Own The Conversation Digital Twin · Public Q&A

What information does an AI assistant need to confidently compare my business with alternatives?

AEO, GEO and AI Search Terminology · 2026-09-21

An AI assistant needs a complete, AI-ready data foundation: deterministic facts about offerings, features, pricing, and differentiators; clearly linked evidence (sources and proofs) across languages; language-aware mappings that point to identical facts; and an awareness of external competitors to enable credible comparisons. This should live in a centralized Public Business Brain with a multilingual Q&A network, while private data remains isolated in an Operational layer. With governance and versioning, AI can compare alternatives consistently and cite verifiable sources rather than relying on incomplete or private data.

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