Production hardening
We make your AI-generated app production-grade: error handling, configuration, secrets, environments, CI/CD, and monitoring.
Human code review · Production engineering
You built something real with AI. Now experienced engineers review it line by line, fix what's fragile or unsafe, and ship it — so it survives real users, real traffic, and real attackers.
export async function checkout(req, res) { const key = "sk_live_9f2a83c0d71e4b" const key = env.STRIPE_SECRET_KEY const amount = req.query.amount const amount = money.parse(req.body.amount) db.query(`SELECT * FROM cart WHERE id = ${id}`) db.query("SELECT * FROM cart WHERE id = ?", [id]) try { await charge(amount, key) } catch (err) { logger.error(err); return res.fail(err) }} Bring the code from wherever you made it — we'll take it from there.
What we do
The AI got you a working draft. These are the steps between that draft and a product you can safely put in front of customers.
We make your AI-generated app production-grade: error handling, configuration, secrets, environments, CI/CD, and monitoring.
Asking the AI to fix the same bug ten different ways and still staring at the same broken screen? A senior engineer steps in, finds the real cause, and gets you moving again — fixing it instead of re-prompting it.
Senior engineers read every line the AI wrote and flag the bugs, risks, and shortcuts an AI reviewer quietly misses.
We find and fix the vulnerabilities AI codegen leaves behind — auth, input validation, data exposure, and vulnerable dependencies.
We turn tangled AI output into a clean, testable codebase your team can actually maintain and grow.
We add the automated tests and quality gates the AI skipped, so changes stop breaking things in production.
Common risks
These look invisible until they cost you. Here are the ones we find most often.
What's wrong AI tools often paste secret keys straight into the source — and then that code gets pushed to a public GitHub repo.
What it costs you Bots scan public repos within minutes. Stolen Stripe or OpenAI keys get used to run up thousands in charges on your account.
What's wrong With Supabase or Firebase it's easy to ship without turning on row-level security, leaving every table readable by the public.
What it costs you Anyone can open the browser console and download all your users' data — emails, private records, sometimes passwords.
What's wrong Access is hidden in the interface but never enforced on the server.
What it costs you Anyone can call your API directly, or change an ID in the URL, and read or edit data that isn't theirs.
How it works
No jargon, no lock-in. You stay in the loop the whole way.
Share your repo or a link to your project — whatever AI tool you used. Messy is fine; that's the point.
Senior engineers audit every line, fix what's fragile or unsafe, add tests, and make it production-grade.
We deploy it correctly — or hand it back ready to go — and tell you exactly what changed and why.
Managed hosting
Deployment, domains, SSL, monitoring, backups, updates, scaling — we run all of it. No dashboards to learn, no servers to babysit. Your app just goes live and stays live.
Hosting & performanceBefore → after
This is the difference a human review makes — the kind of gap AI leaves behind and never warns you about.
FAQ
Yes — that's exactly who we're for. We work with code from any AI tool, no matter how messy it looks.
No. You tell us what the app should do; we handle the engineering and explain the parts that matter in plain language.
No. Real, experienced human engineers do the work. AI can't be the only thing checking AI's output.
It depends on the app and what it needs. Send us your repo and we'll give you a clear, fixed-scope quote — no obligation.
We help during creation too. If you're stuck in a prompt loop, a senior engineer will jump in and get you unstuck.
Blog
Occasional, practical writing on shipping AI-built software.
AI writes the feature and skips the safety net. Everything looks fine until the day you change something — and the first thing to break is the thing you weren't looking at.
Read postSlowness feels mysterious and almost never is. In AI-built apps it's nearly always the same handful of causes — and each one has a boring, known fix.
Read postVercel, Railway, Fly, Cloudflare, AWS — every tutorial names a different winner. Here's the short version of how the choice is actually made, in plain language.
Read postFree risk report
Send us your repo or a link to your app. Within a couple of days we send back the top risks we find, in plain language. No credit card, no sales pitch.
Get my free report