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H Product Studio · AI Code Rescue

Your AI-built app got you to 70%. We take it the rest of the way.

Lovable, Bolt, v0, Cursor, Replit — great for proving the idea. Then real users, payments and company data arrive, and the app needs security, reliability and someone accountable for production. That is where we come in.

Security firstSecrets, auth and data access reviewed before anything ships
Keep what worksValidated product behavior stays — fragile foundations get replaced
Production ownershipDeployment, monitoring and a team accountable after launch
What the rescue covers

From prototype energy to production discipline.

The product you validated stays. The parts that would break under real users get rebuilt — in priority order, with every step agreed before it starts.

01 · Review

Find out what you actually have

  • Security review of the AI-generated code, dependencies and exposed secrets
  • Data model, authentication and permission checks against real-world usage
  • A written findings report you keep — whether or not we continue together
02 · Hardening

Make it safe to launch

  • Fix the security flaws and fragile logic that block a real launch
  • Add tests around the flows your business depends on
  • Set up proper deployment, error handling, backups and monitoring
03 · Production

Keep shipping after launch

  • Deliver new features on the stabilized foundation
  • Continue into planned maintenance or a monthly retainer when useful
  • Document the system so any senior engineer can pick it up later
Working together · 03

How an AI-built app becomes a production system.

Four steps from first conversation to a launched, monitored product. No blanket rewrite, no work started before the findings are on the table.

  1. Initial conversation

    Tell us what you built, which tools you used and where it stands today.

  2. Code assessment

    We review security, architecture, data and deployment, and report what must change before launch.

  3. Hardening sprint

    Fix the blocking issues in priority order — keeping the product behavior you already validated.

  4. Launch & ongoing

    Ship to production with monitoring in place, then continue into maintenance or feature delivery.

Questions before starting · 04

What founders usually ask before a rescue.

Straight answers before any call — including the ones about rewrites and ownership.

01My app was built with Lovable, Bolt or v0 — will you rewrite it from scratch?

Usually not. AI tools are good at producing a working product surface, and that validated behavior has value. We keep what works, replace what is fragile, and rebuild only the parts where the evidence shows a rewrite is cheaper than a repair — typically authentication, data access and deployment.

02What is usually wrong with AI-generated codebases?

The common pattern: secrets committed to the repository, missing authorization checks behind the UI, no tests, unvalidated input, tangled data models and no real deployment or backup story. Independent analyses find security flaws in roughly half of AI-generated code — which is why our rescue starts with a security review, not with features.

03I'm not a developer. Can we still work together?

Yes — that is the typical case. Many founders build the first version themselves with AI tools and bring us in when real users, payments or company data enter the picture. We explain findings in product terms, and every step is agreed in writing before it starts.

04How long does a rescue take?

The assessment usually takes days, not weeks. Hardening depends on what the assessment finds — a focused launch-blocker pass often fits into a few weeks, while a deeper restructuring is planned in stages so you can keep demoing and testing throughout.

05What happens after launch?

You choose: take the documented, stabilized codebase fully in-house, or continue with us through planned maintenance and feature delivery. Most clients keep a monthly engagement so the product keeps moving while they focus on the business.

06Do we own the code?

Yes. The repository stays in your organization, the infrastructure runs on your accounts, and the documentation is written for whoever comes after us. No vendor lock-in — that is the point of a rescue.

Classify software rescue

What is stuck — and which access is still available?

We review the starting point, capacity and lawful technical access before committing to a rescue or takeover.

  • Do not send credentials or source code through the form
  • NDA before technical system access
  • Initial orientation before a deeper review
  • Written scope for every further step
Software rescue

Briefly describe the current situation.

We review the condition, access situation and urgency. Please do not send credentials, source code or sensitive production data through this form.

Before technical access, we confirm capacity, lawful access and a mutual NDA.
More context

Not an AI-built app?

For software inherited from a previous developer or agency, start with a project takeover. For a product already in production that needs a long-term team, go straight to application maintenance.