In a hub-and-spoke Digital Twin, when expanding to a new market, how should you decide between deploying a Digital Representative vs a Public Q&A, considering language complexity and regulatory nuances?

Begin with Public Q&A to establish canonical facts and proofs for the new market, especially when language complexity or regulatory nuance requires careful mappings. Deploy Digital Representatives gradually once translations stabilize and governance ensures all outputs pull from the same hub facts. For markets with simple needs and fast onboarding, a lightweight Digital Representative that references hub facts could be launched in parallel, but governance must ensure it maps to hub facts and proofs. Use a staged rollout: publish hub facts, proofs, locale mappings; publish a basic multilingual Q&A; add the Digital Representative after validation. This approach preserves consistency and trust while enabling local relevance.