Case Study

Trade Spend & Deduction Recovery

Your brand budgets 17% for trade. The actual all-in cost is closer to 22%. The gap is a million dollars a year — and nobody is tracking where it goes.


Trade spend is the cost of shelf access: slotting fees, scan allowances, promo accruals, volume discounts. Every retailer negotiates a different rate, and every rate is a structural cost the brand agreed to. That part is visible.

What isn’t visible is the operational waste layered on top — deductions taken beyond the rate card with no clear basis, short-ship charges, spoilage claims, compliance fines. A $25M brand running six retailers typically budgets 17% for trade. The actual all-in cost runs closer to 22%. The 4-point gap is roughly $1 million a year in cost that nobody budgeted, nobody approved, and nobody is systematically disputing.


What the diagnostic finds

The Cinderhaven trade-spend diagnostic joined three data sources most brands already have but have never connected: promotional agreements, deduction/remittance data, and POS/shipment data. The headline: $24.6M in revenue, $4.31M in structural trade (17.5%), $1.03M in operational waste (4.2%), and a 21.7% all-in trade rate. The retailer the brand treated as its best account was one of its worst after trade spend.

On the deduction side specifically: a $1.65M unresolved backlog where the baseline recovery rate sat at 16.5%. Toggling on five operational fixes — visibility, dispute process, evidence retention, records access, and dispute-window discipline — moved recoverable share to 65%. The forward-looking exposure: $861K still on the table.


See it worked through

Three tools, three angles on the same problem:

Deduction recovery

Traces 15,900 deductions through five compounding operational failures. Ten connected views: Sankey flow, recovery simulation, causation trace, dispute builder, retailer scorecards.

deductions.lailarallc.com →

Trade spend leakage

Forensic analysis detecting double-funded promotions, phantom promos, rate discrepancies. Reranks retailers by net revenue after all trade costs.

trade-spend.lailarallc.com →

Trade spend diagnostic

7-tab Excel workbook: trailing-52-week dataset, executive memo, defensibility log, and 25 diagnostic SQL queries.


What you get

A scoped diagnostic of your trade spend and deduction exposure: where the waste is, which deductions are disputable, what’s recoverable, and a prioritized action plan your team owns. Fixed fee, defined timeline, deliverables that stand on their own.

Start with a conversation.

Thirty minutes. Tell me about your trade spend and deduction exposure. I’ll tell you where the waste is concentrated and what a scoped diagnostic looks like. No deck, no obligation.