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M. Mohsin Ansari

AI-Built App Audit & Rescue

Built your app with AI? Let's get it ready for real users.

AI coding tools are excellent at getting you to a working demo. Getting from that demo to something secure, stable and ready for paying customers is a different job. I review what was built, explain the issues in plain language, and help you finish and launch it.

Sound familiar?

  • The app works on your machine but breaks when deployed
  • Each new prompt fixes one thing and breaks another
  • You're not sure whether user data and API keys are safe
  • You need a developer to take it the rest of the way

What I offer

How I can help

01

What the audit looks at

A structured review of the codebase and configuration, written up so a non-technical founder can act on it.

  • Code quality and structure
  • Security and configuration risks (exposed keys, auth gaps)
  • Performance concerns
  • Database and API issues
  • Missing or incomplete functionality
  • Deployment readiness
  • Prioritized recommendations
02

Rescue & completion

If you'd like help after the audit, I can fix the critical issues and finish the remaining work.

  • Fixing bugs and unstable features
  • Refactoring code that has grown hard to change
  • Setting up proper authentication, environment variables and secrets
  • Completing features and preparing for launch
03

Launch support

Getting the app online properly — and keeping it there.

  • Production deployment (Vercel, AWS or similar)
  • Domain, email and environment setup
  • Basic monitoring and error tracking
  • Handover notes so you're not dependent on any one tool

How it works

Start with a small, low-risk review

The initial audit gives you an experienced engineer's view of your app before you spend more time or money on it.
  1. 1

    Share your project

    Send a short description and give access to the code — usually a private GitHub repository.

  2. 2

    I review it

    I go through the code, configuration and setup, focusing on what matters most for launch.

  3. 3

    You get a clear summary

    A written list of the key issues, explained in plain language, with prioritized next steps.

  4. 4

    Decide what's next

    Fix it yourself, or ask me for a quote to handle the fixes, completion and deployment.

Entry offer

Initial AI App Audit

Starting at$10

  • A look through your project's code and setup
  • A short written summary of the most important issues
  • Clear, prioritized next steps

This is a limited initial review — not a full security assessment, penetration test or implementation service. Deeper reviews and fixes are quoted separately.

Process

From Understanding the Problem to Delivering the Solution

A clear, predictable way of working — so you always know what's happening, what's next and why.
  1. 01

    Discover

    Understand the business need before touching the code.

    • What problem are we solving, and for whom?
    • Constraints: budget, timeline, existing systems
    • What success looks like in practical terms
  2. 02

    Architect

    Design the technical solution and a realistic roadmap.

    • System and data design sized to your stage
    • Technology choices with clear trade-offs
    • Milestones you can review and approve
  3. 03

    Build

    Develop, integrate and test in short, visible iterations.

    • Working software you can try early
    • Clean, documented, maintainable code
    • Testing built into the process, not bolted on
  4. 04

    Launch & Improve

    Deploy with confidence, then keep improving.

    • Production deployment and monitoring
    • Performance and cost optimization
    • Ongoing support as your product grows

FAQ

Common questions

What do I get for $10?

A limited initial review: I look through your project and send you a short written summary of the most important issues I can see and the recommended next steps. It's a starting point to understand where you stand.

Is the $10 audit a full security assessment?

No. It's an initial review, not a full security assessment, penetration test or implementation service. If your app handles payments or sensitive data, I'll recommend a deeper review as a next step.

Which tools do you support?

Apps built with Cursor, Claude Code, Lovable, Bolt, Replit and similar tools — typically React, Next.js, Node.js, Supabase or Firebase projects. If yours uses something else, ask and I'll tell you honestly whether I can help.

How do I share my code?

Usually by inviting me to a private GitHub repository or sharing an export of the project. Never send passwords or API keys by email — I'll explain a safe way to share access if it's needed.

Have an Idea, a Challenge, or a Project That's Stuck?

Whether you're building something new, improving an existing application, or exploring how AI can help your business, let's discuss your goals.