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Production readiness

From vibe code to production code.

AI can get a prototype working fast. Production is the step where the app becomes secure, observable, recoverable, and calm enough to put in front of real users.

The gap

Working is not the same as ready.

Prompt-built software often reaches the exciting stage quickly: screens exist, data saves, authentication works, and the demo feels real.

The risk is that the parts users do not see are usually the least developed: permissions, validation, logging, backups, indexing, deployment checks, and recovery paths.

A production pass is not about making the app heavier. It is about deciding what must be hardened before real people depend on it.

Readiness check

Five areas to audit before launch.

  1. 01

    Access and data boundaries

    Confirm who can see, change, export, and delete each kind of data. AI-built apps often have working auth without a clear permission model.

    • Role-based access rules
    • Server-side data checks
    • Protected admin actions
  2. 02

    Failure handling

    Map what happens when payments fail, APIs time out, uploads break, or a user submits bad data. Production code needs defined recovery paths.

    • User-safe error states
    • Retry and timeout rules
    • Fallback paths for external services
  3. 03

    Observability

    Make the system visible enough to operate. If nobody can tell what broke, when it broke, or which users were affected, it is not ready.

    • Error tracking
    • Structured logs
    • Uptime and key-flow monitoring
  4. 04

    Data durability

    Review the database schema, constraints, indexes, migrations, and backups before live usage turns small data mistakes into expensive cleanup.

    • Schema constraints
    • Migration history
    • Backup and restore plan
  5. 05

    Deployment discipline

    Replace lucky deploys with repeatable releases. The goal is to ship changes without guessing whether the last good version can be recovered.

    • Environment separation
    • Build checks
    • Rollback path

What to do next

Do not rebuild by default. Audit first.

The useful next step is a short production audit: inspect the codebase, identify the risks that matter, and separate launch blockers from improvements that can wait.

  • A ranked list of launch-blocking risks
  • A practical hardening plan, not a rewrite by default
  • Clear calls on what can wait and what cannot
  • A cleaner path from prototype to responsible first release
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