Nobody talks about returns until they eat the margin. Then everyone talks about nothing else. So: does augmented reality reduce ecommerce returns? Several brands say yes, and the mechanism is believable. - AR sets better expectations. A shopper who has seen the chair in their room is less likely to be surprised at unboxing. - The effect is strongest where returns come from expectation mismatch: wrong size, wrong color, wrong fit in the space. - AR cannot fix a bad product. No honest case study claims it does. - Demand methodology: the right comparison is return rates for AR users versus non-users on comparable products. - Return reduction might be the underrated half of AR's ROI. Conversion lifts get headlines, but returns hit revenue and cost at the same time. - Dig through the augmented reality retail case studies and the return story is usually a quiet footnote to the conversion story. ModelSnap produces the 3D model and AR preview file, $4.99 per HD model.