If you're interested in cartographic information that can't be readily put into words, maybe a text-based search engine isn't the best way to find it. A map makes more sense. Query a map (like Google Maps or OpenStreetMap) for "pizza [exact location]".

We've been so conditioned to use Google Search as our one stop oracle that we fail to stop and think whether a text-based query is actually appropriate.