All case studies
Logistics & Supply Chain

Route Optimization & AI Dispatch for a 2,400-Tractor Fleet

Illustrative reference architecture. This is a composite engagement template built to show how Mopshy structures enterprise work. It is not a real Mopshy client, and every figure, KPI, and quotation on this page is illustrative rather than measured client data.

Dynamic route optimization, AI dispatch copilot, and predictive ETA — deployed across LTL and dedicated fleet operations.

−12.4%

Cost per mile

+9 pts

On-time performance

−31%

Driver turnover

● The challenge

The bottleneck

Empty miles ran 19%. Dispatchers relied on tribal knowledge; on-time performance sat at 84%; driver churn was above industry benchmark.

● What we built

The system

  • Real-time route optimizer factoring HOS, weather, and dock appointments
  • AI dispatch copilot recommending load-driver matches with explanation
  • Predictive ETA published to customers via API with confidence band
  • Driver-facing app translating dispatch changes into simple guidance
● Executive KPI board

Outcomes measured, not promised

19% → 11%

Empty miles

$34M

Annualized cost avoidance

2,400

Tractors optimized

97%

Dispatcher recommendation acceptance

● ROI model

What it cost, what it returned

Investment

$4.1M program (year one)

Payback

6 months

Annualized value

$34M cost-per-mile improvement

● Reference architecture

How it is built

  • Telematics + TMS unified in a fleet data platform
  • Optimization engine with HOS + weather + dock constraints
  • Dispatch copilot with explainable recommendations
  • Customer ETA API with confidence bands
McLeod TMSSamsaraproject44Snowflake

Representative engagement. This case study describes a composite of Mopshy AI's enterprise engagement patterns, delivery methodology, and observed outcome ranges. Company names, individual quotes, and specific figures are illustrative and used to communicate the enterprise pattern rather than to describe a single identified client.

30-minute working session

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