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AI-Optimized Public Transport Network

Client
Government
Industry
Public Sector
Services
Data Intelligence
Case Study Cover

The Challenge

Fixed schedules meant buses were stuck in traffic or running empty. Commuters abandoned the service for taxis.

Client Overview

Buses were running empty on some routes and overcrowded on others. The static schedule didn't match the shifting pulse of the city.

•City-wide fleet
•Public budget
•Citizen satisfaction
•Carbon reduction

Solution Components

Demand Modeler

Predicting ridership using ticket swipes, weather, and mobile data.

Dynamic Scheduler

Adjusting bus frequency every hour to match predicted crowds.

Citizen App

Live ETA and crowding indicators for passengers.

Challenges & Risks

1

Union Rules

Schedules had to respect driver break times and shift lengths.

2

Legacy

Integrating with 10-year-old GPS trackers on buses.

Key Impact

15%
increase in total ridership
10%
reduction in fuel costs/emissions
Improved
on-time performance by 20%
Higher
citizen satisfaction scores

The Solution

We shifted to a Dynamic Schedule. AI predicts where people need to go. We add buses to busy lines and cut empty ones. It makes public transport faster and more reliable than driving.

Tech Stack

PythonPandasGoogle OR-ToolsReact NativePostgreSQL
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