Every social narrative we generate lives or dies on one thing: does the child recognize what they're looking at? A "doctor's office" illustration that looks nothing like their doctor's office doesn't calm anxiety — it adds a new unknown to an already unfamiliar day. That's the gap Ambience Imaging was built to close, and it's also what made building it hard. The problem: personalization at scale breaks consistency We generate thousands of images for a single location — differ