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The Sizing Crisis: How AI Is Saving the Fashion Industry from Billions in Wasted Returns

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  • The Sizing Crisis: How AI Is Saving the Fashion Industry from Billions in Wasted Returns
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The Sizing Crisis: How AI Is Saving the Fashion Industry from Billions in Wasted Returns

  • September 25, 2026
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The sizing crisis is the biggest silent drain on fashion eCommerce today. A garment arrives, it doesn’t fit, and it travels back to the warehouse carrying the cost of shipping, sorting and repackaging, and sometimes it ends up in landfill. In a special report published on 22 September 2026, the fashion technology publication The Interline brought the issue back into focus with figures that are hard to ignore.

The Sizing Crisis in Numbers

Returns in US retail alone were worth around $890 billion in 2024, and poor fit is the leading reason clothing is sent back. Return rates for fashion sold online range from 10% to 50%, depending on the category and the brand.

Citing retail analytics firm Style Arcade, the report points to a deeper problem: sizing data itself is distorted. A shopper who orders the same item in two sizes and returns one skews sales and stock figures, so brands make production and grading decisions based on inaccurate data, and the problem repeats the following season.

From a Product-Page Widget to “Fit Intelligence”

The report argues that the answer will not be a single magic tool, but a system that connects body data, customer preferences and production decisions. It singles out the German company SAIZ as having done the best job of this so far, with a platform it calls “Fit Intelligence”. It works on three layers:

  • The data layer: brings product, customer, order and returns information into a single source of truth.
  • The analysis layer: reveals which products cause fit problems, why, and what they cost the brand.
  • The activation layer: reaches the shopper directly through garment-specific size recommendations, dynamic size charts, and KAIA, an AI-powered conversational fit assistant.

Zalando: A Third of Returns Come Down to Size

Zalando, Europe’s largest online fashion platform, says around a third of its returns are related to size. To tackle this it developed “Size Flags”, which tell shoppers when an item runs small or large, and says they reduced size-related returns by around 10%. Since July 2023, the platform has also offered size recommendations based on just two photos taken on the shopper’s phone.

The sizing crisis: AI size recommendation on a smartphone

True Fit: Measurable Results

True Fit publishes results from its brand partnerships. With British retailer M&Co, returns fell by 9.8%, conversion rose by 1.5% and average order value increased by 27%. With sportswear brand Asics, conversion rose by 150% and “size bracketing”, ordering the same item in more than one size, fell by 50%. These are figures reported by the company itself, but they show how much can be gained when fit is solved before the purchase rather than after it.

What Can Future Designers Learn from the Sizing Crisis?

  • Accurate pattern making is the first line of defence: every error in grading or in a size chart eventually becomes a return. Anyone who masters international sizing and grading has a skill the market badly needs.
  • Data is now part of design: smart brands feed returns data back to the design team to adjust the block, and designers who understand that data make better decisions.
  • Technology does not replace expertise: fit is both scientific and personal, and AI needs correct inputs from a pattern maker who understands the body and the fabric.

Conclusion

The sizing crisis is not just a product-page problem; it is a data and pattern-making problem at the same time. AI now offers real tools to cut waste, but their success starts with a well-considered block and accurate sizing. At Anna Stella Academy, we teach foundation pattern making, international sizing and grading to build that foundation from the very start.

Hanan Abo Hawas

About the author

Hanan Abo Hawas

Fashion designer and pattern maker with over 30 years of experience. Founder of Anna Stella Academy (annastella-academy.com), Anna Stella London, and the Arab Fashion Forum. Graduate of Istituto Burgo, Milan, with two years’ experience at Ferrari Fashion, Italy. Hanan developed the academy’s own teaching method, which builds on the designer’s psychology to shape creative, confident designers ready for the international stage.

“Inside every person is a creator — blessed is the one who brings them out.”

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Hanan Abo Hawas

Hanan Abo Hawas is a fashion designer and pattern maker with more than thirty years of experience. She studied fashion in Italy, earning a diploma in fashion design and pattern design in Milan. She is the founder of Anna Stella Academy in Manchester and the Anna Stella London brand. She researches every aspect of fashion — colour, aesthetic proportions and the golden ratio, silhouettes and cuts, style, pattern making, design inspiration, fashion trends and artificial intelligence in fashion — and is also a content creator. She developed the academy's own curriculum, which draws on the designer's psychology in teaching every aspect of fashion, together with a core plan for building, refining and preparing designers for the international stage.

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