# AI PoC preparation checklist

AQPTech · Powering Decisions

- [ ] Describe the use case and who will use the output.
- [ ] Define the action following each result or alert.
- [ ] Inventory data sources and usage permissions.
- [ ] Collect data representing camera angles, lighting and shifts.
- [ ] Separate tuning data from evaluation data.
- [ ] Agree how false alerts and missed events will be measured.
- [ ] Record infrastructure, retention and access requirements.
- [ ] Test APIs and operator response workflows.
- [ ] Agree acceptance criteria and approval owners.
- [ ] Plan quality monitoring after deployment.

Practical reference. Adapt to your project scope.

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