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Joseph Gitonga

AI-built app rescue

Make your AI-built app safe to launch.

Senior review and fixes for apps built with Cursor, Lovable, Bolt, v0 or Replit. The blockers fixed, and a clear go or no-go.

Message me on WhatsApp
Read-only
access during the review
Same day
call for an outage, where possible
48 hours
to a written scope and price
KSh 5,000 ($50)
starting rate per hour

What you get

  • Launch-readiness audit

    Every finding ranked: fix before launch, fix before growth, or schedule.

  • Security review

    Access between users, exposed keys, auth, input validation and database rules.

  • Breaking the debugging loop

    The root cause the AI kept patching around, fixed once, with a test.

  • Deployment and environments

    Staging apart from production, config out of the code, backups and error alerts.

  • Integrations that fail with real users

    Payment webhooks, email and APIs that break under real traffic and retries.

  • Fix or rebuild, on evidence

    Most apps need repair, not a rewrite. The review shows which parts hold.

Proof

  • Live2026

    Site assistant

    A public AI chat grounded in this site's writing, with spending limits, streamed replies and clear failure handling.

    Read the writeup

How it starts

  1. 01Message what the app does and where it is stuck.
  2. 02Share read-only access to the repository.
  3. 03Get a written scope and price within 48 hours.
First step

Ship Safe

A senior read of your app, the launch blockers fixed, and a go or no-go.

  • Full read of the code and how it is deployed
  • Security check: access, keys, auth and inputs
  • The stuck workflow debugged
  • Small critical fixes included
  • Plain-English launch-risk report

Priced after a short call. Hourly from KSh 5,000 ($50). Always On care available once we have shipped together.

Questions

Can you fix an app built with Lovable, Bolt, Cursor or Replit?

Yes. The tool matters less than what it produced. The review starts from the repository and the deployed app, whichever tool wrote them.

Do I need to rebuild my vibe-coded app?

Usually not. Most of the time the data model and most screens are fine, and the risk sits in access control, secrets, integrations and error handling. Those can be fixed in place. A rebuild is recommended only when the review shows the foundations cannot hold real users.

What does an AI-generated code audit check?

Who can see and change which data, where secrets live, how inputs are validated, what happens when an integration fails or retries, how production is separated from testing, and whether you would know if it broke. Findings come back ranked by risk, in plain English.

What do you need from me to start?

Read-only access to the repository, a way to run the app, a short description of what it should do, and who uses it. Deployment access comes later, only if fixes need it.

My app is broken in production right now. How fast can you help?

Say so in your first message. Triage can start before a full scope is signed, and for an outage the scoping call happens the same day where possible.

Tell me what is happening. Get a written scope in 48 hours.

Message me on WhatsApp

Email: [email protected]. The person who scopes your work builds it, directly or through Noria Technologies LTD.

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