Codersarts Blog.

A definition of AI app rescue, the five types of work it covers — audit, security hardening, stabilization, productionization and rebuild assessment — and the examples that show where each one applies. Plus what the category isn't: not maintenance, not a rewrite, not staff augmentation.

Production readiness isn't a measure of how complete your features are. It's a measure of what happens when you aren't watching. The working definition, the five conditions underneath it, what the phrase doesn't mean, and four questions that place your own app.

Different tools, different founders, different industries, same six problems. A year of auditing AI-built apps turned up a consistent list of security holes — each one explained, and each with a check you can run on your own app in under ten minutes.

AI app builders are good at writing code. That part is settled. What they're still bad at is everything between "it works on my screen" and "strangers are paying for it." Six places where that gap opens — and which ones will close as the tools mature.