Work/Logistics

Route-planning copilot for dispatch teams

An internal AI tool that cut manual route adjustments during daily dispatch review.

ClientMeridian Freight
Timeline9 weeks
Team2 engineers, 1 AI lead
Result-31% manual overrides

The problem

Meridian's dispatchers were overriding the automated route planner so often that the automation had become theater — everyone quietly re-planned by hand every morning.

Our approach

Instead of a black-box optimizer, we built a copilot that explains its suggestions and lets dispatchers adjust constraints in plain language.

  • Every suggested route comes with the reasons behind it
  • Dispatchers steer with constraints, not spreadsheets
  • Overrides feed back into the next day's suggestions

The result

Manual overrides dropped 31% within two months as trust in the tool grew.

Dispatch stopped fighting the software and started trusting it.
Operations Manager, Meridian Freight
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