The deduction is consistent with the clause in force on that date, at that cost, on that PO.
Close it quickly and stop it consuming review capacity.
A governed workflow that turns agreements, PO-level deductions and post-audit claims into ranked, clause-backed recovery actions — routed to deductions, account and finance teams.
What the workflow runs on
Every retailer relationship runs on a stack of contracted terms — cost, payment terms, allowances, markdown money and trade funding — committed long before the retailer ever deducts against them. Retailers deduct continuously, and post-audit claims surface years later. On a remittance a valid deduction and an invalid one look identical, yet they call for opposite responses.
Governing cost, allowance and markdown provisions live in signed PDFs, scans and emailed amendments that no engine reads.
What was agreed, what was invoiced and what was deducted are never matched against one another, so the gaps between them go unmeasured.
Deductions are absorbed or challenged by hand, long after the fact, and never tested against the contract as they are remitted.
Money owed is pursued only when an audit forces it — yet timing decides how much comes back, and whether the same invalid deduction recurs next quarter.
So the supplier assembles the picture only after the money is gone, or after the recovery window has already closed.
“Can we tell, when a deduction is just taken, whether it matches what’s in the agreement — and put the right effort behind recovering what we’re owed?”
They call for opposite responses, and the cost of confusing them runs both ways: absorbing an invalid claim gives away margin, and disputing a valid one burns the relationship and the team’s time. The governing clause is what separates them.
The deduction is consistent with the clause in force on that date, at that cost, on that PO.
Close it quickly and stop it consuming review capacity.
Expected and actual diverge, and the clause in force says so.
Dispute with the clause attached, while the window is still open.
Validity alone does not tell you where to spend the team’s effort. An invalid claim about to age out is worth more attention today than a larger one with months left to run.
Recoverable and about to age out. This is where effort earns most.
Recoverable with room to run. Queue it by dollar size.
Consistent with the clause. Close it and move on.
Valid, but worth watching if the same code keeps recurring.
Each one is a packaged capability — the data model, the scoring logic and the deliverable already designed around the decision it serves. They are built to run together, but each produces an artefact that stands on its own.
Reads signed PDFs, scans and amendments using OCR and language models, normalizes cost, payment terms, allowances and markdown provisions into a structured term set, and resolves supersession so the governing version on any date is unambiguous — each term carrying its source clause with it.
Matches each PO, invoice, remittance, deduction and post-audit claim to its governing term, computes expected-versus-actual variance and classifies every claim as valid, invalid or recoverable — with the clause attached as evidence rather than cited from memory.
Rolls the adjudicated claims into a composite health score per retailer, banded red, yellow or green, ranking where compliance is eroding — with drill-down from a single score all the way to the purchase order and item line driving it.
Decomposes leakage by retailer, term type and reason code, detects recurring invalid-claim patterns and ages each claim against its recovery window — surfacing the addressable dollars at risk of expiring unworked.
Bands every claim — accept, dispute, recover or reassess — each mapped to one action, and routes a structured brief that pairs each contested claim with a recommended approach to the retailer’s merchant or accounts payable team.
Produces an expected deduction and audit-exposure profile per retailer and term with a confidence interval — versioned and stored, so post-period accuracy traces back to the model that produced it.
Six named deliverables rather than access to a tool. Each is versioned, traceable to the model that produced it, and routed to the team that acts on it.
Reads signed PDFs, scans and amendments using OCR and language models, normalizes cost, payment terms, allowances and markdown provisions into a structured term set, and resolves supersession so the governing version on any date is unambiguous — each term carrying its source clause with it.
Matches each PO, invoice, remittance, deduction and post-audit claim to its governing term, computes expected-versus-actual variance and classifies every claim as valid, invalid or recoverable — with the clause attached as evidence rather than cited from memory.
Rolls the adjudicated claims into a composite health score per retailer, banded red, yellow or green, ranking where compliance is eroding — with drill-down from a single score all the way to the purchase order and item line driving it.
Decomposes leakage by retailer, term type and reason code, detects recurring invalid-claim patterns and ages each claim against its recovery window — surfacing the addressable dollars at risk of expiring unworked.
Bands every claim — accept, dispute, recover or reassess — each mapped to one action, and routes a structured brief that pairs each contested claim with a recommended approach to the retailer’s merchant or accounts payable team.
Produces an expected deduction and audit-exposure profile per retailer and term with a confidence interval — versioned and stored, so post-period accuracy traces back to the model that produced it.
Previews are schematic. They carry no figures, because the numbers on them would be ours rather than yours.
Banding is what turns a remittance file into a worklist. Each band carries one action and one owner, sequenced by addressable dollars and by how much window is left.
Consistent with the governing clause. Close it and stop it consuming review capacity.
Departs from the term in force. Challenge it with the clause attached as evidence.
Already absorbed, and still inside its window. Pursue it before the window closes.
The terms or the data underneath are too thin to adjudicate. Enrich before acting.
The first step is the one everybody skips: until the terms are structured and effective-dated, nothing downstream can be tested against them.
Supersession is resolved explicitly, so the governing version of a term on any given date is unambiguous — which is what makes a dispute defensible.
The workflow does not add another report. It replaces four sentences that get said in every review with something specific enough to act on.
The same governed output, presented for the decision each team actually makes. Nobody is asked to interpret somebody else’s view.
A monthly health scoreboard and a tiered worklist sequenced by addressable dollars, so claims are worked while the windows are still open.
Independent, clause-level evidence and one specific ask for every line review and post-audit, each paired with an analog win.
Portfolio KPIs in business terms — invalid-claim rate, leakage prevented, recovery rate and exposure recovered — tied back to spend.
Claim-to-clause scorecards carrying variance, age and evidence, localizing leakage to the exact retailer, purchase order and term.
Anyone can produce this read once. What makes it a capability is that the grain, the logic and the model version are fixed and stored, so the next cycle is measured the same way as the last one.
Retailer × PO × item line × term. A health score always drills to the transaction that moved it.
Every adjudication carries its governing clause. A dispute is defensible because the source text travels with the claim.
Supersession is resolved explicitly, so an amendment emailed two years ago cannot quietly govern today’s deduction.
The exposure forecast is versioned and stored, so post-period accuracy traces back to the model that produced it.
Bring one retailer’s agreements and a single remittance period. We’ll extract the governing terms, adjudicate the deductions against them and show you the recovery brief it produces — before you commit to anything wider.