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How Allbirds Cut Returns 45 Percent With One Fit Tool

Episode 101 examines how Allbirds slashed online shoe returns by 45 percent in the first year after launching a simple digital fit tool — a two-question size recommender integrated into their checkout flow. Lucas and Luna break down the specific mechanics: how the tool combines foot length and width with internal last geometry data, why the company targeted returns as a profit lever rather than a customer-service problem, and what the financial math looks like when you factor in shipping costs, restocking labor, and the carbon footprint of reverse logistics. They also explore why Allbirds was…

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