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
ROI-AI's own research frames retailer charges three ways: roughly 20% of chargebacks are disputable, meaning invalid retailer errors; 20% are preventable through operational improvements; and 60% are relayable to upstream partners like carriers and 3PLs.
This is a way to categorize the charges themselves. It is not a description of a product. "Preventable" describes a charge whose cause sat in your own operation. "Relayable" describes a charge that belongs to an upstream partner rather than to you. The framework earns its place because it tells you which charges are worth fighting and which are a different conversation entirely.
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. Most packets go straight out. ROI-AI's own analysts review the exceptions that need judgment, and the auto-submitted share keeps growing.
That is the recovery pipeline: see how Roy disputes retailer deductions end to end.