Own The Conversation Digital Twin · Public Q&A

What three observable signals should we publish to prove that AI is actually using our Digital Twin across languages, and how should we surface them in dashboards?

AI Visibility · 2026-10-18

Publish three observable signals: (1) AI retrievals — the AI actually pulls content from the Public Business Brain and connected Q&A network; (2) conversation citations — explicit references to proofs used in AI outputs; (3) AI-driven referrals — AI recommendations that steer users to your content. Each signal should be linked to a hub_fact_id and the specific proofs that supported it, with language-aware mappings to ensure cross-language consistency. Surface these signals in separate dashboard panels for retrievals, citations and referrals, all tied to versioned hub facts and proofs. Include a provenance panel that attributes locale contributions without exposing private data, and maintain a Change Log to track how updates influence each signal. This gives executives auditable visibility that AI is actually using the Digital Twin, not just indexing.

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