HCD.11:6 - Bias-Annotation

Visible fluency, confidence, speed and polished AI output can draw attention away from the contribution that matters. Inspect the criterion-bearing action, including a justified refusal or a justified positive proposal.

A familiar task can favour prior exposure; an unnecessarily unfamiliar interface can measure access difficulty. Keep familiarity and access conditions visible. High-consequence uses need the relevant accessibility and fairness evidence; a convenient local task does not supply it.