Illustrative scenario. This is not a documented client case or a reported result.
A creator-led brand knew how many followers watched each video and how quickly a merchandise drop sold.
It did not know what size curve a retailer should buy.
Audience attention is not an inventory plan.
Direct drops can conceal important information. Scarcity may cause customers to accept a second-choice size. Unisex fits may mask who the end user is. Bundles and limited colors can concentrate demand. Returns may be handled informally or excluded from the story.
The buyer needs a wholesale size recommendation by product, fit, and store cluster. She also needs to know whether the brand has meaningful demand beyond the creator's most engaged followers.
The operating team needs to connect the curve to production minimums, safety stock, exchanges, and inventory transfers.
Build the opening curve from several sources:
DTC units and returns by size
Out-of-stock timing by size
Customer location
Product fit and intended silhouette
Wholesale history by store type
Comparable category curves
Try-on or pop-up data
Do not force one curve across tees, outerwear, bottoms, and performance polos. The buyer and wearer may differ by product.
The brand should also preserve the ability to correct. A smaller opening buy with fast read-and-react capability may be safer than a broad commitment based on follower demographics.
Creators can generate demand. Retail still requires the less glamorous work of buying the right units in the right sizes.
Keep size availability beside sales
Calculate the curve from units sold and returned by size, then show when each size was unavailable. A size that sold fewer units while out of stock may be underrepresented. Use the same style, fit and period when comparing cohorts. Retain an explicit downside for slow tail sizes and a correction path for the opening retail mix.
Next step: Build the wholesale size curve from transaction and return behavior, not social audience percentages.
Related guide: Retail Forecasting and Demand.
Have a specific account, buyer meeting, opening order or expansion decision? Use the free Retail Readiness Scorecard or request a Retail Readiness Review.