What does manual deduction management actually look like?
One person — sometimes a fraction of one person — spends 25-50% or more of their time on deduction work, sometimes logging off well past midnight. Accounts receivable analysts spend upward of 20 hours a week just processing transactions and collecting backup documents.
The actual work: logging into your warehouse or 3PL portal, pulling proof of delivery documents and signed bills of lading, cross-referencing what was shipped against the deduction claim, and tracking dispute deadlines.
Most brands set dollar thresholds to cope — anything under $200 or $500 never gets looked at. The result: 96% of deductions go undisputed industry-wide.
Why doesn't hiring more people fix it?
Adding headcount does not solve the error-prone nature of manual processes. A second analyst still logs into the same portals, pulls the same proof of delivery documents, cross-references the same spreadsheets.
Even well-staffed teams miscategorize deductions through manual coding errors. When shortages get coded as sales reductions, the brand loses visibility into what is driving costs — blocking the operational improvements that would reduce deductions at the source.
When does automation make more sense than hiring?
Automation reviews every deduction regardless of dollar amount — nothing falls through the cracks. No deduction expires because someone was waiting on a document. The pivot tables, cross-referencing across tabs, and manually coded PDFs disappear.
The math: about 15-20% of all deductions are incorrect. On $1M in deductions, a brand should be recovering $80K-$150K. Less than 4% are actually disputed today. The gap between what is recoverable and what gets disputed is a bandwidth problem — and bandwidth is exactly what automation solves.
How should I position automation internally?
Frame it as a tool to make the team's work easier, not a staff replacement. Showcase the higher-value work they can do instead: root-cause analysis, compliance improvement, profitability analysis.
How Revya handles this
Revya automates document matching, deduction coding, and dispute filing so nothing ages out undisputed. Your team focuses on root-cause analysis and retailer profitability instead of portal-by-portal data extraction. See how Revya automates deduction recovery
Frequently Asked Questions
Does automating deductions mean I can fire my accounts receivable team?
No. Automation handles data extraction, document matching, and deadline tracking. Your team shifts to higher-value work: root-cause analysis, compliance improvement, and profitability analysis.
How much of my deductions should I actually be recovering?
About 15-20% of all deductions are incorrect. On $1M in deductions, you should be recovering $80K-$150K.
What percentage of deductions go undisputed?
96% industry-wide. Less than 4% of total deductions are actually disputed.
Why do brands set dollar thresholds on deductions?
Bandwidth. When one person handles all deduction work, anything under $200 or $500 gets skipped to focus on larger claims. Automation eliminates the need for thresholds by reviewing every deduction regardless of size.
How do I make the case for automation to my CFO?
Show the gap between current recovery and potential recovery. If you are disputing less than 4% of deductions and 15-20% are incorrect, the math makes itself.