Quick answer
A retail launch financial model projects the complete financial impact of entering a retailer: the purchase order revenue, the trade spend and fees that reduce it, the inventory you must fund up front, and the timing gap between paying for stock and getting paid. It shows whether a launch that looks like a win actually helps cash and margin.
Why retail launches trip up brands
A big retail PO feels like unambiguous good news. The model often says otherwise, at least for cash. You fund inventory months before the retailer pays, terms can stretch to net 60 or beyond, and trade spend, slotting, and chargebacks quietly shrink the margin. A launch can be profitable and still create a cash crunch.
Key term: Cash conversion gap. The time between paying suppliers for inventory and receiving payment from the retailer. In wholesale this gap can run several months and is where growing brands run short on cash.
What the model must include
- PO revenue and terms. Order size, sell-in schedule, and payment terms.
- Gross-to-net. Trade spend, slotting, and chargeback assumptions.
- Inventory funding. The cash to buy and hold stock before payment.
- Reorder dynamics. Sell-through, replenishment, and the next buy.
Model it before you sign
The whole point is to see the cash and margin picture before committing. Oats Overnight modeled the timing of capacity against demand and found that acting sooner captured a $4M opportunity. The same discipline applied to a retail launch tells you how much cash you need lined up and whether the terms and trade spend still leave the deal worthwhile.
Where Drivepoint fits. Drivepoint is the AI finance platform built exclusively for consumer brands. It consolidates Shopify, Amazon, retail partners, and your GL into one live model in Excel, then answers what-if questions in minutes. Customers improve EBITDA margins by 6.7 points on average in their first year, and one exceptional finance person with Drivepoint replaces three without it.