Blog
CPG finance, in practice
Practical articles for AR analysts, managers, and finance leaders navigating deductions, retailer compliance, and AR operations.
The $12 Million Blind Spot: Why Mid-Market CPG Companies Bleed Revenue They Never See
There is a number that lives quietly inside the financials of almost every mid-market CPG company. It doesn't appear in your board deck unless someone has done the forensic work. It is your deduction leakage rate — and for a $500M company, it typically runs $4–12M per year.
The Retailer Compliance Trap: Understanding Deduction Codes Before They Cost You Millions
Compliance deductions are the most technically complex and financially underappreciated category in CPG deduction management. The grey zone between valid penalty and retailer overreach is where mid-market companies lose millions — quietly.
Why Your AR Team Is Losing the Trade Promotion Deduction War (And How to Fight Back)
Trade promotion spend is 15–25% of gross revenue for most CPG companies. A significant portion of those deductions are unauthorized, miscalculated, or duplicate — and most mid-market AR teams don't have the tools to catch them.
Shortage Deductions: Separating Legitimate Claims from Retailer Overreach
Shortage deductions are theoretically the simplest category in CPG AR. In practice they're among the most contested — because retailer receiving processes have systematic error rates that most suppliers never challenge.
What AI Actually Does in Deduction Management — and What It Doesn't
AI-powered deduction classification is real and the productivity gains are substantial. But the claims vary wildly — from basic decision trees to genuine machine learning. Here's what the technology actually does, where it performs, and what realistic benchmarks look like.
Building a Deduction Workflow That Scales — From 500 to 5,000 Open Items Without Breaking
There is a predictable inflection point where deduction volume outpaces the team that managed it perfectly at half the revenue. The companies that break this cycle build workflows designed for scale from the outset — not headcount on top of headcount.
The True Cost of a Deduction — Why the Invoice Value Is the Smallest Part of the Number
When CPG finance teams calculate deduction cost, they anchor on the invoice amount. That is the wrong number. The fully loaded cost of processing and resolving a deduction is 2–4x the invoice value for small deductions — and the math changes everything about where to invest.
The Remittance Advice Problem — Why CPG Companies Lose Deductions Before They Even Start
Before classification, routing, or dispute management, there is a step most technology discussions skip over: actually understanding the remittance advice. For many companies, this is where the most value is destroyed — before a single deduction enters the workflow.
Why Mid-Market CPG Companies Are Outgrowing Their ERP — The Deduction Gap Nobody Talks About
The deduction module in your ERP looks functional: deductions are recorded, open items are tracked. What it doesn't show is the entire operational layer your team has built outside the system to manage what the ERP cannot. That hidden layer is costing you more than you think.
From Reactive to Proactive: Building a Deduction Intelligence Program That Changes How You Compete
The CPG companies that are best-in-class at deduction management are not just recovering more — they are using deduction data as a real-time signal about supply chain health, retailer relationship quality, and trade promotion execution. Here is how to make that shift.
Walmart Deductions 101: A CPG Finance Team's Field Guide
Walmart is the single largest source of deductions for most CPG manufacturers. Here's exactly how their system works, what to expect, and how to dispute effectively.
What Is OTIF and Why It's One of the Biggest Margin Threats in CPG
On-Time, In-Full compliance penalties have become a top-3 deduction category for most major retailers. Here's what OTIF actually measures, which retailers enforce it hardest, and how to stop the bleeding.
How to Build a Deduction Dispute Window Tracker (And Why Most Teams Don't)
Missing a retailer's dispute window is a permanent, unrecoverable loss. Here's a practical system for tracking every open deduction against its deadline — whether you're on spreadsheets or moving to automation.
How to Structure Your CPG AR Team as You Scale from $100M to $1B
The AR team that works at $100M breaks at $300M. The one that works at $300M breaks at $700M. Here's how to think about AR org design at each stage of CPG growth.
See these insights in your data
Everything in this blog comes from working directly with CPG finance teams. We'd love to show you what it looks like applied to your specific situation.
Request a demo