The outcome
Select and revise the strongest draft through an explicit rubric and independent verification.
Step by step
A workflow you can repeat.
- 01
Create a sanitized brief with audience, purpose, required facts, tone, length, prohibited claims, and a scoring rubric.
- 02
Choose a small approved model set and confirm costs, provider data terms, model versions, and whether the content may leave your organization's boundary.
- 03
Run the identical brief once per model without cross-feeding outputs, then label every result with its model and generation date.
- 04
Score factuality, completeness, clarity, tone, originality, safety, citations, and compliance, checking all material claims against primary sources.
- 05
Synthesize manually, document why elements were chosen, run a final human edit and plagiarism review, and retain only the minimum necessary history.
Working standard
What good use looks like.
- Sanitize before multi-model routing.
- Use the same rubric for every model.
- Consensus is not verification.
Official references