We evaluated the spatial grounding capabilities of ChatGPT, Gemini, and Perplexity (API) by querying 100 US cities and 5 cuisine types. Using the Google Places API as ground truth, we measured hallucination rates, "permanently closed" retrieval errors, and distance-from-center accuracy. This became
