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OBOX SYSTEMS

VIBE CODE RESCUE

AI prototype → production SaaS in 4–6 weeks

Keep, Refactor, or Replace — we rescue what AI built and harden what matters.

Your AI-built prototype works in demo. It won’t survive production. No tests catch regressions, no error monitoring alerts you when users hit failures, and no security middleware protects against the vulnerabilities AI tools routinely introduce. Every week you delay hardening is a week your users encounter the bugs your demo never showed.

We audit and refactor AI-generated codebases into production-grade SaaS — security hardened, tested, deployable — in weeks, not the months a full rewrite takes. Our triage categorizes every file as Keep, Refactor, or Replace — preserving validated product decisions (typically 50–70% of your codebase) while adding the architecture the prototype lacks. You own everything, with no vendor lock-in.

We can help you with:

  • Codebase audit with file-by-file triage (Keep / Refactor / Replace)
  • Security hardening — input validation, auth middleware, secrets management, dependency audit
  • Automated test suite — unit and integration tests for critical paths
  • CI/CD pipeline — GitHub Actions, staging environment, automated deployment
  • Architecture refactoring — folder structure, separation of concerns, dependency cleanup
  • Performance optimization — database indexing, query optimization, caching
  • Production deployment — monitoring, error tracking (Sentry), logging, backup strategy
  • Rust rewrite of performance-critical paths when Node.js or Python hits scaling limits
  • and more.

Ready to discuss whether your AI-built prototype is rescuable or needs a rebuild? Book your free call!

Technologies we use

  • React
    React
  • Next.js
    Next.js
  • TypeScript
    TypeScript
  • Node.js
    Node.js
  • Python
    Python
  • Rust
    Rust
  • PostgreSQL
    PostgreSQL
  • Docker
    Docker
  • GitHub Actions
    GitHub Actions
  • Sentry
    Sentry

Packages

A call about what the generator left behind: what runs, what nobody on the team understands, and what is already in front of users.

1 day

Book the Call

We audit the codebase, assess its security, and deliver a file-by-file triage roadmap before anything is rewritten.

7 days

Request a Diagnostic

Production-ready SaaS — fully tested, secured, deployed with monitoring and error tracking.

30 days

Scope the Pilot

A codebase taken over in full: the rescue, then the refactor, the tests and the release process that stops it happening a second time.

90+ days

Scope the Build

FAQ

  • Rewrites discard validated product decisions — UI flows users navigate, business logic handling edge cases, working integrations. We preserve what works (typically 50–70%) and fix what doesn’t. Faster, lower risk.

  • Cursor, Copilot, Bolt.new, Lovable, Replit Agent, v0, ChatGPT-generated code. The failure patterns are consistent regardless of which tool generated the code — missing tests, no error handling, duplicated logic.

  • The Code Health Audit scans for security vulnerabilities, measures test coverage, maps architecture, and produces a file-by-file triage report (Keep / Refactor / Replace) you own regardless of next steps.

  • Yes. We refactor in your stack — React, Next.js, Python, Node.js. Rust rewrites are surgical, only for bottlenecks where your current stack hits performance limits. Same API, better throughput.

  • Our audit tells you honestly. If refactoring cost exceeds rewrite value, we recommend our SaaS Development service instead. The audit prevents a $20K mistake.

  • Yes. We sign NDAs before any technical discussion begins, on request.

  • You do. IP, source code, test suites, and deployment pipelines are fully assigned to you on completion — no vendor lock-in.

  • Yes. Signed contracts with fixed scope per phase. You’re contracting with a registered entity, not an individual.

Book a free call

Consult with our engineering team to define the perfect solution for your needs.

Book a call
30 minutes

Contact Us

Email [email protected] WhatsApp Message us Phone +1 350 750 9649 LinkedIn out-of-the-box-systems Twitter / X @LearnTogetherP GitHub obox-systems

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