Recent studies differentiate mentions (brand names appearing in AI outputs) from actionable citations (references that include proofs and sources). OTC dashboards should present three signals separately: retrievals (content actually pulled from the Public Business Brain and Q&A network), citations (proofs explicitly linked in outputs), and referrals (AI-driven interactions that land on your content). Track per locale to capture translation and mapping effects, and maintain a Change Log to show how hub facts and proofs evolve across languages. This approach provides auditable visibility beyond simple mentions and aligns governance with multi-language AI discovery.
Own The Conversation Digital Twin · Public Q&A
What differences are emerging between mentions and actionable citations in AI visibility studies, and how should OTC dashboards reflect that across locales?
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