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Shpatik.
Rescue · AI cleanup

You shipped it with AI. Now make it production-ready.

AI got you a working demo fast — and that's genuinely useful. But roughly half of AI-generated code has issues that fail professional review: security holes, no tests, tangled structure that breaks the moment you change something. We turn that prototype into a product that holds up in production.

High demand
Diagnosis

The AI-built app trap

It works in the demo, breaks in prod

Great in the pitch, fragile the moment real users, real data, or real load arrive.

You can't safely change anything

Touch one thing, three others break. No tests to tell you what you just broke.

Security was never considered

Exposed keys, no input validation, auth that isn't really auth. Common in generated code.

Nobody actually understands it

The AI wrote it, you shipped it, and now there's no human who can reason about it.

From prototype to product

A clear method, not a black box.

Every engagement is fixed-scope and reversible. You always know the next step, the cost, and the outcome before you commit.

  1. We audit what the AI built

    Security scan, architecture review, and a map of where it'll break — specific to Lovable, Cursor, Bolt, v0 or Replit output patterns.

  2. We harden and restructure

    Fix the security holes, add tests around the critical paths, and untangle the structure so change is safe again.

  3. We make it truly yours

    Documented, understandable, and set up so you (or we, on retainer) can keep building without fear.

What you get

Concrete deliverables, in your hands.

No vague retainers of hours. You get artifacts you own and can act on — whatever you decide to do next.

  • A security and quality audit of the generated code
  • The critical vulnerabilities, fixed
  • Tests around the paths that matter
  • A restructured, maintainable codebase
  • Documentation a human can actually follow
The path

From first call to shipped.

  1. Free 15-minute triage call

    Same week · free

    Tell us what's broken. We ask the sharp questions, give an honest first read on whether it's a rescue, a refactor or a rebuild, and agree on next steps. No sales theatre.

    • Honest first assessment
    • Rescue / refactor / rebuild verdict
    • Clear next step

    You leave knowing where you stand — even if you never hire us.

  2. Rescue Assessment

    About 5 business days

    We get read access and go deep: architecture, security, technical-debt map, test gaps, CI/CD and deployment. You get a scored report with a prioritized fix roadmap and a go/no-go verdict.

    • Scored codebase report
    • Prioritized remediation roadmap
    • Fixed quote for the fix
    • Go / no-go recommendation

    A clear, evidence-based plan — and a fixed price for the work.

  3. Stabilization Sprint

    2–4 weeks · fixed scope

    We stabilize the highest-risk parts first: stop the bleeding, fix what's broken, harden security, and get you to a state you can ship and build on. Fixed scope, daily visibility.

    • The critical fixes, shipped
    • Security & deployment hardening
    • Documentation of what we changed
    • Daily progress you can see

    A working, deployable product you understand and control.

  4. Delivery & retainer

    Ongoing · month to month

    Finish the roadmap and, when you're ready, keep a senior team on tap to build the next things — features, mobile, scale. Month to month, cancel anytime. You keep all code and access, always.

    • Roadmap delivered
    • Optional ongoing engineering team
    • You own all code and infrastructure

    From rescued to shipping — with a team that already knows your code.

Questions

Straight answers.

All the common ones — Lovable, Cursor, Bolt, v0, Replit and similar. The output patterns differ, but the underlying cleanup — security, tests, structure — is the same discipline.

Not at all. AI is a great way to get to a working prototype fast. The mistake is shipping that prototype to production untouched. We keep the speed you gained and add the production hardening it's missing.

Usually not. We keep what's sound and fix what isn't. A full rewrite is a last resort, not a default — we'll tell you honestly which one your app needs.

Get started

Tell us what's broken. We'll tell you the truth.

Start with a free 15-minute call or a written quote. If it's salvageable, we'll show you exactly how — and what it takes.

  • You keep all code & access — always
  • NDA on request, before you share anything
  • Free, no-obligation first read