WHAT IT PREDICTS

Four predictions, live today. Each one measured.

Every capability below runs on every shipment, on every tracking scan - and every prediction is graded against the real outcome when the package delivers.

01 · AVAILABLE

Delivery windows

A calibrated arrival window on every shipment, rescored on every scan. Honest by construction: when we quote 80% confidence, packages land inside the window 81% of the time - measured, not promised.

Average error of about two hours - 3.4× more accurate than the lane-average method most TMS tools use (6.5 hours).

DELIVERY WINDOW
Thursday, 2:10 – 4:20 PM 80%
ORDERLY INTELLIGENCE · ±2H
LANE AVG · ±6.5H
Windows widen honestly when the network is uncertain - a wide window you can trust beats a narrow one you can't.
02 · AVAILABLE

Late-shipment warnings

Flags shipments that will miss their promised delivery date while they're still mid-transit - 3.7× better than rule-of-thumb methods. Time enough to reroute, upgrade, or tell the customer before they ask.

In live validation, an overnight into rural California, the kind lane averages miss badly, was called correctly with 9 hours of lead time.

Memphis, TN → Portland, ME
LATE RISK · 86%
SAMPLE · FEDEX EXPRESS · PROMISED FRIDAY
Predicted to miss the Thursday 4:10 AM sort78%
Predicted delivery: Saturday window+1 DAY
Flagged mid-transitFLAGGED EARLY
03 · AVAILABLE

Stuck-package detection

Predicts whether a package will go dark - no scans - over the next 6, 12, or 24 hours, with 90–97% discrimination accuracy. Stalled freight surfaces hours before the carrier admits anything.

Open the carrier case while there's still time to recover the shipment - not three days after it vanished.

NO-SCAN PROBABILITY BY HORIZON
NEXT 6H72%
NEXT 12H91%
NEXT 24H96%
SAMPLE · last scan 26h agoOpen a carrier case today
04 · AVAILABLE

Exception detection

Missed sort waves, lane anomalies, and misroutes surfaced as they form - because the models know the carrier's schedule better than the carrier's own tracking page does.

Watched against 64,000 mapped facilities, 90,000 lane timings, and 6,300 scheduled sort and departure waves.

Missed 4:10 AM sort wave · MEMRESCORED
Lane running 4h slow · ONT→TUSANOMALY
Scanned at wrong hub · EWRMISROUTE
surfaced as they form, not in tomorrow's report
THE MEASURED ROADMAP

In development - and they'll ship with numbers, like everything else.

Carrier recommendation

Which carrier wins each lane - with measured, counterfactual savings, not vendor claims.

Shipping cost prediction

Landed shipping cost before the label is bought, from your own lane history.

Warehouse congestion

Fulfillment bottlenecks and dock congestion predicted before queues form.

Labor forecasting

Staffing needs from predicted order and shipment volume, days ahead.

Request demo Read the accuracy report