Every AI answer should carry its evidence.

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Abstract cutaway of a clean answer surface revealing an evidence-layer graph underneath

Enterprise AI Needs an Evidence Layer

Fluent answers are not enough. Useful enterprise AI needs to show what it believes, where that belief came from, how confident it is, and what is still missing.