For franchises with many locations, how can Local AI Discovery scale attribution of AI-driven responses to individual locations without exposing sensitive internal data?

Scale attribution with a Location Attribution approach: attach a location_id to location-specific Q&A fragments and media, and map each AI output to the exact content it used. Maintain an audit trail in the Control Centre showing what content was referenced and when it was updated, while keeping the central Business Brain intact. Governance should ensure local updates align with the central knowledge foundation, so AI responses remain accurate and locally relevant without revealing private procedures.