Yelp explains how it turned a two-week prototype into a scalable, production-ready AI assistant for business pages. They built near-real-time indices for reviews, photos, and structured data in an EAV schema, combined keyword-first retrieval with LLM prompts, and added query classification and trust-and-safety filters. The system streams answers with citations, logs metrics, and balances freshness, performance, and reliability.