Production engineering for AI-built apps
You shipped it with AI. Now make it survive production.
Vibe-coded apps demo beautifully and fall apart under real users: no tests, no security, no idea what breaks at scale. We take AI-built apps and make them production-grade, without slowing you down.
Together since2015same core team
Built & ran$0 → $80Ma platform, end to end
Under our care$2M+/moin live revenue
Track record100% JSSTop Rated Plus on Upwork
The reality
The demo works. Production is a different game.
AI tools get you to a working app fast. That's real, and it's the right way to start. You proved the idea without burning six months first.
But the code that wins a demo isn't the code that survives real traffic, real users, and real money. Somewhere between "it works on my laptop" and "we have paying customers," the cracks show. It goes down. It leaks data. It can't scale. And nobody can safely change anything without breaking something else.
That's the part we do. We don't throw away what you built. We make it hold up.
What we fix
What "production-ready" actually means
01 Architecture
A structure that can grow
Untangle the parts that got bolted on fast, so the app can grow instead of collapsing under its own weight.
02 Tests
Changes that don't break things
Real test coverage, so fixing one thing stops breaking three others you already shipped.
03 CI/CD
Deploys you can trust
Proper version control and automated deploys, instead of pushing to production by hand and hoping.
04 Security
The holes AI code leaves
Exposed keys, open endpoints, injection, auth that isn't really auth. We close them before someone else finds them.
05 Scale
Holds when users arrive
Caching, queries, and infrastructure that keep the app up when traffic shows up, instead of falling over at the first hundred.
06 Monitoring
You find out first
Know when something breaks before your users are the ones telling you.
07 Data integrity
The thing your business actually runs on
Make sure the database won't quietly corrupt, lose, or leak the data your business depends on. It's the one failure you can't undo, so it's the one we check first.
How it works
Four steps, and your app stays live the whole time.
Audit
Find what's going to bite you
We go through the codebase and infrastructure and tell you, plainly, what's solid and what's a risk. You get a clear picture either way, whether or not you hire us.
Prioritize
Fix the urgent first
Not everything needs fixing at once. We rank the urgent things, security, data, downtime, ahead of what can wait, so you spend on what matters.
Harden
Do the work, live
Architecture, tests, CI/CD, security, scaling. Your app keeps running the whole time. No big rewrite, no going dark for a month.
Hand back
Stable and documented
You get a production-grade app your team can build on. We stay on as your engineers if you want, or step away cleanly.
Proof
We ship production-grade AI apps.
agentvoice.com · founding engineer
AgentVoice — enterprise AI voice
Real-time voice at sub-second latency for inbound and outbound phone automation. Taken from early-stage to production: architecture, CI/CD, MCP and Databricks integrations. Built on Next.js.
ChartMystic — AI trading platform
A full production SaaS: custom market indicators, an AI strategy builder with automated backtesting, subscriptions, and a live dashboard. Real product, real users, real payments.
And behind the apps, a team that's run high-traffic systems since 2015: WooCommerce stores doing $2M+/month, a platform scaled from $0 to $80M a year. We were making things production-grade long before "vibe coding" had a name.
Who this is for
You moved fast. That was the right call.
- You built an MVP with Cursor, Lovable, Bolt, v0, Replit, or Claude, and it works.
- You've got real users now. Or investors. Or paying customers.
- And it's starting to break, or you're scared to touch it in case it does.
- If that's you, this is just the next step.
Not sure what's lurking in your codebase?
Get a free production-readiness audit. We'll go through your app and tell you what's solid and what's going to break. No obligation, no sales pitch.
- What you get
- A clear read on the top risks in your app, from an engineer, not a form.
- Who replies
- One of the engineers, not an account manager.