Proof standards are rising. NRF: 9% of returns are fraudulent + 85% of retailers use AI to detect/prevent return fraud.
Result: more auto-denials if fields/photos/IDs are missing. Q1 fix: retailer-ready proof pack templates by claim type + fast timelines.
Double-dip deductions spike in Q1: same event hits twice (remittance + portal) or same box, new code (shortage + “handling”). Returns volume makes it easier to hide—NRF projects $849.9B in returns in 2025.
Fix: claim fingerprint + cross-channel log. Read: https://t.co/EpPbIQESpj
January = markdown season. Retailers clear inventory fast; suppliers often see it later as price protection/markdown deductions. Post-holiday demand cools too—one study found spending drops 22.4% Dec→Jan.
Validate: agreement + event footprint + math/no duplicates. #deductions
If “defectives” claims are rising, don’t just accept or dispute—TRIAGE: defect vs shipping damage vs store handling vs weak proof. Then send a standardized dispute package (invoice link + proof of delivery + condition evidence). #defectivededuction#CPG#deductionmanagement#HRG
Tariffs → promo pressure → more allowance deductions. If you’re not disputing codes like the 50–66 family (which varies by retailer), you may end up paying for the promo twice. Proof stack wins: agreement + execution + math. https://t.co/BoV6HBYmir
#DeductionRecovery
January is “promo proof” season. Trade spend is huge—L.E.K. cites ~14% of revenue for the average CPG company.
Build a Promo Proof Packet now (terms + item list + invoice mapping + execution evidence) to defend trade spend when deductions hit.
#CPG#TradeSpend
Year-end close tip: “Can’t prove it fast” ≠ “valid.”
With $1T+ holiday volume projected, January reconciliation is a pressure test.
Triage deductions into lanes + standardize dispute packages to avoid fatigue write-offs. #Finance#CPG
January returns = January deductions (if you let them). Retailers estimate 15.8% of sales returned in 2025 ($849.9B) and 19.3% of online sales returned.
Triage + fast documentation beats chasing everything. #CPG#Retail#Deductions
Happy New Year from HRG. As year-end closes and 2026 begins, we see the real work—margin pressure, shifting programs, deductions and chargebacks. Wishing you clarity, fewer surprises, and more revenue kept. Here’s to a peaceful, profitable 2026.
#HappyNewYear#Retail
Merry Christmas from HRG. Grateful for the finance, accounts receivable, accounts payable (AP), and operations teams who reconcile deductions, resolve disputes, and protect margin under pressure. Thank you for partnering with us in 2025. Wishing you rest and a strong New Year.
Record Black Friday, record Cyber Week… then Q1 margins vanish.
Why? Price-file mismatches. Weak promo proof. Post-audit “true-ups.”
Trade spend=10–20% of sales, some 30–40%.
Run a Before/During/After checklist to prevent December wins from becoming spring write-offs. #PostAudit
Year-end tip: run a deduction health check before close.
1. Rate by retailer
2. Aging buckets
3. Mix (shortages, pricing, compliance, returns, post-audit)
4. Actionability
5. Readiness for 2026 (owners, SLAs, ERP)
Returns=$890B in 2024; don’t let 2–5% of sales vanish. #YearEnd
AI only knows what has already happened.
When retailers change deduction policies, you still need human experts who can read the new playbook—and then teach the tools what to do next.
New blog → https://t.co/lMNqEYrQV9
#CPG#RetailDeductions#AI#Automation#Finance
Retailers measure your chargebacks, OTIF, and compliance.
Are you benchmarking your own deduction rate before they do?
New HRG blog → simple steps to calculate your true rate and see where recoverable and preventable dollars are hiding.
Read: https://t.co/AaqXpr02JM
#OTIF
That “2% deduction rate” on your dashboard?
It may not include post-audit claims, portal fees, or double-dips. In other words, your deduction report might be lying to you—politely.
New HRG blog on the hidden gaps + a quick checklist to test your data: https://t.co/MEXGM0uwRe
CFOs: your biggest “unapproved budget” might be your deduction line.
New HRG blog → how to treat deductions like a portfolio, build a recovery funnel, and turn recovered dollars into growth fuel.
Read: https://t.co/t4brulNUHc
#CFO#RetailDeductions#CPG#Finance