Most problems are framed wrong.
Not a roadmap — something that actually helps.
Shipped fast. Improved over time.
A demo is worth 1,000 promises.
50k+ inspection records, 16k+ establishments
Risk scoring for restaurant operators
6 civic datasets, 77 community areas
Compare neighborhoods instantly
Response times, resolution rates, 50 wards
Service gaps surfaced from raw 311 data
CTA ridership, Divvy trips, infrastructure gaps
Underserved areas identified for investment
Tools people actually use.