The Endless AI Bug Loop
You prompt the AI to tweak a button or fix a small layout issue, and suddenly the checkout stops working. You spend whole weekends prompting in circles without solving the root cause.
Built with AI? Let's make it launch-ready.
Bring stability to your software. Turn vibe-coded apps into solid, unbreakable products.
You used AI to build fast. Now make sure it actually works when real customers sign up. We audit what’s under the hood, explain what’s broken in plain English, fix the core, and install automated tests so future prompts won’t break your app.
Experienced software engineers fixing real code • Any AI tool (Lovable, Bolt, Cursor, Replit) • Any tech stack
Diagnostic Checkup // Plain-English Health Review
Fixed-Price Audit
Customer Data Privacy & Isolation
High Risk Fixed
Ensure User A can never accidentally view or modify User B's private account data.
Secret API Keys & Cost Safety
Shielded
Private Stripe and OpenAI keys moved to secure servers to prevent surprise $5,000 bills.
Signups, Logins & Stripe Payments
Verified
Checkout webhooks and login sessions bulletproofed so you never lose paying customers.
Automated Core Guardrails
Protected
Automated tests installed to guarantee future AI prompts don't break your core features.
The Vibe-Coding Reality
Fast to build. Fragile to launch.
AI tools let you build apps at lightning speed. But when you ask AI to fix a bug and three new ones appear, or you worry about customer data leaking, you need an experienced software engineer to make it solid.
Customer Data Leaks
AI tools often forget the invisible boundaries between customer accounts. Without proper isolation, a user could accidentally view, edit, or delete another customer’s private data.
Silent Payment & Login Crashes
If a user can't sign up or their Stripe payment fails silently without an alert, you lose paying customers and trust before you even realize something went wrong.
Exposed Keys & Surprise Bills
AI tools frequently paste private OpenAI, Stripe, or database keys directly into browser code where scrapers can steal them and run up thousands in unauthorized charges.
Freezing Under Real Traffic
AI-generated code often misses basic error handling and database indexing. What runs fine for you locally can freeze, slow down, or crash the moment multiple real users arrive.
No Safety Nets When Changing Code
Without automated tests, every new prompt or feature you add is a roll of the dice. You never know if your latest change broke the core functionality of your application.
You don't need a total rewrite: AI coding tools are amazing for building fast. You don't need to throw away your code and start over. We inspect what you have, fix the broken pieces, and install automated guardrails so you can launch with confidence.
Simple 3-Step Solution
How we take your app from fragile to rock solid.
No endless hourly billing. No confusing jargon. We audit first, explain what's happening in plain English, fix the root issues with automated safety tests, and can stay on call to keep it running smoothly.
Primary Offer
01 / Diagnosis
Security & Production Audit
A structured, fixed-price health check of your entire application. We inspect your code, database, logins, payments, and setup to uncover every bug, data leak, and hidden risk.
- Frontend & backend secret key exposure check
- Customer data isolation & account privacy checks
- Signups, logins, and Stripe payment resilience
- Plain-English walkthrough call or video debrief
02 / Remediation
Stabilization & Remediation
Hands-on engineering to fix the issues uncovered in the audit. We repair broken features, secure your database, and install automated tests so future AI prompts don't break your app.
- Hands-on bug fixes by an experienced software engineer
- Automated tests to protect your app's core workflows
- Fixing fragile authentication and database permissions
- Moving secret keys safely to secure server vaults
Follows Audit Scope
03 / Long-Term
Ongoing Reliability & Care
An on-call software engineer in your corner. We proactively monitor your production systems, handle third-party updates, and maintain stability as your user base grows.
- On-call engineering support for critical bugs or outages
- Proactive uptime monitoring and real-time crash alerts
- Safe dependency and API updates so nothing silently breaks
- Pre-release sanity checks before you launch new features
Optional Monthly Plan
Tangible Deliverables
Clear, actionable findings—not generic automated scans.
You won't get a confusing 50-page PDF full of acronyms. You get clear explanations, exact code fixes, and automated safety nets.
OUTPUT 01
Plain-English Health Diagnostic
A prioritized breakdown of what's broken, what's vulnerable, and what needs fixing first before you take real customer money.
OUTPUT 02
Video or 1-on-1 Walkthrough
A dedicated interactive call or recorded video debrief walking through the findings so you understand your own app without needing a CS degree.
OUTPUT 03
Concrete Code & Config Fixes
Reproducible steps, exact code patches, and configuration fixes so fragile login, data, or payment paths are completely resolved.
OUTPUT 04
Automated Safety Test Suite
Automated tests that check your core flows (logins, checkout, database reads) so future AI prompts never break your essential features.
OUTPUT 05
Data Privacy & Key Security Seal
Verification that private API keys are shielded from public view and user accounts cannot access each other's private records.
OUTPUT 06
Launch-Ready Action Roadmap
A clear checklist confirming your application is stable, hardened, and ready for you to confidently market and scale.
Tailored to your stack: Whether your app was created with Lovable, Bolt, Cursor, Replit, or custom code, and runs on Node, Python, Next.js, or Go, all deliverables are customized to your exact architecture.
Simple & Transparent Process
How we take you to launch
No complicated jargon. You maintain 100% control over access, and we keep you informed in plain English every step of the way.
1
Book an intro call
Share your app URL and tell us what you built. We talk through the bugs or worries you have and verify if an audit is the right fit.
2
The Diagnostic Audit
Under a mutual NDA and strict read-only access, we inspect your codebase, database, payments, and hosting to uncover every issue.
3
Plain-English debrief
We hop on a call or send a video walkthrough. Zero tech jargon—just clear explanations of what's broken and the step-by-step fix plan.
4
Fix & automate
We fix the code directly, test key user journeys, and set up automated tests so future AI prompts don't break your core application.
Software Engineering in Any Language:
AI tools like Lovable, Bolt, Cursor, or Replit generate real code in TypeScript, Python, Node, Go, or SQL. As experienced software engineers, we can inspect, fix, and stabilize any software stack under the hood. All work is conducted under strict confidentiality and least-privilege access.
Our Engineering Standard
Why founders trust us with their code
We bridge the gap between fast AI prototyping and rock-solid software engineering. No buzzwords, no fear-mongering—just honest engineering.
Experienced Software Engineers
AI is great at writing snippets, but poor at understanding entire systems. As software engineers, we understand the real mechanics of code, databases, and servers in any language.
Zero Confusing Tech Jargon
You don't need to know what RLS, IDOR, or CSP mean. We explain every issue in terms of your business: who can access what, why things break, and what it takes to protect your revenue.
Strict Confidentiality & NDA
Your intellectual property and business ideas are 100% protected. We sign a mutual NDA and only request minimal, temporary read-only access for audits.
Automated Tests That Guard Your Core
We don’t just patch bugs once. We install automated tests that act like an alarm system, ensuring that future AI prompts or feature additions never break your core flows.
Common Questions
Frequently asked questions (FAQ)
Direct answers to common questions about scoping, access, and how we help founders launch solid software.
Yes! That is our primary focus. We work extensively with applications built using Lovable, Bolt, Cursor, Replit, v0, and ChatGPT. AI tools are fantastic at getting you to a prototype quickly, but they frequently overlook security, customer data separation, and stability. We inspect and repair the underlying code so it is ready for real customers.
100% yes. We deliberately translate engineering issues into plain everyday language. Instead of throwing around acronyms, we tell you: "Here is what happens when someone signs up, here is why it crashes, and here is what we need to fix." We also provide a recorded video walkthrough or live 1-on-1 call to answer all your questions.
No. AI prompt tools generate code in standard languages—like TypeScript, JavaScript, Python, Node, Go, Supabase, PostgreSQL, or Firebase. As seasoned software engineers, we can inspect, debug, and fix software across any modern language or cloud stack.
One of the biggest issues with vibe-coding is that asking AI to add a new feature often breaks an old one without you realizing it. We install automated tests (guardrails) that run in seconds. If a new prompt breaks your user login, payment checkout, or data storage, the tests catch it immediately before your users ever see it.
The audit is a standalone, fixed-price diagnostic checkup. We find every flaw, explain it to you, and give you an exact roadmap. After reviewing the findings together, you can choose to have us roll up our sleeves and implement the fixes and automated guardrails directly.
We operate strictly under least-privilege principles. Read-only access to your code repository (e.g. GitHub or GitLab) and your staging environment is usually all we need. We never ask for master passwords or root credentials.
Yes. Software is a living system. For founders who don't want the expense of hiring a full-time engineer, our optional monthly care plan gives you on-call engineering support, uptime monitoring, and safe package updates as you scale.
It is a casual, 15-minute conversation where we discuss your application, what AI tools you built it with, what issues or fears you have, and whether our fixed-price audit is the right match. No hard selling, ever.
Start Here
Book an Intro Call & Request an Audit
Tell us a bit about your app. We will review your stack and follow up within one business day with a link to schedule your intro call.