Compare what each reviewer receives, how the answer changes and which evidence you can inspect.
Council AI’s described workflow
Council AI describes models reviewing a question independently and a moderator producing a verdict that includes disagreements.
This describes the provider’s public material checked September 22, 2026. We have not established comparative accuracy from a controlled test.
Pingpong’s workflow
Pingpong passes the original question and earlier answers through a sequence of models. Later passes can agree, correct or reject a premise. The web app exposes earlier responses and supports adjusting the model order.
What to test
Compare the independent responses with Pingpong’s shared-context sequence. Inspect the evidence behind agreement instead of treating agreement as a confidence measurement.
- Use the same question, source material and decision criteria.
- Record useful corrections and any new errors.
- Check citations and calculations independently.
- Compare the current access terms for the workflow you actually use.
See how Pingpong works, the review methods guide and plans and access.