Turning Rejected Carrier Claims into Evidence: A 10% Lift in Claim Acceptance

A parcel reported as delivered but not received (DNR) can go wrong in three ways: it leaves the warehouse incomplete, it goes missing on the carrier’s leg, or a customer who did receive it disputes the delivery. All three look the same in a refund queue. The retailer already held the records that tell them apart: pack weight, parcel contents, item master data, customer complaint history, and carrier delivery accuracy by postcode, and no one had joined them parcel by parcel. The strongest signal is pack weight compared with catalog weight, which shows whether a parcel was complete when sealed and so separates warehouse error from loss after handover, with no inventory data needed.

A Beamup forward-deployed engineer embeds with the retailer's analytics and data teams. The engineer maps each data source, agrees a data-sharing method that keeps personal data inside the retailer's environment, and calibrates the evidence logic against real rejected claims. Personal data is filtered at the ingestion boundary and models stay isolated to this customer, so the program runs on records the retailer already holds, with no new systems.

A counter-claim has to survive the carrier’s own review, so before it recommends resubmission the agent rules out the warehouse and the customer. It tests four alternative explanations: whether the parcel was short at pack, whether it was rerouted to a pickup point and never collected, whether the delivery scan was applied outside delivery hours, and whether the claiming account shows a cross-carrier, cross-area pattern that points to the customer. A claim enters the counter-claim queue only when those tests point to the carrier leg. With no driver identity, attribution stops at carrier, postcode, origin facility, and time window, and those four fields are enough to show a carrier that losses in one area run well above its own network rate and above a second carrier serving the same postcode. That gives a claims team evidence to act on.

The Beamup agent takes over the assembly work that analysts used to do. For each rejected claim, it ranks the case by value and strength of evidence, writes the reasoning trace, and attaches the records a carrier needs to see. The claims team reviews the case, decides, and resubmits it, and the agent makes no decision about money or carrier relationships.

Final mile loss reaches the retailer as a refund it has already paid and a carrier claim that usually comes back rejected. What this pilot changes is the evidence behind the second attempt: each counterclaim is built from records the retailer controls, tested against the explanations a carrier would raise, and limited to cases where the carrier leg is the common factor. The same evidence, rolled up by carrier and area, gives transport leaders a fact base for carrier reviews.