Last Mile

Pune Metro ridership lags because stations sit 3–6 km from where people work, and the gap is most stark in Kharadi’s IT parks. Last Mile turns that problem into a decision a company can act on. It maps each employee, compares their door-to-door cab trip with a Metro ride plus a shuttle from Ramwadi, and searches every shuttle frequency for the highest net saving. It also shows that the public feeder bus fills up at about 150 riders, and that running shuttles more often than every 20 minutes costs more than it saves. A robustness test moves every uncertain input by 25%, and the recommendation holds in 14 of 18 cases. You can click any employee to see why they can or can’t switch, upload your own workforce data (it never leaves the browser), and copy a finance-ready memo. It was built with OpenAI Codex and works fully offline.