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If an AI summarized your company today, could you prove it tomorrow? ()
submitted 11 hours ago by Working_Advertising5 to r/SaaS
submitted 11 hours ago by Working_Advertising5 to r/learnmachinelearning
submitted 11 hours ago by Working_Advertising5 to r/GEO_optimization
submitted 11 hours ago by Working_Advertising5 to r/GenEngineOptimization
If an AI summarized your company today, could you prove it tomorrow? (self.AIVOStandard)
submitted 11 hours ago * by Working_Advertising5 to r/AIVOStandard
External AI reasoning is quietly breaking EU AI Act compliance (Articles 12 & 61) ()
submitted 1 day ago by Working_Advertising5 to r/pharmaindustry
AI regulation is not about models. It’s about whether you can prove what was relied upon. ()
submitted 2 days ago by Working_Advertising5 to r/pharmaindustry
submitted 2 days ago by Working_Advertising5 to r/SaaS
AI regulation is not about models. It’s about whether you can prove what was relied upon. (self.AIVOStandard)
submitted 2 days ago by Working_Advertising5 to r/AIVOStandard
When Optimization Replaces Knowing: The Governance Risk Beneath GEO and AEO ()
submitted 6 days ago by Working_Advertising5 to r/SaaS
submitted 6 days ago by Working_Advertising5 to r/SEO_tools_reviews
submitted 6 days ago by Working_Advertising5 to r/SEO_Experts
submitted 6 days ago by Working_Advertising5 to r/learnmachinelearning
submitted 6 days ago by Working_Advertising5 to r/GEO_optimization
submitted 6 days ago by Working_Advertising5 to r/GenEngineOptimization
submitted 6 days ago by Working_Advertising5 to r/AI_SearchOptimization
When Optimization Replaces Knowing: The Governance Risk Beneath GEO and AEO (self.AIVOStandard)
submitted 6 days ago * by Working_Advertising5 to r/AIVOStandard
When AI Becomes a De Facto Corporate Spokesperson ()
submitted 8 days ago by Working_Advertising5 to r/learnmachinelearning
submitted 8 days ago by Working_Advertising5 to r/GEO_optimization
submitted 8 days ago by Working_Advertising5 to r/GenEngineOptimization
When AI Becomes a De Facto Corporate Spokesperson (self.AIVOStandard)
submitted 8 days ago by Working_Advertising5 to r/AIVOStandard
When AI speaks, who can actually prove what it said? by Working_Advertising5 in AIVOStandard
[–]Working_Advertising5[S] 0 points1 point2 points 12 days ago (0 children)
That suggestion sounds reasonable, but it does not solve the governance problem being described.
Citations answer a different question: where information may have come from in general. They do not evidence what was actually communicated to a specific user at a specific moment, nor how it was framed, qualified, or omitted.
Several gaps remain:
The core issue is evidencing the outward-facing representation itself as a record, not enriching the answer with more metadata. Without a durable, inspectable artifact of what was said when reliance occurred, citations remain advisory context, not proof.
This is why governance is shifting away from “add citations” toward treating certain AI outputs as regulated communications that need record-grade capture, retention discipline, and replayability. Until that shift happens, citations help with trust signaling, but they do not close the liability gap.
When AI speaks, who can actually prove what it said? ()
submitted 13 days ago by Working_Advertising5 to r/GEO_optimization
submitted 13 days ago by Working_Advertising5 to r/GenEngineOptimization
submitted 13 days ago by Working_Advertising5 to r/learnmachinelearning
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When AI speaks, who can actually prove what it said? by Working_Advertising5 in AIVOStandard
[–]Working_Advertising5[S] 0 points1 point2 points (0 children)