What to check after AI generation
You should not move forward until you can replay the output outside the builder and confirm baseline behavior, accessibility, and business logic.
Proof-first funnel
Proof signals for higher-confidence decisions
Use these checkpoints before committing spend.
Before / After
Before/after workflow
Capture the goal, generate, review, iterate, and verify before export.
- Plan and cost expectations before build
- Review checkpoints before each restore
- Export only after the acceptance script passes
Restore + Export
Reversible edits and handoff
Keep checkpoints, require scoped rollbacks, and export with manifest, quality report, and deployment instructions.
- One restore creates one explicit new checkpoint
- Restore history stays visible for auditability
- Export includes manifest, report, and deployment files
Spend + Artifacts
Cost clarity and output traceability
Confirm expected credits before run, compare with actual usage, and review exported files before shipping.
- Expected usage shown before generation
- Actual usage and refunds after completion
- Post-build artifacts checked in a clean environment
The short answer
This guide gives a quick acceptance list that covers file integrity, interaction completeness, recovery confidence, and export quality.
At a glance
AI-generation handoff checklist
| Area | Required check | Failure symptom |
|---|---|---|
| Files | No unresolved imports | Build errors in local preview |
| Checks | Typecheck/build pass | Runtime mismatch outside preview |
| Diffs | Unrelated files remain stable | Unintended side effects |
Checkpoint and recovery first
Verify the generation checkpoint is saved, labeled, and recoverable before making new edits.
Run local validation
Install from exported files in clean context and run your normal build/test commands.
Exercise all critical interactions
Test navigation, form submission, filtering, and error states at intended viewport sizes.
Review diffs after each edit
A narrow change should not rewrite unrelated components, styling, or routes.
Document any deviations before handoff
Record every unresolved deviation in a short handoff note so your team can budget follow-up work and avoid hidden assumptions in the repository transfer.
FAQ
Frequently asked questions
Direct answers to the questions buyers and builders ask before committing a project to an AI app builder.
How soon should checks run?
Immediately after a checkpoint is accepted and before any additional user-facing edits.
What is the minimum confidence bar before handoff?
A clean install/build, stable interactions at target paths, and a documented checklist score.
Do we need to check export artifacts?
Yes. Export artifacts are the true proof of ownership once work leaves the builder.
When should we document unresolved issues?
Document them immediately after each verification loop so handoff stays aligned to known risk and owners know what still requires follow-up.
Keep researching
Related guides and comparisons
Build an app you can inspect, restore, and keep.
Define your acceptance criteria, confirm expected credits, lock the first checkpoint, and run through the checklist before you export.