based in Europe, serving clients worldwide.

Targeted Bug Fix
Isolated issues: broken deployments, auth loops, integration errors
Typical hours:5–10 hours
Timeline:2–5 days
Full Rescue & Launch
App is 70–80% complete — needs fixes, feature completion, and production deploy
Typical hours:15–40 hours
Timeline:2–4 weeks
Complex App Rescue
Multiple integrations, mobile targets, custom backend, significant feature gaps
Typical hours:40–100+ hours
Timeline:4–8 weeks

Frequently Asked Questions

Everything you need to know before reaching out. If your question is not answered here, ask us directly at hello@appstuck.com or book a free discovery call.

AI app rescue is the professional process of taking over a broken, incomplete, or production-failing application that was generated by an AI coding tool — such as Lovable, Bolt.new, Cursor, Replit, or Windsurf — and fixing it so it works correctly in a real production environment. This involves a full code audit, targeted bug fixes, completing missing features that the AI could not build, cleaning up code structure, and deploying a stable, production-ready application on the client's chosen hosting infrastructure.

We rescue apps from all major AI coding platforms: Lovable, Bolt.new, Cursor, Replit, Windsurf, Base44, V0 by Vercel, Builder.ai, FlutterFlow, Bubble, Claude Code, CopilotKit, UI Bakery, Atoms, and more. We also work with projects that were started in an AI tool and then partially hand-coded. If an AI tool generated or significantly assisted in building your app, we can take it over and fix it.

We charge $70 per hour (€60 per hour) with a minimum of 5 prepaid hours — a minimum project investment of $350. For larger rescues, we provide a fixed-price project quote after the free discovery call and code audit. Simple bug fixes and isolated issues typically take 5–10 hours. A full rescue and production launch for an app that is 70–80% built usually takes 15–40 hours. Complex apps with multiple third-party integrations, mobile targets, or significant feature gaps typically run 40–100+ hours. You always receive a specific estimate before committing.

Targeted bug fixes for isolated issues: 2–5 business days. A full rescue and production launch for an app that is mostly built: 2–4 weeks. Complex apps with multiple integrations, custom backends, or mobile app store submissions: 4–8 weeks. You receive a specific, written timeline estimate after the free discovery call and code audit, before any work starts. We have never shipped an app we did not have high confidence in.

Usually not. We prefer to work directly with the exported or downloaded source code, which you can export from most AI platforms. We set up our own development environment, make our changes, and return the corrected code to you. If working inside your platform account is easier or faster for the specific situation, we can do that too — we will discuss access requirements during the discovery call and only request what we actually need.

Messy, hard-to-follow AI-generated code is what we work with every single day. We have reviewed hundreds of AI-generated codebases and know exactly what patterns to look for, what common mistakes the AI tools make, and how to quickly distinguish fixable issues from structural ones. We never refuse a rescue because the code is difficult. We do, however, always tell you upfront if the code is so broken that fixing it would take longer than a partial rebuild — and you make the call on how to proceed.

Almost never. Our default position is to fix and finish what you already have, not to start over. Rebuilding from scratch wastes the time and money you have already invested, takes longer, and often ends up in the same situation if the underlying requirements are not properly understood. On the rare occasions where the AI-generated code is so deeply broken that fixing it would genuinely take longer than rebuilding the affected parts, we will say so clearly in the written rescue plan — and you decide how to proceed. We never start a rebuild without your explicit approval.

Yes — feature completion is one of the most common parts of a rescue engagement. AI platforms have real, documented limitations. Complex backend logic with multiple business rules, third-party API integrations that require careful error handling, payment processing and subscription management, role-based access control, file upload and processing pipelines, real-time features using WebSockets, and mobile app store submissions are all things AI tools regularly fail to implement correctly. We build whatever is missing, integrating cleanly with the code the AI already produced.

Yes. Many clients continue working with us after a successful rescue on a monthly retainer basis. We offer post-launch support packages with prepaid hours that cover bug fixes, minor feature additions, dependency updates, and performance improvements. Because we already know your codebase well from the rescue engagement, we can respond faster and more accurately than a new developer would. Retainer arrangements start from as little as 5 hours per month.

Vibe coding refers to building software primarily by prompting an AI tool — describing what you want in natural language and letting the model generate the code. It is extremely fast for generating prototypes and UI mockups. However, AI models frequently produce code with subtle logic bugs, missing error handling, insecure default configurations, or features that work correctly when tested in isolation but break when combined with the rest of the application. When the AI reaches its context window limit — the maximum amount of code it can reason about at once — it loses track of earlier decisions and starts producing contradictory changes. When it encounters a bug it cannot reason its way out of, it loops on the same fix repeatedly. That is when the project stalls and a professional rescue is the fastest path forward.

Your App Is Close. Let's Get It Live.

Free discovery call. No commitment. We tell you exactly what it takes to ship — you decide if it makes sense.

Responds in <1 business day. Based in Europe, serving clients worldwide.