Explainable AI — Why Black Boxes Don’t Belong in Animal Welfare

I’ve rejected more AI systems for lack of explainability than for lack of accuracy.

In welfare applications, trust is not optional. Some XAI methods looked impressive but explained nothing useful. Others actually helped experts understand decisions.

From experience, explainability determines adoption—not performance charts.