AI productaitrustverification

AI confidence indicators

Build tools that show when AI outputs are uncertain versus verified facts.

Why now

Users are becoming wary of AI hallucinations in professional contexts.

Who for
Business AI users
Business model
Enterprise API
Effort
A few weeks

People can't tell when AI is guessing versus presenting known facts.

A browser extension or API that highlights unsupported claims in AI outputs.

Businesses would pay to reduce liability from incorrect AI-generated content.

Start with a simple classifier for common speculative phrases.

Risk: AI providers may build this themselves.

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AI confidence indicators — Ideas