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True Fit Introduces Fit Intelligence Layer for Agentic Commerce

In fashion’s race toward agentic commerce, the industry has quickly discovered that intelligence alone isn’t enough. Reliability and trust — especially around fit and sizing — have emerged as a key constraint. For True Fit, this has become the opportunity. Earlier this year, the company introduced its “Fit Intelligence Layer,” a new architecture designed to power artificial intelligence shopping agents built on real outcomes. True Fit’s proprietary data moat is powered by nearly two decades of enriched shopper profiles, enriched clothing and footwear profiles and purchase and returns data. Now, True Fit is bringing that architecture into production, with deployments live at enterprise retailers including Lands’ End. Why Fit Is Crucial for AI in Fashion Agentic commerce, AI systems that guide, recommend and act on behalf of shoppers, has rapidly moved from concept to priority across retail organizations. But still, fashion presents a difficult challenge. Unlike other categories, the core purchase question isn’t just what to buy, it’s will this fit me, which carries real financial consequences. Returns continue to erode margins across the industry, with fit and sizing consistently cited as the primary driver of purchase hesitation and post-purchase dissatisfaction. Internally, True Fit’s analysis of real shopper interactions with AI systems shows that most fashion-related queries

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