AI Code Rescue - we fix vibe-coded and AI-generated apps

It works in the demo. It works in production.

You built it fast with Lovable, Bolt, v0, Cursor, or Claude. Now it needs to survive real users, real data, and real attackers. That's where we come in.

sound familiar?

You know something's off. You just can't see where.

  • The demo impressed everyone. Then real users found the edge cases.

    week one after launch
  • Adding one feature quietly breaks two others. Nobody knows why.

    the codebase nobody has read
  • Your AI assistant says "You're absolutely right!" - then reintroduces the same bug.

    see exhibit below
  • A developer looked at your repo and quoted a full rewrite.

    there is a cheaper answer
  • You're not sure your API keys, user data, or payment flow are actually secure.

    the 3 a.m. question
  • Costs keep climbing: API calls, hosting, patches on top of patches.

    the invoice, again
fix-attempt.log attempt 01
you

The login page is broken again.

assistant

You're absolutely right! I've found the issue and fixed it.

coditive · human reviewer

Hi. We're human developers. We read the code and verify every change before we say it's fixed.

tests: 3 failed · 9 passed FAIL
coditive.com/services/ai/ai-code-rescue

review comment #1 · the decision to build with AI

Building with AI was the right call.

Let's be clear. Using AI to build your product was smart. You validated an idea in days instead of months and spent a fraction of a traditional budget. AI got you 80% of the way there.

The problem is the remaining 20%. Security, stability, and maintainability. The part that decides whether your app survives contact with the real world. That 20% is what we do.

No rewrites-by-default. No lectures. We keep what works, fix what doesn't, and show you the difference.

resolved · no changes requested

the industry, measured

It's not just your app.

Measured across millions of commits and thousands of live apps. None of this is about you.

45 %

of AI-generated solutions contain OWASP Top 10 vulnerability classes

Veracode, 100+ models tested
+ 81 %

more duplicated code blocks than in 2023, the highest level ever recorded

GitClear, 600M+ commits
70 %

less refactoring, so complexity compounds instead of getting paid down

GitClear, 2026
31 %

more pull requests merged with no review at all

Faros AI, 22,000 developers

July 2025: an AI agent wiped a production database during a code freeze. The same month, 72,000 private photos leaked through one missing access rule. Different apps, same root cause: nobody read the code.

what we typically find

Six findings. Watch them resolve.

Pulled from real audits of AI-built apps. The pattern is always fixable.

01 Hardcoded secrets

Your live payment key is sitting in the repository.

src/lib/stripe.ts finding 1 / 6
  1. const stripe = new Stripe(
  2. "sk_live_51Mq3xW…" // TODO move later
  3. );
  1. const stripe = new Stripe(
  2. process.env.STRIPE_SECRET_KEY,
  3. );
02 Missing authorization

Anyone logged in can read anyone's data.

src/api/orders.ts finding 2 / 6
  1. app.get("/api/orders/:id", auth, async (req, res) => {
  2. const order = await db.orders.find(req.params.id);
  3. res.json(order);
  4. });
  1. app.get("/api/orders/:id", auth, async (req, res) => {
  2. const order = await db.orders.find(req.params.id);
  3. if (order?.userId !== req.user.id) return res.sendStatus(404);
  4. res.json(order);
  5. });
03 No input validation

Whatever the form sends is what the database stores.

src/api/signup.ts finding 3 / 6
  1. const { email, plan, role } = req.body;
  2. await db.users.create({ email, plan, role });
  1. const data = signupSchema.parse(req.body);
  2. await db.users.create({ ...data, role: "member" });
04 A dependency that doesn't exist

One of your packages was never real.

package.json finding 4 / 6
  1. "dependencies": {
  2. "express-auth-validator": "^2.1.4",
  1. "dependencies": {
  2. "express-validator": "^7.2.0",

express-auth-validator is not on npm. Attackers register hallucinated package names and wait. The technique has a name: slopsquatting.

05 A database that says yes

Every user can read and write every record.

firestore.rules finding 5 / 6
  1. match /users/{userId} {
  2. allow read, write: if true;
  3. }
  1. match /users/{userId} {
  2. allow read, write: if request.auth.uid == userId;
  3. }
06 Unmetered API spend

Any visitor can run up your model bill.

src/api/summarize.ts finding 6 / 6
  1. app.post("/api/summarize", async (req, res) => {
  2. res.json(await llm.complete(req.body.text));
  3. });
  1. app.post("/api/summarize", auth, limiter, async (req, res) => {
  2. res.json(await cache.wrap(req.body.text, complete));
  3. });

AI codes like a very fast junior developer who never got a security review.

We're the review.

what we fix

Rescue is whatever your app needs first.

Every engagement starts with the audit. Then we fix in priority order, and you see the diff for every change.

Security audit & hardening

Exposed API keys, missing authorization checks, injection-prone endpoints, database rules that let anyone read everything. We find the holes before someone else does.

Code review & refactor

We untangle duplicated logic, dead code, and dependencies that don't actually exist, and turn the codebase into something a human developer can understand and extend.

Performance optimization

AI-generated code is rarely written for speed. We've taken client frontends from 6-second to 0.2-second load times. Your app gets the same discipline.

Finish & ship

Project stalled at 80%? We take over, close the gap, and carry it to launch.

Prototype-to-stack migration

When the prototype platform becomes the bottleneck, we migrate your app to a maintainable stack you fully own. Nuxt, Node, Laravel, or WordPress.

Ongoing maintenance

After the rescue, we can stay on board: pre-paid hourly packages, a dedicated project manager, and detailed reports.

why coditive

We use AI every day. That's how we know where it fails.

We're not anti-AI developers rolling their eyes at your repo. We use AI in our own workflow every day and built our own internal tools with it. We know exactly what AI-assisted coding does brilliantly and exactly where it fails. Behind that sits 15+ years of building software for startups, agencies, and SaaS companies worldwide.

15 +

years building for the web

170 +

clients worldwide

850 +

projects delivered

4.9

rating on Clutch

review comment · Mads, Gentofte, Denmark

"Coditive helped us go from 6 to 0.2 seconds load times on our frontend. We collaborate easily through Basecamp and Bitbucket and they react to our task instantly."

Mads · CEO of a translation platform service

how it works

How the rescue works.

Three steps from first call to production-grade.

  1. step 01

    Talk, then read access

    Fill out the form and schedule a free consultation. Give us read access to your repository. We'll sign an NDA first if you need one.

  2. step 02

    Audit and rescue plan

    We audit the code and send you a prioritized rescue plan: what's critical, what can wait, and a transparent estimate for each part.

  3. step 03

    Fix, harden, ship

    We do the work and carry it to launch. If you want, we stay on board for maintenance and new features.

questions

Answers before the first call.

the question people ask first

Will you judge how the code was built?

No. You shipped something real and put it in front of users. Most ideas never get that far. We build with AI ourselves, and in 15 years of taking over projects we've seen scarier things written by hand. The only judgment you'll hear from us is what to fix first and why.

Do we need a full rewrite?

Usually not. We keep what works and replace only what doesn't. If a rewrite genuinely is cheaper than repair, we'll show you the math and let you decide.

Which tools and stacks do you cover?

Apps built with Lovable, Bolt, v0, Replit, and similar platforms, plus codebases written with Cursor, Copilot, or Claude. Stack-wise: Vue, Nuxt, React, Node, Laravel, WordPress, and WooCommerce.

Can you just audit without fixing anything?

Yes. A standalone audit ends with a written report you can act on with any team, including your own.

Who owns the code afterward?

You do. Full source code, documentation, and deployment instructions. Everything we write is 100% yours.

How do you charge?

The same transparent model as all our services: a detailed estimate up front, then fixed price for defined scopes or pre-paid hourly packages for ongoing work. Payments in USD, EUR, or PLN.

Do you sign NDAs?

Yes. Just ask, and we'll send our standard template before you share anything.

approved · ready to merge

AI got you this far. Humans take it from here.

One conversation is enough to know where you stand.

Olga Legieżyńska, COO of Coditive
Przemysław Hernik, CTO of Coditive
Senior developer at Coditive
Paweł Madeja, CEO of Coditive
Senior developer at Coditive
Magda Chmielewska, Senior Operations & Account Manager at Coditive
Senior developer at Coditive

Contact

Tell us what you built.

Share what the app does and what's worrying you. We'll review the context and get back to you with a clear next step.