Enterprise Intelligence Group

Deductions: The Margin You Already Earned

Deductions quietly hand back the margin your team negotiated for — because disputing invalid ones is a volume problem no team has the hours for. Here's how agents help you keep what you earned.

There's a line on every CPG P&L that quietly gives back the margin you worked to earn: deductions.

Money you already earned, walking out the door

Retailer claims, shortages, compliance fines, promotional chargebacks — deductions come in constant, in many forms. A deduction can be valid. It can also be a duplicate claim, a charge that does not match the agreement, or a fine for something that was in fact compliant. The trouble is that contesting one means reconciling the claim against the terms, assembling the evidence, and filing inside a tight window.

Multiply that across every claim on every order. If each claim has to be reconciled by hand and the team does not have the hours for it, invalid deductions are absorbed by default: not because anyone decided to accept them, but because nobody has the time to check.

Why it's an agent's job

This is high-volume, rules-based, evidence-heavy, deadline-bound work: the profile of a task an agent can be set up to do, provided the agreements, claims and delivery evidence it needs are accessible in your systems. Given those inputs, an agent can be asked to:

• Reconcile each deduction against the specific agreement and the expected terms, where those terms are recorded in a form it can read.
• Flag the ones worth disputing, with the supporting evidence assembled for a person to review before anything is filed.
• Beat the clock, surfacing candidates while the dispute window is still open rather than after it has closed.

Whether this recovers margin, and how much, depends on your starting point: how many of your deductions are actually invalid, whether the agreements and evidence are accessible, how the agent's matching is checked, and whether the team files what it flags. The aim is that invalid claims are checked rather than absorbed by default.

The bigger point

The wider point is not specific to deductions. Where the work that erodes margin is repetitive, rules-based and deadline-bound rather than difficult, the constraint is hours rather than skill. If those hours come from the same people who look after the buyer and the plan, one of the two gives way. Work with that profile is where an agent is worth evaluating, provided the rules it must apply and the evidence it must check are available in your systems. The purpose is to return your people's time to the buyer and the plan.

The EIG view

We start from the commercial objective — protect the margin you negotiated — and put AI on the reconciliation inside the systems you already run. Going live isn't the win; recovered deductions are. You negotiated hard for that margin; don't give it back by default.

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