Driver-Side-Alpha
AI-powered demand prediction for drivers—know where to go before the surge hits.
Knowing when to drive for Uber or Lyft shouldn’t feel like a guessing game. At Drive-Side Alpha, we help drivers earn more by making their time on the road more intentional and profitable. Using advanced clustering of event and flight data, we show you exactly when and where to drive—so your income becomes more predictable, and your hustle more efficient.
Driver-Side Intelligence Preview
Event Clustering Map
This map visualizes weekly city events using color-coded clustering. Each color represents a density-based cluster, signaling potential surge zones. Drivers can anticipate high-demand areas by tracking color saturation and proximity. A data table below provides event details—start/end times and addresses—for precise positioning.

Flight Density Timeline
This chart visualizes incoming flight density across city airports, segmented by time. Each colored bar represents a density-based cluster, highlighting peak arrival windows. Drivers can use this module to anticipate surge conditions and position near airports before demand spikes. Designed for predictive pacing, it supports modular income overlays by aligning drive time with high-volume flight influx.
