Stuck With an AI-Generated App?
Engineers Who Take It to Market.
You or your team used AI to build something real. It works — sort of. But now deployment, debugging, security, and scale are blocking the launch. DevAO's engineers, architects, and DevOps step in and ship it.
Built With AI? We Speak That Stack.
Whatever your non-technical team used to build the prototype, our engineers can read, fix, and ship it.
Don't see your tool? If an AI wrote it, we can read it.
Sound Familiar? You're Not Alone.
Businesses everywhere are discovering the same thing: AI can get you 70% of the way to an app, but the last 30% — the part that makes it a business — still requires real engineers.
“It works on my laptop — nowhere else.”
The AI gave you something that runs locally, but deploying it to real infrastructure surfaces errors nobody on your team can decode.
“Deployment is a black box.”
Hosting, domains, environment variables, databases, secrets — the prototype works, but shipping it to real users has stalled for weeks.
“Security and compliance were never in scope.”
Auth, data handling, audit trails, and access control were glossed over. Now legal, IT, or a prospective customer is asking hard questions.
“A bug appeared — and nobody can fix it.”
The AI wrote the code, but when something breaks, the chat loop just makes it worse. There's no engineer on the team to diagnose the real issue.
“It can't handle real load.”
Ten users works fine. A hundred breaks it. A thousand is unthinkable. The architecture was never designed to scale.
“There's no plan for support.”
What happens when a customer hits a bug at 2 a.m.? Who monitors uptime? Who owns the roadmap? Right now — nobody.
If more than one of these sounds like your app — we should talk.
What AI Can't Do — We Do.
Our engineers, cloud architects, and DevOps practitioners take your AI-built prototype and turn it into a real product your business — and your customers — can rely on.
Code Audit & Debug
Senior engineers read your AI-generated codebase, identify what's production-safe and what isn't, and fix the bugs that have been blocking you.
Deployment & DevOps
We stand up real cloud infrastructure — AWS, Azure, or GCP — with CI/CD, monitoring, logging, secrets, and backups. Your app goes from demo to live.
Security & Compliance Hardening
Authentication, authorization, encryption, secure data handling, and the audit trail your customers and compliance team will require.
Scalability & Architecture Review
We rework the parts of the system that won't survive real usage — databases, APIs, queues, caching — so your app holds up as users grow.
Ongoing Support & Managed Services
On-call coverage, feature development, bug fixes, and a real human to escalate to. We become the engineering team your business never hired.
Handoff or Partnership
Want to keep building with AI? We make your codebase safe to iterate on. Want to hand it off entirely? We take the keys and run it.
From Stuck → Shipped
Our typical engagement, in three stages. Most AI-built apps move from broken to launched in 2–6 weeks.
Where You Are
Prototype built by an AI tool. Works on localhost. Won't deploy, scale, or survive a real user.
- •No CI/CD, no monitoring
- •Security gaps unknown
- •Bugs nobody can fix
DevAO Engineers In
Audit, harden, and deploy. Senior engineers take the wheel while you keep driving the product.
- •Code audit + critical fixes
- •Deployment pipeline + cloud
- •Auth, secrets, monitoring
Shipped + Supported
Live for real users. Managed support, ongoing feature work, and a team on the other end of the line.
- Production-ready deployment
- Managed support retainer
- Roadmap velocity unlocked
Why Businesses Hand Us The Keys.
DevAO has been building and running production software since 2017. We're not a prompt — we're a team.
Senior engineers, architects, and DevOps
Real people who can read unfamiliar code, diagnose production incidents, and ship fixes on deadline.
Veteran-owned, accountable, US-based
Service-Disabled Veteran-Owned Small Business headquartered in Columbus, Ohio. NDAs and compliance are standard.
Built for non-technical founders and operators
We translate engineering reality into plain business terms — tradeoffs, timelines, and cost — so you can make the call.
We ship, then we support
Launch is the start, not the finish line. We stay on to fix, scale, and evolve the product with you.
Common Questions From Businesses Like Yours
Everything we get asked by founders and operators whose AI-built apps are stuck at the finish line.
We built our app with AI tools and it mostly works — do we really need engineers?
For a demo, no. For a business you can bet on, yes. Production software needs deployment, monitoring, security, data integrity, and a human who can fix what breaks. AI coding assistants don't replace those responsibilities — they just delay when you confront them. We step in exactly at that point.
Will you have to rewrite everything we already built?
Almost never. We start with an audit — what's salvageable, what needs hardening, what needs a rewrite. Most AI-generated apps have a solid functional core; the gaps are in infrastructure, security, scalability, and edge-case handling. We keep the business logic you validated and fix the parts that would break under real use.
We're a small business with no technical staff. Can you handle the whole thing?
Yes. DevAO staffs engineers, cloud architects, and DevOps practitioners. We can take full ownership of deployment, hosting, support, and ongoing development — or work alongside a non-technical product owner who drives the roadmap while we handle the code.
How fast can you get our AI-built app into production?
For a well-scoped prototype, two to six weeks is typical to reach a production-ready launch: audit, critical fixes, deployment pipeline, monitoring, and a hardened release. Complex systems with compliance or scale requirements take longer — we'll give you an honest timeline after the audit.
What does this typically cost?
We offer a fixed-fee initial audit so you know exactly where your app stands before committing to anything larger. From there, engagements range from one-time launch packages to ongoing managed-service retainers. Most clients find it significantly cheaper than hiring a full in-house engineering team.
What tech stacks do you work with?
All the major ones AI tools generate: React, Next.js, Node.js, Python, TypeScript, FastAPI, Django, Flask, Supabase, Firebase, AWS Lambda, Vercel, Netlify, Postgres, MongoDB, and more. If your AI tool built it, our engineers can read, fix, and ship it.
Do you sign NDAs and handle sensitive business data?
Yes. DevAO is a Service-Disabled Veteran-Owned Small Business with experience in regulated environments. NDAs, DPAs, and compliance-aware engagements are standard.