The business model is a claim
In most industries a bill-back is a correction. In foodservice it is the business model: the distributor knowingly sells below standard cost because the manufacturer has authorised a deviation for that operator, and the difference is recovered by claim. Which means the claim process is not back-office administration — it is revenue collection, and its failure rate lands directly on gross margin.
Recovery rates of 88 to 95% sound respectable until you notice what the missing five to twelve percent represents: sales made deliberately at a loss where the compensating recovery never arrived.
Rejections are where recovery dies
Bill-back files are submitted per manufacturer in each manufacturer’s own layout. Rejections come back per line, with reason codes that vary by trading partner. Working them is tedious, low-status and time-boxed by the next submission cycle.
So most distributors rework somewhere between a third and two-thirds of rejected lines, and the rest expire. Getting rework above 95% does not require more people; it requires the rejections to arrive as a queue with the original transaction attached, rather than as a file somebody has to interpret.
Proving the operator was entitled
Deviations are granted for a named operator. Proving a given sale went to that operator means resolving chain, unit, franchisee and ship-to identity — in an industry where a single chain can appear under dozens of identifiers across independent franchisees. Where that resolution is weak, either valid claims are rejected or invalid ones are paid, and both happen.
How RevUpra runs this
Deviated cost is held as effective-dated, item- and operator-specific data, so the price valid on any past date is a query rather than an investigation. Bill-backs are generated automatically from qualifying sales in each manufacturer’s format, and rejections return as a worklist with the original transaction attached so rework is a click rather than a reconstruction. Operator identity is resolved through cross-reference across chain, unit and franchisee identifiers. And net margin after deviation and recovery is a materialised read available within days of period end, not weeks.