Begin with a simple, auditable cadence: quarterly core updates to the Public Business Brain and Q&A network, monthly drift checks to compare local outputs against hub facts, and a lightweight Change Log that records what changed, why, and when. Any update to AI-facing content should go through a formal approval step and have a rollback plan ready. This disciplined rhythm keeps AI outputs trustworthy while accommodating new products, policy changes, and language/localization updates without erasing prior citations.
Own The Conversation Digital Twin · Public Q&A
What is the minimal governance cadence for keeping an AI-ready Digital Twin fresh without breaking existing AI citations?
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