Local business onboarding via Yelp or Google Business URL used to take up to two minutes and sometimes produced a thin profile — occasionally without a brand name — because the overview was generated from a single-line context string, with a slow website scrape as a fallback.
The model now receives the full resolved listing data as its source. Competitors, personas, and suggested queries all come from the actual listing, so the profile is complete the moment onboarding finishes.