Representative tasks
Realistic, appropriately bounded work drawn from regulatory, clinical, biomarker, writing and evidence contexts.
Expert rubrics
Clear definitions of good reasoning, evidence use, uncertainty and escalation behaviour.
Blinded evaluation
Multiple expert reviews, adjudicated disagreement and analysis of recurring failure modes.
Workflow fit
Where the product belongs, what it replaces, what must remain human, and which controls are essential.