AI Outputs That Survive Stakeholder Scrutiny

https://fire2020.org/when-models-disagree-what-contradictions-reveal-that-a-single-ai-would-miss/

Defensible AI Output: Transforming Ephemeral Conversations into Living Documents From Fleeting Chats to Structured Knowledge Assets As of January 2026, companies have finally woken up to a glaring problem with AI chat tools: outputs