04 · Logistics

Logistics runs on exceptions. Decide them faster.

Plans are easy. The value is in the thousands of daily exceptions — weather, closures, late loads, no-shows — and how fast you decide what to do.

Updated 3 min readBy Karna Shukla · Yellowfirst
Short answer

Decision intelligence for logistics handles the daily exceptions that break plans — weather, road closures, late loads, capacity gaps — by combining TMS, WMS, telematics and customer commitments, recommending reroutes, carrier swaps or holds with their cost and service impact, and executing them on-the-loop so dispatchers can override before anything commits.

Logistics decisions

DecisionSignalContext it needsAuthorityOutcome measured
Exception rerouteStorm, closure, breakdownLive positions, delivery windows, driver hours, alternate routesOn-the-loop — dispatcher
Carrier selectionLoad tendered, rejectionRates, performance, capacity, lane historyAutomated within rate bands
Dock & yard schedulingArrivals early or lateDoor capacity, labor, prioritiesOn-the-loop
Inventory positioningDemand shiftForecast, lead times, service targets, costsAugmented — planner
Customer promiseOrder or disruptionCapacity, inventory, route feasibilityAutomated with guardrails
Supplier reallocationSupplier slipOrders, alternate capacity, contract termsAugmented — procurement

Example: a storm on I-35

StepWhat happens
SignalA storm cell forms over I-35 with 14 trucks inbound.
ContextDelivery windows, driver hours, alternate routes via US-75, customer priorities.
OptionsReroute all, hold all, or reroute nine and hold five.
DecisionReroute nine, hold five for 40 minutes; executes in 4 minutes unless the dispatcher overrides.
OutcomeOn-time deliveries and cost tracked against the do-nothing forecast.

See it live

The homepage’s oil and gas section includes a live field-fleet map: sand trucks queue at a road closure until the plan re-routes them via a county road and frac downtime drops from 9 hours to under half an hour. Open the fleet demo →

Systems and data

Execution

TMS, WMS, YMS, carrier portals and EDI 204/214/990.

Visibility

Telematics, ELD hours of service, geofences, weather and traffic feeds.

Commercial

Rates, contracts, customer SLAs and penalties.

Planning

Demand forecasts, inventory positions, network design.

Getting to on-the-loop

Most logistics teams start with the system recommending reroutes and carrier swaps for dispatcher approval. Once agreement rates and outcomes are proven, decisions move to on-the-loop: the plan executes after a short window unless someone overrides. High-value or customer-sensitive loads stay augmented. See decision autonomy.

What to measure

KPIWhy
On-time in full (OTIF)The customer promise
Cost per shipmentMargin
Exception resolution timeDecision latency
Empty milesAsset utilization
Dispatcher override rateModel and policy quality
Key takeaways
  • Logistics value is in exceptions, not plans.
  • On-the-loop execution keeps dispatchers in control at machine speed.
  • Measure decision latency as closely as cost.

Frequently asked questions

How is decision intelligence used in logistics?
For exception rerouting, carrier selection, dock and yard scheduling, inventory positioning, customer promising and supplier reallocation.
What is the difference between route optimization and decision intelligence?
Route optimization computes routes. Decision intelligence decides which exception to act on, weighs cost and service, applies authority and executes and measures the decision.
What does on-the-loop mean for dispatchers?
The system executes after a short window unless a dispatcher overrides, keeping humans in control without slowing every decision.

Written by Karna Shukla, Founder & CEO of Yellowfirst. Reviewed October 1, 2026. About this site →

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