Cargo Arrivals Forecast Daily — 90% of Ships, Globally
Domain-Native Industry SolutionsLogistics · Predictive Visibility

Cargo Arrivals Forecast Daily — 90% of Ships, Globally

Client: Confidential Client · Industry: Domain-Native Industry Solutions

  • Logistics
  • Forecasting
  • AIS Data
01Overview

Not surprises after they cost money. Days of foresight.

We built a predictive transportation-visibility platform for shippers, forwarders and logistics providers — forecasting cargo arrivals daily across 30,000+ trade routes covering 90%+ of ships globally, with explainable time-series models and live AIS data.

Roughly 80% of manual logistics tracking work is eliminated — delays and reroutes surface before they cost money, not after.

02The Challenge

Cargo was tracked manually. Delays surfaced only after they'd already cost money.

Shippers and forwarders were tracking cargo manually — checking carrier portals, calling agents and updating spreadsheets across dozens of shipments simultaneously. Delays, port congestion and reroutes were discovered reactively — after schedules had already been disrupted and costs incurred.

The data to predict these events existed — in carrier feeds, port systems and satellite AIS signals — but no platform was assembling it into a usable predictive layer. Teams were managing logistics by looking backward.

03What We Built

Explainable forecasting. Live AIS data. 370+ carriers. 800+ ports.

01
Explainable Time-Series Forecasting

Arrival predictions built on explainable time-series models — not black-box outputs — so logistics teams understand why a shipment is flagged as delayed and can act on the reasoning.

02
Live Carrier, Port & AIS Data

Real-time feeds from 370+ carriers, 800+ ports and satellite AIS signals assembled into a unified predictive layer — 5M+ data points processed daily.

03
30,000+ Trade Route Coverage

Arrival forecasts generated daily across 30,000+ trade routes covering 90%+ of the global commercial shipping fleet — not just major corridors.

04
NLP Freight Invoice Auditing

NLP pipelines that read freight invoices and flag discrepancies automatically — reducing the manual audit work that typically follows every shipment.

05
Shipping Document Digitization

Automated digitization of shipping documents — bills of lading, packing lists, certificates — converting paper and PDF inputs into structured data without manual entry.

04Impact

~80% of manual tracking work, gone. Days of arrival foresight.

90%+

of Ships, Globally

Coverage across 30,000+ trade routes — the majority of the global commercial fleet tracked and forecast daily.

~80%

Manual Tracking Work Eliminated

The spreadsheet updates, carrier portal checks and agent calls that consumed logistics teams — automated end-to-end.

5M+

Data Points Processed Daily

Carrier feeds, port systems and satellite AIS signals — assembled and processed into predictive outputs every 24 hours.

0%+

Ships Globally

30,000+

Trade Routes

~0%

Manual Work Eliminated

0M+

Data Points Daily

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