How Much Does It Cost to Productionize an AI-Built App?
A transparent breakdown of what production-hardening an AI-generated app typically involves — and costs.
"It depends" is technically true and completely unhelpful. So here's a more useful answer: what drives the cost of taking an AI-built app to production, what a typical engagement actually covers, and why we price this work as a fixed-price package rather than an open-ended hourly estimate.
This is written from the perspective of our AI App Rescue package specifically, but the cost drivers apply broadly to any production-hardening project.
Why 'It Depends' Isn't a Useful Answer
Every AI-generated app is different, but the categories of work needed are remarkably consistent: security and access control, performance, error handling, and SEO. What varies is how much of each is already in place — which is something a short review can determine quickly.
What Drives Cost Up (or Down)
The biggest factors are the number of distinct user roles, since more roles mean more access control logic to review, whether the app handles payments or sensitive data, and how close the existing database schema is to a workable structure.
- Number of user roles and how data is shared between them
- Whether the app handles payments, health data, or other regulated information
- How close the existing database schema is to a workable structure
- Whether custom integrations, like email or third-party APIs, are already wired up or need to be added
Typical Scope for a Two-Week Engagement
A two-week AI App Rescue engagement typically covers a full security and access control review with fixes, database indexing and constraint cleanup, error tracking and monitoring setup, and a technical SEO pass — applied directly to your existing codebase.
Fixed Price vs Hourly: Why It Matters
Hourly billing puts the risk of scope uncertainty on you — if something takes longer than expected, the bill grows. A fixed-price package puts that risk on us, which only works if the scope is well-defined upfront. That's why scoping happens before the price is set, not after.
What's Not Included — and When You'd Need More
A production-hardening engagement isn't the same as building major new features, a full redesign, or an ongoing retainer. If your app needs significant new functionality alongside hardening, that's typically scoped as a separate or extended engagement.
Frequently Asked Questions
How do you price the AI App Rescue package?
It's a fixed price based on a short initial review of your codebase — you'll know the exact cost before any work begins.
What if my app needs more than two weeks of work?
We'll tell you during scoping, along with what additional time would cover, so there are no surprises mid-engagement.
Do you offer ongoing support after the initial engagement?
That can be arranged separately if you want it, but it's not assumed or required.
Related Reading
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