🧪 Urban Transit Mobility Lab
Curb Your Spending
Add your home and a few frequent stops, log recent rides, and get a personalized Spin vs. Veo monthly cost projection with nearby vehicle density from the public GBFS feed.
Interactive tool
Tools built on this data
Applies the same public Spin/Veo GBFS feed the dashboard uses to a specific personal question.
Reference artifacts · July 2026
Forecast source guides and inventories
Downloadable working artifacts document the event, home-game, ISO-week, and weather context used for demand planning. The ChatGPT and Claude files are retained as separate reference sets so their provenance remains visible.
ChatGPT · Field Ledger edition
ChatGPT Forecast
Branded operating guide with event and game separation, ISO-week correlation, historical weather, projected weather-risk caveats, and source methodology.
Claude · Reference edition
Claude Forecast
Companion source guide and historical event workbook retained as supplied for comparison and reference.
