# AI output review checklist

ToolFlowKit original template · v0.1 · 2026-10-20

## Task and scope

- [ ] The output answers the actual task.
- [ ] The audience, format, and constraints are respected.
- [ ] Assumptions and unresolved questions remain visible.

## Evidence

- [ ] Important factual claims are checked against their original sources.
- [ ] Source URLs support the specific claim beside them.
- [ ] Quoted words match the source.
- [ ] Conditions, dates, regions, and versions are preserved.
- [ ] A model's confidence or agreement is not treated as supporting evidence.

## Data and calculations

- [ ] Reporting windows and timezones are comparable.
- [ ] Missing information is distinct from a recorded zero.
- [ ] Totals and a sample of important rows have been reconciled.
- [ ] Original input files and transformation steps are retained.
- [ ] Percentages have the correct denominator.

## Handoff

- [ ] The next action is clear.
- [ ] External publishing, messages, or account changes have appropriate human approval.
- [ ] Sensitive information and account keys are not included in a shared output.
- [ ] The reviewer and review date are recorded where the task needs them.

Reviewer: [Name or internal role]

Reviewed on: [Actual date]

Remaining questions: [List them here]

This checklist supports review; completing it is not a guarantee that an output is correct. Service, model, and software costs remain with the user's chosen setup.

License: CC0 1.0 Universal. https://creativecommons.org/publicdomain/zero/1.0/
