When we walk into a freight forwarder for the first time, we ask the same question: how many minutes per shipment go to documentation versus to actual movement decisions? The answer is almost always more than 40%, and almost always a surprise to the operations director.
Where the time actually goes
It is not data entry. Modern systems already extract fields from CMR, BOL, and customs documents with reasonable accuracy. The bottleneck is exception handling: missing fields, ambiguous addresses, customs mismatches, mismatched references between booking and physical paperwork.
What to automate first
Three checks, in order: completeness, internal consistency, cross-system consistency. Completeness is a structured-extraction problem. Internal consistency is a rules problem. Cross-system consistency is where AI starts to earn its keep, because it requires a model that understands the same shipment can be referenced four different ways across TMS, WMS, customs broker, and client portal.
