How do I know whether my AI-built app is ready for production?

An AI-built app is ready for production when the agreed user journeys work, the important access and failure cases have been checked, and someone can operate and recover the deployment. Define those criteria for the intended release. A successful preview link or a clean build is only part of the evidence.

The NIST Secure Software Development Framework treats secure development as practices across the software lifecycle. For a business owner, that supports a practical question: what work and evidence sit behind the claim that this release is ready?

What does "production" mean for this app?

A staff-only reporting tool and a customer payment portal have different consequences when something fails. List the actual users, the information handled, and the actions the app can perform. Use that list to set the release scope.

Specify what is excluded too. If refunds still happen manually, the interface should not imply that a customer can complete a refund inside the app. A defined limitation is easier to operate than a partially implemented promise.

Name the person who can accept the release and the person who will investigate operational issues. Those may be different roles.

Which evidence should be available?

Treat the list as a starting point. Add requirements specific to the business instead of forcing every project into the same checklist.

Test the situations that a demo avoids

Imagine a supplier portal where a staff member approves an order. Test a repeated click, an expired session, a missing attachment, and an integration timeout. Check the resulting order record after each case.

If the app reports success before the destination system accepts the action, the user may believe the work finished when it did not. The release check needs to inspect the actual business result alongside the screen message.

Use a separate environment and representative data for destructive or exceptional cases. Keep test accounts and expected results documented so another reviewer can repeat the checks.

What should happen before sign-off?

Review known issues with their consequences and owners. Decide whether each issue blocks launch, can be contained within the release scope, or needs a later change. Do not convert an unresolved issue into "accepted risk" without the responsible business person understanding it.

Agree the launch and support arrangements. Confirm who controls the domain, deployment, database, and external accounts. If the developer is unavailable, someone still needs a way to pause a failing workflow and reach the right support contact.

After release, watch the critical journey and the exception queue. Production use may expose cases the pilot did not contain; a clear operating process lets the team respond without improvising every time.

Establish a release bar for your existing prototype

Bring the app, its intended users, and the actions it performs. Discuss a prototype-to-production review so launch decisions are based on specific checks and a documented handover.

Frequently asked questions

Does passing automated tests mean the app is ready?

It establishes that those tests passed under their conditions. The release also needs relevant coverage, target-environment verification, and an operating plan.

Can a small app use a smaller checklist?

Yes. Scope the checks to the actual data, actions, users, and consequences. Small applications still need clear ownership of the controls they rely on.

Should every known bug delay launch?

Assess each issue against the release requirements and consequences. The person accepting the release should understand any limitation and the plan for handling it.