The challenge
Promised windows were averages from last quarter. Retailers charged chargebacks when trucks missed, and dispatch had no better number.
What we shipped
A gradient-boosted ETA model on lane, weather, and dwell history, served behind the existing TMS with a confidence band dispatchers could actually use.