Site Intelligence

Predictive Facility Capacity Planning

Network ETAs + appointment demand + yard state combined to surface capacity shortfalls 24-72 hours ahead. FourSight AI recommends overflow slots, load redirection, or additional spotter pre-positioning before congestion materializes.
Shipment Twin
Yard Twin
Appointment Twin
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Predictive Facility Capacity Planning

What we deliver

The Problem (Before)

Operations leaders learn about capacity shortfalls when trucks are already queuing at the gate. No forward-looking signal to pre-position labor, open overflow slots, or redirect loads to a nearby facility.

Who feels this:

Facility Manager, Dock Coordinator, Yard Coordinator, Shift Manager

The Outcome (After)

Network ETAs + appointment demand + yard state combined to surface capacity shortfalls 24-72 hours ahead. FourSight AI recommends overflow slots, load redirection, or additional spotter pre-positioning before congestion materializes.

What makes this different:

Most facilities discover capacity shortfalls only when trucks are already queuing at the gate. This forecasts congestion days ahead by fusing inbound ETAs, appointment demand, and yard state against network-wide arrival patterns, so teams act before congestion forms instead of reacting after it.

How it works

The building blocks behind this outcome.
What Happens

FourKites combines network ETAs, appointment demand, and live yard state to project dock and yard capacity 24-72 hours ahead. When a facility trends toward a shortfall, FourSight AI flags it early and recommends overflow slots, load redirection, or additional spotter pre-positioning before congestion builds.

The Intelligence Behind It

Inbound Volume predictions from networks-wide ETA signals Carrier arrival pattern predictions for inbound scheduling Cross-facility capacity utilization patterns across the FourKites Network.

This intelligence exists because the Graph aggregates behavior across 882 enterprise shippers, 10,164 carriers, and 3.6 million facilities over 11 years.

Why This Cannot Be Replicated

The intelligence layer is what creates the gap. Building the basic capability is straightforward. Building it on top of 11 years of cross-company facility and yard intelligence is what cannot be replicated with software alone.

Digital Twins

Shipment Twin, Yard Twin, Appointment Twin

FourKites Graph

Cross-company facility and yard intelligence powering every decision

FourSight AI

FourSight AI: "Is any facility projected to exceed dock capacity in the next 24-72 hours?" Custom Insights: capacity-shortfall forecasting and overflow planning dashboards.

Yard Intelligence and Optimization

Predictive Facility Capacity Planning is one outcome in a broader transformation of yard intelligence. When deployed together, yard operations shift from reactive coordination to predictive planning. The Facility Twin provides the data. FourSight AI provides the analytics. The Graph benchmarks your facilities against the network.
  • Multi-Site Yard Intelligence and Predictive Capacity Planning
  • Revenue-Aware Yard Prioritization
  • Demand-Driven Yard Planning
  • Autonomous Yard Decisioning
  • Yard Workforce Performance Intelligence

Validation

Deployment Evidence

Combines network ETAs, appointment demand, and yard state to forecast capacity shortfalls before congestion hits.

Expected Impact Range

Fewer congestion events and less unplanned overtime by acting on capacity shortfalls 24-72 hours ahead.

Related outcomes

Site Intelligence
Zero-Blind-Spot Yard Operations

Every trailer in the yard: located, identified, and tracked in real time.

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Site Intelligence
Zero-Staff Gate Operations

Gate staffing eliminated. 100% automated check-in and check-out using computer vision.

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Site Intelligence
Spotter Task Automation

Spotter tasks dispatched and optimized automatically. No radio, no whiteboard, no guesswork.

Read more

One billion hours of operational work completed by AI agents over the next decade.

The supply chains that adopt autonomous execution in the next 24 months will define the competitive standard for the next decade. The ones that do not will spend that decade trying to catch up.
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