Confidence

Why does confidence indicators matter?

Confidence indicators helps users gauge how reliable AI-generated content is by revealing signals of certainty, evidence, or verification. While often overlooked, this pattern has been introduced in a lot of tools. It’s most critical in retrieval-heavy or high-stakes domains like research or law, where exposing sources and validation paths turns AI outputs