Where Deductions Come From Depends Entirely on Where You Sell
Split into its two operative categories, deduction exposure inverts almost completely between Target and Amazon. A single blended rate hides which problem a supplier actually has.
As CPG shipment and promotional volume recover in 2026, deduction exposure is climbing with it, and that exposure looks very different depending on where a supplier sells.
Five things to know this quarter
For mid-market suppliers ($100M to $500M in revenue), Trade deductions run from 1.35% of invoiced dollars at Amazon to 10.68% at Target, while Supply Chain deductions run from 0.78% at Target to 7.67% at Amazon.†
Conagra cut its dividend and took a roughly $2B impairment in July 2026 after tariff and input-cost squeeze. Procter & Gamble posted its sixth consecutive quarter of core gross-margin decline.1
A field experiment at a UK grocery chain found inventory audits drove an 11% store-wide sales lift, concentrated almost entirely in SKUs where the system was overstating inventory.2
Gartner projects 90% of finance functions will have deployed at least one AI-enabled solution by the end of 2026,3 and that more than 40% of agentic AI projects will be abandoned by 2027.7
Suppliers who also sell direct-to-consumer or through a private-label relationship absorb deduction and trade-term pressure from both sides of the table, a dynamic the market has not yet named or quantified.
The deduction rate benchmark: Supply Chain vs. Trade
Deduction activity splits into two buckets finance leaders actually manage against. Supply Chain covers quantity-driven deductions, including shortage claims and, at Amazon, disaster-recovery and missed-adjustment claims. Trade covers post-audit and returns activity, the deductions that surface well after the shipment is closed. The split reframes a single blended deduction rate into two numbers with very different root causes and very different fixes.
The pattern is close to a full inversion between Target and Amazon, with Walmart landing in between.† For a mid-market supplier selling into each retailer:
Target deduction exposure is overwhelmingly a Trade problem. Post-audit and chargeback activity runs as high as 15.32% of invoiced dollars for its largest suppliers, dwarfing its quantity-driven deductions, which hold below 2% across every revenue tier. Amazon runs almost the opposite profile: Supply Chain deductions run 6% to 8% of invoiced dollars across every tier, while Trade deductions constitute less than 1.5%. Amazon's total deduction rate also includes a much larger contractual trade-funding category, Coop/Marketing, that is not part of either Trade or Supply Chain bucket. Walmart sits in the middle on both counts, with Trade running modestly higher than Supply Chain at every tier.
The practical read for finance leaders is that a blended benchmark would have hidden the divergence. A Target-heavy supplier needs to invest in audit defensibility and post-audit response. An Amazon-heavy supplier needs to invest in shipment and inventory-quantity accuracy. The two problems do not share a playbook.
Year-over-year and quarter-over-quarter trend views will be added to this section once prior-year benchmark data is finalized. Both are in progress.
Recovery automation: a related but distinct number
A separate number worth reporting alongside the benchmark measures recovery efficiency rather than deduction exposure. Across tracked Amazon, Target and Walmart engagements in the first half of 2026, the share of already-taken deductions resolved through an automated dispute-resolution process rose from 22% in Q1 to 60% in Q2, nearly a threefold jump in a single quarter.4
Both figures are published here as the first edition of a recurring quarterly benchmark, with their present limits stated plainly. The deduction rate benchmark reflects each retailer's most recent full-history or trailing-12-month window rather than a period-over-period trend, and automated-versus-manual recovery has only been consistently instrumented since the start of 2026. Both will deepen into real trend lines with each edition.
Industry backdrop: margin pressure is showing up in the numbers
The broader market tells a consistent story. In July, Conagra Brands reduced its forecasted annual profit below analyst estimates and cut its dividend in half, taking a roughly $2B impairment after beef, cooking-oil, and packaging-tariff costs squeezed margins.1 Procter & Gamble reported its sixth consecutive quarter of core gross-margin decline in its Q3 2026 results, driven by unfavorable mix and tariff costs even as volume returned to growth.1 Neither company attributed their results specifically to deductions, but both are evidence that CPG manufacturers are absorbing cost and margin shocks faster than pricing and productivity levers can offset them. Trade and Supply Chain deductions are expenses impacting that same margin pool.
On the compliance side, a June 2025 Capgemini and Snowflake analysis found OTIF (on-time, in-full) penalties running 1% to 3% of invoice value, with a beverage manufacturer in the study losing $3.8M annually before intervention.5
On the technology side, Gartner projects that 90% of finance functions will have deployed at least one AI-enabled solution by the end of 2026, and that task-specific AI agents will sit inside 40% of enterprise applications by year-end, up from under 5% in 2025.3 McKinsey's 2025 research on finance-function AI adoption found 62% of enterprises now experimenting with agentic AI and 23% actively scaling it, with zero-touch order-to-cash workflows cutting manual workload 30% to 50% where deployed.6
Gartner also offers a caution worth noting: more than 40% of agentic AI projects are expected to be abandoned by 2027, typically because the underlying data and process discipline were not in place before the AI was layered on top.7 That ordering matters more than the technology choice. The jump from 22% to 60% in automated data recovery (highlighted above) followed the point at which the underlying deduction data was clean enough to act on, not the point at which automation was introduced.
The throughline for finance leaders: deduction growth is now a byproduct of demand recovery and margin compression happening everywhere else in the P&L, not a one-off compliance problem. That reframes it from an operations headache into a gross margin protection issue belonging on the CFO's dashboard rather than buried in AR.
New research: the sales hiding inside a bad inventory record
A peer-reviewed study has given the audit-versus-automation debate its best evidence yet, from a rigorous source: a field experiment with a major UK grocery chain, published in the Journal of Business Logistics.2 The researchers examined roughly 24,000 products across 11 stores to understand inventory record inaccuracy, the gap between what a retailer's system says is on the shelf and what is actually there, then ran a controlled test of what happens when a store corrects that gap through a full audit.
Two findings stand out for anyone managing deductions and trade terms. First, the drivers of inaccuracy are exactly the categories that also drive deduction disputes. High-inventory, frequently replenished, and perishable items were the most error-prone, with each extra handling step creating another chance for the record to drift from reality. Second, and counterintuitively, promoted items had lower inaccuracy than regular-price items, not because promotions are easier to track but because promotions trigger more frequent stock checks and closer oversight. Accuracy follows wherever operational attention is already concentrated.
In those SKUs the shelf was empty but the software still believed stock was available, so nothing triggered a reorder. Correcting the record surfaced a category of hidden stockouts the retailer's own technology concealed. Perishables, consistent with their higher baseline error rate, saw almost three times the sales benefit of non-perishables once corrected.
The practical implication is that audits are not a uniform, check-the-box exercise. The return varies enormously depending on where an audit is targeted, and weighting audit frequency toward high-turnover perishables and frequently replenished, non-promoted SKUs will find far more recoverable value than auditing everything equally. It is also a reminder that inventory record inaccuracy, including phantom stock, shortage disputes, and case-pack mismatches, is a large share of what shows up downstream as a deduction. Getting the audit right upstream is preventive. Recovering the deduction after the fact is remedial.
The dual-role squeeze: when your customer is also your competitor
A less-discussed trend worth flagging: more manufacturers now operate on both sides of the manufacturer-retailer relationship, and it is changing their deduction exposure in ways the market has not fully priced in.
The clearest examples run through private label. Costco's Kirkland Signature line is largely co-manufactured by the same branded suppliers who also negotiate trade terms with Costco as branded vendors.8 Kroger's FY2025 10-K discloses 33 company-owned food-production plants generating roughly 31% of its $32B-plus Our Brands portfolio in-house, making Kroger simultaneously a retailer collecting deductions from CPG vendors and a manufacturer competing against those same vendors on shelf.9 The tension has already reached court. J.M. Smucker sued Trader Joe's in 2025 over private-label sandwiches it alleged copied Uncrustables, and Mondelez sued Aldi over packaging it argued mimicked Oreo and Chips Ahoy.10
On the direct-to-consumer side, Levi Strauss now operates over 1,200 company-owned stores and roughly 510 shop-in-shops alongside its traditional wholesale business, and PepsiCo and Nestle both run direct-to-consumer storefronts even as they remain dependent on retailer shelf space.11
Two independent surveys explain why this is accelerating. PwC's 2025 CPG Executive Survey found companies expect self-owned DTC to grow from roughly 10% to 15% of revenue by 2030, explicitly framing DTC expansion as necessary to safeguard margins against retail-channel economics.12 Deloitte's 2026 Global Consumer Products Industry Outlook found 79% of executives expect negotiating power to shift further toward retailers over the next two to three years, driven by private-label growth, retailer scale, and retailer advantages in consumer data.13 Taken together: manufacturers are pushing into DTC and owned retail partly to protect margin from retailers who are simultaneously gaining leverage over them, a squeeze from both directions.
We were not able to find an analyst report or trade-press piece connecting this dynamic directly to deduction or chargeback exposure, which suggests it is a genuine gap in the market's thinking. Quantifying it is on the agenda for a future edition.
What this means for finance leaders
Deduction volume should be modeled as a recurring cost that scales with revenue recovery, not a fixed compliance line item. Budget and forecast it accordingly.
Before evaluating any AI-driven deduction tool, confirm that debit memo detail, proof of delivery, and promotional documentation can survive both an automated process and a retailer audit. The inventory-audit research points to the same ordering.
If your company sells through more than one channel, wholesale plus DTC or wholesale plus a private-label relationship, treat each as a distinct EBITDA leakage risk category worth its own review.
Around the industry
Worth a look this quarter:
How this report was built
† This report draws on STAT Recovery Services' own aggregated, anonymized client data, alongside named independent industry research, peer-reviewed academic research, SEC filings, and current trade press. No individual client, deal, or dollar figure is disclosed. All third-party figures reflect the most recent publicly available data as of August 2026. STAT proprietary revenue protection benchmarks: Walmart (trailing 12 months, June 2025 to May 2026), Target (full history, Dec 2024 to Jul 2026), Amazon (full history, 2022 to Jul 2026 YTD), aggregated and anonymized across tracked CPG suppliers. Deduction categories classified from retailer-provided reason codes. Our data and analysis is not independently audited by a third party.
- Reuters, "Conagra Brands forecasts annual profit below estimates," July 15, 2026; CNBC, "Procter & Gamble (PG) Q3 2026 earnings," Apr. 24, 2026.
- Rekik, Y., Oliva, R., Syntetos, A. A., & Glock, C. H. (2026). "Inventory Record Inaccuracy in Grocery Retailing: Impact of Promotions and Product Perishability, and Targeted Effect of Audits," Journal of Business Logistics, 47, e70079; summarized in Miranda, J., "The Sales You're Losing to an Inventory Record," Supply Chain Now, July 16, 2026.
- Gartner, "Gartner Predicts 90% of Finance Functions Will Deploy at Least One AI-Enabled Tech Solution by 2026," Sept. 12, 2024; Gartner, "Gartner Predicts 40% of Enterprise Apps Will Feature Task-Specific AI Agents by 2026," Aug. 26, 2025.
- STAT Recovery Index, H1 2026. STAT internal client data aggregated across Walmart, Amazon, and Target engagements; n=74 tracked deals, Q1 to Q2 2026. Reflects STAT's automated dispute-resolution process, built on detection and matching logic developed in-house, not third-party or generic claim-automation software. Proprietary; not independently audited by a third party.
- Capgemini & Snowflake, "From Deductions to Prevention," June 2025.
- McKinsey, "How Finance Teams Are Putting AI to Work Today," 2025.
- Gartner, "Gartner Survey Shows Finance AI Adoption Remains Steady in 2025," Nov. 18, 2025.
- CNN Business, "The hidden makers of Costco's Kirkland Signature and Trader Joe's O's," Aug. 6, 2022; Costco Wholesale Basic Supplier Agreement, SEC EDGAR.
- Kroger Co., Form 10-K, FY2025, SEC EDGAR.
- Food Dive, "Food giants may lean more on lawsuits as private label encroaches on their turf."
- Chain Store Age, "Levi's Q3 profit tops estimates as DTC drives sales"; Modern Retail, "Levi Strauss posts record Q4 DTC sales in the U.S."; RetailWire, "PepsiCo launches direct-to-consumer sites for its brands."
- PwC, "The State of Consumer Packaged Goods: Why It's Time to Self-Disrupt," Aug. 13, 2025.
- Deloitte, "2026 Global Consumer Products Industry Outlook," Jan. 8, 2026.