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Predict.ai

Supply chain & logistics

Freight rate forecasting

Forecast spot and contract transportation costs by lane, mode, equipment type, and booking window.

Sound familiar?

  • Transportation budgets set months before the market moves
  • Spot exposure discovered in the invoice, not in the plan
  • Contract timing decided on anecdote instead of a forecast
Target: Freight costHorizon: 1–26 weeks

Freight cost

$ / load · Live forecast

Updated
$3.4K$1.8KHISTORYFORECASTBudget rateDaily or weekly1–26 weeks ahead
Median forecast with uncertainty band

Driver

Fuel price

Driver

Lane capacity

Driver

Congestion

Forecast horizon

1–26 weeks

Refresh cadence

Daily or weekly

Built for

Transportation procurement · Logistics

What you can predict

One forecast can answer several operational questions.

Combine historical rates with capacity, fuel, congestion, seasonality, tender acceptance, vessel or truck availability, and macro demand to plan transportation spend.

01

Rate by lane and mode

02

Spot-market exposure

03

Transportation spend

04

Capacity premium

Questions teams need answered

  • Which lanes are likely to become more expensive?
  • When should capacity be contracted?
  • How much budget is exposed to spot rates?
  • Which market signal explains the change?

Data that can improve the forecast

Fuel priceLane capacityCongestionTender acceptanceSeasonalityBooking lead time

Start with the history you already have. Add internal or external drivers only when backtesting shows that they improve the forecast on held-out periods.

What-if planning

Test a change before committing to it.

Compare a proposed change with the current baseline. See the expected direction, timing, range, and the assumptions behind the result.

Fuel prices increase

Recalculate rate and spend forecasts by lane

Shift volume between modes

Compare cost, capacity, and transit time

Freight cost

$ / load · Scenario comparison

Updated

What if

Fuel prices increase?

$3.4K$1.8KHISTORYFORECASTBudget rateDaily or weekly1–26 weeks ahead
BaselineFuel +10%
Crosses budget rate

Driver

Fuel price

Driver

Lane capacity

Driver

Congestion

From forecast to action

Keep the people making the decision in the loop.

01 · MONITOR

Forecast continuously

Refresh freight cost on a daily or weekly cadence as new data arrives.

02 · NOTIFY

Alert on meaningful changes

  • Projected rates exceed budget
  • Spot exposure rises above policy

03 · DECIDE

Put the result to work

Carrier contractingRoutingBudgetingProcurement timing

Build a freight rates forecast with your data.

Start with sample data, connect your own history, or talk with us about your target, horizon, and production requirements.