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.
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.
FAQ
Questions people ask after the demo stops working
Does passing tests make an app production ready?
Tests are one gate. Readiness also covers security, configuration, data recovery, observability, capacity, ownership and a reversible deployment process.
Can a prototype go directly to production?
It can, but the risk must match the impact. A public experiment with no sensitive data needs different controls from a paid or business-critical application.
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.