ChicWish x Prime AI – How AI Size Recommendations Transformed Returns & Sales

ChicWish, a fashion retailer renowned for its vintage-inspired women’s clothing, faced a common challenge in online retail – high return rates due to sizing issues. Like many e-commerce brands, ChicWish struggled with size-related returns, bracketing (ordering multiple sizes and returning those that didn’t fit), and conversion rates (CVR). Additionally, the brand sought deeper insights into customer demand to optimise inventory, reduce stockouts, and improve marketing efficiency.

ChicWish AI size recommendations tool helping customers find the perfect fit for dresses, skirts, and knitwear.

To tackle these challenges, ChicWish partnered with Prime AI to implement its advanced Clothing Size Finder, a custom-built AI-powered tool that provides precise size recommendations in real time. This solution successfully reduced return rates, minimised bracketing, increased conversion rates, and improved inventory planning, all while enhancing the customer shopping experience and supporting sustainability goals.

The Challenge

Shopping for vintage-inspired fashion online presents unique sizing challenges, particularly for categories like dresses, skirts, and knitwear, where fit precision is crucial. Before implementing Prime AI’s solution, ChicWish encountered several key issues:

ChicWish needed a comprehensive solution that would reduce returns, improve fit confidence, increase conversions, and provide actionable insights into customer demand, without disrupting the shopping experience.

The Solution: Prime AI’s Custom-Built Clothing Size Finder

By integrating Prime AI size recommendation technology, ChicWish provided customers with accurate, real-time size guidance that continuously learns from sales, refunds, and other data sources. The intelligent system:

This seamless integration transformed ChicWish’s e-commerce strategy, improving fit accuracy, driving revenue growth, and making inventory management more data-driven.

Reduced Returns Across Key Categories - 39% Average

Customers who followed Prime AI size recommendations returned items significantly less often compared to those who did not use the tool:

Womens Dresses
0 %
Womens Tops
0 %
Women’s Outerwear
0 %
Womens Skirts
0 %
Womens Knitwear
0 %

Increased Conversion & Revenue Growth

10x higher conversion rate among customers who used size recommendations.

Higher ROAS from marketing campaigns, as product recommendations aligned better with the right target audiences.

Improved inventory planning, reducing missed sales opportunities due to stockouts.

Increase AOV
0 %
Uplift Incremental Revenue
0 %

Reduction in Bracketing Behaviour

-20% fewer bracketing orders, meaning fewer customers ordered multiple sizes unnecessarily.

Less Bracketing
0 %

AI Size Recommendations Equals E-Commerce Success

ChicWish’s partnership with Prime AI highlights the power of AI size recommendations in reducing returns, increasing revenue, optimising inventory, improving marketing efficiency, and enhancing customer satisfaction. By providing accurate size guidance and actionable sales insights, the brand has improved operational efficiency and profitability while making the shopping experience seamless for customers.

Want to Reduce Returns & Increase Revenue?

Book a Demo Today! Discover how Prime AI size recommendation technology can transform your e-commerce business. With accurate size predictions, reduced bracketing, and increased conversions, your brand can improve profitability while offering a seamless shopping experience. Don’t let sizing uncertainty hold back your sales – start optimising today!

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