The outcome

Choose a model based on observed task performance rather than brand familiarity or one lucky answer.

Step by step

A workflow you can repeat.

  1. 01

    Create a representative prompt, fixed source packet, expected output, and scoring rubric.

  2. 02

    Select official or clearly identified bots and inspect each bot's provider and privacy shield.

  3. 03

    Send equivalent instructions without revealing one model's answer to another.

  4. 04

    Score factuality, instruction following, reasoning, tone, latency, and cost using the same evidence.

  5. 05

    Repeat with several examples and document where each model fails before choosing a default.

Working standard

What good use looks like.

  • Compare like with like.
  • Check privacy shields before uploading.
  • Use multiple test cases.

Official references

Check the current product documentation.