San Francisco Air Conditioning Heatmap
As temperatures rise in San Francisco, finding the perfect spot to enjoy a chilled latte or crank out some work has become a top priority. At CoffeeBlack AI, we combined AI driven phone calls with OpenStreetMap and Foursquare data to map out the city's best cafes and coworking spaces with air conditioning, ensuring you stay cool and productive even on the hottest days.
Our journey began with sourcing data on all the cafes and coworking spaces scattered across San Francisco. We tapped into OpenStreetMap (OSM) for a comprehensive list of locations. While OSM provided us with accurate geographical data, we aimed to enrich this information further.
That's where Foursquare comes in. By integrating Foursquare's venue data, we added valuable details like phone numbers and addresses. This fusion allowed us to create a robust dataset that offers not just locations but also the ability to contact them.
Static data is informative, but real-time information is transformative. To ensure our heatmap reflects the most up-to-date details, we employed Bland AI—a conversational AI platform designed for automated phone interactions. Bland AI reached out to businesses to confirm if they had air conditioning.
