Your AI-built app works in the demo. We make it work in production.
You built it with Lovable, Bolt, Replit, Cursor, or Claude. Now it has to survive real users, real data, and real payments. Edstem senior engineers audit, fix, and harden AI-built apps at a fixed price, on a fixed date, guaranteed.
On time or free. Your report is delivered in 5 business days or the audit costs you nothing, and the full fee is credited if you move ahead.
Trusted by teams shipping to production
- 150+ engineers
- AWS Partner
- Anthropic Partner Network
- Fixed price, on time or free
Fix one thing, five break
If this sounds familiar, you are not alone, and nothing is wrong with you:
The symptoms
The app looks finished and runs fine, right up until real users arrive.
Every fix seems to break something else, so you have stopped touching it.
You are not sure if customer data is actually secure, and you cannot prove it is.
Payments, logins, or saved data behave strangely and you cannot tell why.
You cannot confidently deploy, update, or hand this to anyone, so it all still runs through you.
Now picture the other side of that. An app that holds up when real users arrive. Data that is secure and payments that simply work. The confidence to deploy, update, or hand the whole thing to someone else. That is what production-ready means, and for most AI-built apps it is a few focused days away, not a rebuild.
of AI-generated code contains security flaws
Veracode, 2025
AI-built apps publicly accessible on the internet
RedAccess via Axios, 2026
This is not an AI problem. It is a production problem. Independent research found that 45 percent of AI-generated code contains security flaws (Veracode, 2025), and security researchers found 380,000 AI-built apps publicly accessible on the internet, thousands holding sensitive data (RedAccess via Axios, 2026). The tools are excellent at building. Production readiness is a different discipline, and it is ours.
Why not just ask the AI to fix it?
You can, and for small things you should. The AI that built your app is good at the next feature. The issues that block production - security architecture, data model design, deployment, backups - are whole-system problems the AI cannot see from inside a chat window, because no single prompt holds the whole system. That is why fixing one thing breaks five others: each fix is locally right and globally blind. Our audit maps the whole system once, so you and your AI tool know exactly what to fix and in what order.
Many clients take our report and do the easy fixes themselves with the same AI tool. The report is written to make that possible.
Why Edstem
We build with AI too. That is exactly why we can fix it.
Most firms that fix AI-built apps quietly believe AI code is garbage. We do not. Edstem runs its own delivery on AI-native pipelines: Claude Code, spec-driven development, automated review agents, and senior engineers supervising all of it. We know precisely where AI tools cut corners, because we manage those corners every day, across a 150-engineer organisation, for enterprise and government clients.
You were right to build with AI. You were missing the engineering system around it. We bring the system.
engineers, one organisation
Delivering for enterprise and government clients.
Our AI-native pipeline
- 1Claude Code
- 2Spec-driven development
- 3Automated review agents
- 4Senior engineers
How it works
Three steps to production-ready
Audit
5 business daysA senior engineer reviews your app end to end: security, data model, error handling, payments, deployment.
You get a written report you own, with every issue prioritised, plus a walkthrough call.
Delivered in 5 business days or it is free, and the full fee is credited against your Rescue Sprint if you proceed within 30 days.
Fixed price: $500.
Your part: grant access and take one 30-minute call. That is all we need from you.
Rescue Sprint
2 to 4 weeksWe fix the list.
Security hardened, data model repaired, tests and documentation added, deployed properly.
Fixed price agreed up front from the audit findings, minus your audit credit.
Live and working on time, or your money back.
Typical range: $3000 - $8000.
Care Plan
optional, monthlyHosting, monitoring, security updates, small changes, and a named engineer you can reach.
Cancel any time.
From $100 - $300/month.
What the audit covers, and what you keep
In five business days, one senior engineer examines every part of your app that stands between you and real users:
What you walk away with
- A written report you own outright
- Every issue ranked by priority
- A plain-English fix list you can act on with or without us
- A 30-minute walkthrough call
Whatever you decide next, the report and the fix list are yours to keep, and the full audit fee is credited against a Rescue Sprint started within 30 days.
Honest answers
Usually not. Most AI-built apps need hardening, not a teardown. Our audit tells you honestly which parts are sound and which parts genuinely have to be replaced. If a full rebuild really is cheaper, we will say so in the report.
On time or free. One fixed-price audit. A report you own. Credited in full if you proceed.
Find out where you stand in five days.
One fixed-price audit. A report you own, and a prioritised fix list you keep whatever you decide next. Credited in full if you proceed. On time or free.
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Last updated: July 27, 2026