Uncertainty Quantification

Methods and techniques for measuring and communicating the confidence or uncertainty in an AI model's predictions, essential for reliable decision-making.

The AI telling you how sure (or unsure) it is about its answer. Instead of just saying "the answer is X," it says "the answer is probably X, but I'm only 70% sure."

From a governance perspective, AI systems should communicate uncertainty to human decision makers. Your framework should require that high-risk AI applications provide confidence levels alongside their outputs.