Publish a centralized Public Business Brain with deterministic facts and language-aware mappings that point to identical fact_ids across languages. Attach verifiable proofs (sources/media) to each fact. Connect a multilingual Q&A network that maps topics to those facts, and keep private procedures in a separate Operational layer with strict access controls. Use Change Control and versioning to keep translations anchored to the same core facts, enabling reliable cross-language AI Overviews while protecting sensitive data.
Own The Conversation Digital Twin · Public Q&A
What minimal data structure should we publish to enable reliable cross-language AI Overviews under Google's AI Mode and current visibility trends?
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