What a retail compliance deduction is
A compliance deduction is what a retailer takes off your invoice when the shipment did not meet that retailer's stated requirements. The requirement can be about timing, about how the goods were routed, or about how the cartons were packed and labeled.
Every retailer has different routing guides, labeling requirements, and OTIF penalties. That is why compliance charges cluster into a few recognizable families: OTIF penalties for shipments that did not arrive on time or in full, packing and labeling charges for cartons that did not match the vendor requirements, and shortage claims where the retailer says it received less than it was billed for.
The three kinds of charge behind a deduction
A retailer charge can be read three ways, and the reading tells you what to do about it. A charge may be disputable, meaning it is invalid and evidence can show it. It may be preventable, meaning it is valid and the cause sat in your own operation. It may be relayable, meaning it is valid and belongs to an upstream partner such as a carrier, 3PL, or freight forwarder. This categorizes the charges themselves. It is not a description of a product.
The categories overlap, and that matters more than the labels. They answer three different questions about the same charge: is it valid, could you have prevented it, and is another party liable. One charge can be all three at once, which is why this was never a split and why no proportions across these categories could be meaningful. Working out which reading applies to a given charge is root-cause analysis, and it is the work that turns a deduction line into a decision.
Why the same problem gets a different code at every retailer
The same late truck can appear as one retailer's OTIF penalty and another retailer's routing violation, under different codes, with different documentation required to contest each. Every retailer has different routing guides, labeling requirements, and OTIF penalties, and each one sets its own evidence rules.
Roy knows each retailer's portal, reason codes, and evidence rules, and writes each dispute formatted to that retailer's reason codes and evidence rules. Adding a new one takes days, not months.
Are compliance deductions disputable?
Some are and some are not.
Roy reviews every deduction, not just the big ones, classifies the reason code, and flags the ones worth disputing. Where a charge turns out to be valid, disputing it is not the answer. Shortage claims are a common example of charges that are frequently disputable and frequently let slide.
In one published case Roy read the structured data, the documents, and the product image together, found that the charge was actually valid, recommended the opposite of a dispute, and pointed at the upstream fix so it stops happening again. Roy found the fight was not worth having.
Compliance monitoring is custom work, not a standard product
We do not sell upstream compliance monitoring as a standard product. Where that kind of ongoing monitoring exists, it is a custom ops agent, published as "Custom, built for your business," scoped and built for one business rather than shipped as a module you can buy off the shelf.
What is live today is deduction recovery.
What Roy does with compliance deductions today
Roy monitors every retailer deduction as it lands, classifies the reason code, and flags the ones worth disputing. It matches each charge against your invoices, BOLs, and proof-of-delivery, then writes the retailer-specific dispute, formatted to that retailer's reason codes and evidence rules. Roy prepares each dispute and ROI-AI's own analysts review and release it, a review that is selective and exception-based, and the scope Roy handles grows as accuracy is established reason code by reason code.
That is the recovery pipeline: see how Roy disputes retailer deductions end to end.