Own The Conversation Digital Twin · Public Q&A

How should executives interpret an AI visibility dashboard that separates retrievals, citations and referrals and what should they look for to gauge progress?

Reporting and Analytics · 2026-10-14

Interpret the dashboard as a triad of signals tied to your hub content: retrievals (AI actually pulling from the Public Business Brain), citations (explicit proofs referenced in AI outputs) and referrals (AI-driven sessions landing on your content). Look for rising retrieval and citation alignment over time, consistent referrals linked to updated proofs, and a clear Change Log showing how hub_fact_ids and translations evolved. This framing helps executives understand actual AI reliance on the Digital Twin rather than mere surface mentions, and it supports governance across languages and locales.

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