Production reality check
Is your AI-built app production ready?
A successful preview proves a path worked once. Production readiness means you can explain, observe, secure, update and recover the system when conditions change.
01
What happened?
The relevant question is not whether AI wrote the code. It is whether your team can operate the resulting software: identify its dependencies, protect data, reproduce a release and restore service after a failure.
02
Why this happens
- Critical flows have no automated checks or acceptance criteria.
- Secrets, permissions, backups and data retention have not been reviewed.
- There is no staging environment that resembles production.
- No one owns alerts, incidents, rollback or the next update.
03
What you can check yourself
- List critical user journeys and test success, failure and permission boundaries.
- Inventory services, secrets, domains, data stores, scheduled jobs and third-party limits.
- Confirm logs and monitoring reveal failures without exposing sensitive data.
- Perform a deployment and rollback rehearsal before inviting real users.
NOT TECHNICAL
Working for you isn't the same as ready for real users.
Production readiness is mostly a business decision wearing technical clothes. Answer these first, and the technical checklist follows from your answers.
- Who will actually use it — the public, your own team, or paying customers?
- What data does it hold, and would it hurt someone if that data leaked?
- Does it take payments or handle logins?
- What happens to your business if it goes down for a day — an inconvenience, or a real problem?
Shipvise turns those answers into concrete technical checks, staging, review and release controls — you describe the risk, the technical side gets handled.
04
How to test the fix safely
Promote a specific, tested version from staging. Require automated checks and human approval, deploy gradually where possible, observe the release and keep the prior artifact and compatible data path ready.
05
When you need a developer
A developer should review the system before it handles sensitive data, money, business-critical workflows or meaningful traffic. Shipvise turns these gates into a repeatable staging, review, deployment, hosting and rollback workflow — you do not need to build your own DevOps team to get there; Shipvise provides the process, or plugs into infrastructure you already run.
FAQ
Questions people actually ask
It works in the preview — why isn't that enough for production?
A preview proves one path worked once, for you, with your data. Production adds real users, real data, real load and real consequences when something fails — none of which the preview tested.
Do I need my own server or infrastructure?
No. Shipvise can host the application for you in a managed environment, or connect to infrastructure you already run if you have one.
Do I need to hire a developer?
Not necessarily for every app. Low-risk internal tools may only need a review pass; anything handling money, logins or sensitive data benefits from at least one qualified check before launch.
Can Shipvise host the application?
Shipvise includes a controlled deployment and hosting path. The exact fit depends on your application stack and requirements.
What is the minimum rollback plan?
Know the last good application version, how to restore it, which database changes are backward compatible and who has authority to trigger the rollback.
Do I need a staging environment before going live?
For anything beyond a low-risk internal tool, yes. Staging is a copy of your production setup where you can test a release with realistic (but not real customer) data before real users see it — it's how you catch problems before they become incidents.
What if my app handles payments, logins or personal data?
That's exactly the kind of app that shouldn't skip a proper review. At minimum, get someone to check authentication, authorization and how that data is stored and transmitted before real customers use it — Shipvise can run that check as part of a controlled release.