01 · Challenge
Lost overview
Shopify lets you create unlimited products. Past about a thousand SKUs, every dashboard becomes a wall of numbers and the human-readable view goes away.
How MLmargin fixes it
MLmargin keeps the surface lean. Drill into any SKU to see how it sold and where it's headed — without scrolling through everything else.
02 · Challenge
Demand forecasting that doesn't move with you
Off-the-shelf forecasting tools give every store the same model. Fast-growing storefronts, new launches, and seasonal categories don't behave like the dataset the model was trained on.
How MLmargin fixes it
We fit a model to your data. No one-size-fits-all. The algorithm that runs on your store is picked because it's the one that performs best on your data — not because it's the default.
03 · Challenge
Overstock or undersupply
More SKUs means more stockouts, miscounts, and inventory errors. Each one bites margin: lost sales on the empty side, holding cost and write-downs on the full side.
How MLmargin fixes it
A replenishment recommendation per SKU that weighs the cost of stocking out against the cost of holding too much. Reduce delivery time, improve customer loyalty, and turn inventory faster.