Predict returns at checkout, fix them before dispatch.
A return probability for every order with the reason behind it, so you can surface size-fit issues and cut return cost before the parcel ships.
Returns are a margin leak you only see after the fact. By the time the parcel comes back, you've paid shipping twice and lost the sale. Most stores have no signal at the point of purchase.
Shopify orders, products, sizes, and historical returns.
It scores each order's return probability and names the drivers, like size variance or category.
A flag at checkout with the reason, so you can intervene before dispatch.
score the order
Each order gets a return probability with its drivers at checkout.
surface the cause
Size-fit variance, category, and customer history are separated out.
intervene early
Prompt a size guide, hold for review, or adjust before the parcel ships.