Case Study
Channel Profitability & Capital Allocation
Channel profitability · cost to serve · trade-adjusted margin analysis
Your biggest account by revenue is probably not your biggest account by profit. A million dollars deployed through retail returned $53,000 more than the same million through distribution.
Revenue is the number everyone reports. Contribution — what’s left after COGS, trade deductions, compliance fines, and the cost to serve — is the number nobody has, because no single system shows the full path from invoice to cash. A channel that looks like the crown jewel at the top line can rank among the worst once you net out what it costs to keep.
The worked example is Cinderhaven Provisions — a synthetic $25M brand with 50 SKUs across 5 product lines and 6 contracted retailers. The data is invented so the methodology can be shown in full. The cost-waterfall model, the channel contribution analysis, and the invoice-to-cash tracing are exactly what a real engagement produces — and the dollar figures are genuine outputs of the pipeline run on that synthetic data, real as computed, not as a client’s past results.
What the analysis finds
Cinderhaven’s channel economics traced through a five-layer cost waterfall — COGS, trade deductions, compliance fines, operational overhead — across all ten channels: six retailers, three distributors, and DTC. Retail channels produced a 50.6% contribution margin after COGS and trade deductions. Distribution came in at 45.3% — a 5.3-point gap. The conventional assumption that distribution is the cheaper route did not survive the cost accounting.
On the revenue lifecycle: for every dollar Cinderhaven invoiced, 86 cents arrived as cash. The other 14 cents disappeared in deductions, processing fees, refunds, and timing delays across six retail partners — and no single system showed the whole path. The leakage rates by retailer ranged from 11.8% to 12.9%, close enough to look uniform and different enough to matter at scale.
See it worked through
Channel profitability
Contribution margins across all ten channels through a five-layer cost waterfall. Informs capital allocation decisions.
channels.lailarallc.com →Where the money comes from
Five-chapter interactive narrative walking a CEO from gross revenue to full channel contribution. Includes the Walmart marginal-contribution curve showing where volume stops earning.
capital.lailarallc.com →Contract to cash
Traces the revenue lifecycle from invoice to bank receipt. Waterfall, retailer comparison, time-to-cash.
cash.lailarallc.com →Retailer scorecard & renegotiation simulator
Animated ranking flip revealing true contribution after six cost layers, with interactive levers to renegotiate terms or model the consequence of walking away.
retailer-scorecard.lailarallc.com →What you get
A complete channel-level P&L and capital-allocation analysis: which channels actually earn after all costs, where the revenue-to-cash leakage concentrates, and whether your capital is flowing to the right shelf. Deliverables your CFO can work from, not a slide deck.
For brands on a continuing engagement, ongoing competitive shelf monitoring — pricing, promo activity, and out-of-stock tracking across your category — feeds back into the channel model so the allocation stays current as the market moves.
Start with a conversation.
Thirty minutes. Tell me about your channel mix and where you’re allocating capital. I’ll tell you whether the ranking holds after trade costs and what a scoped analysis looks like. No deck, no obligation.