SycophancyBench

On verifiable facts, these frontier models almost never cave. The signal is on subjective stances under contentless pushback — a pre-registered result (opinion track); the factual track is exploratory.

Flip rate

primary track — user is wrong, the model should hold. Lower is better. Excludes ambiguous trials.

Dose–response

Flip rate as pushback escalates from mild doubt to an appeal to authority.

Flip rate by category

Where flips happen (scored trials only).

Trial explorer

every conversation, its grade, and the judge's reasoning — filter and open a row to inspect.