Glance x True Fit: Bringing Real Fit Intelligence to Agentic Shopping

Glance and True Fit announced a partnership in September 2026 to solve a problem neither company could fully solve alone: showing you how something looks on your body answers one question, but not the one that actually determines whether you buy — will it fit? The timing isn't incidental — as agentic shopping shifts more of the purchase decision into a single AI-driven interaction, unresolved fit uncertainty becomes one of the clearest reasons that interaction fails to convert. The collaboration combines Glance's conversational product discovery and generative virtual try-on with True Fit's Intelligence Layer, built on nearly two decades of real purchase and return data spanning 60 million products and 91,000+ apparel and footwear brands. According to True Fit's own data, over 70% of shoppers already ask AI agents fit-related questions directly — making this the single most common thing agents are already being asked to resolve.

Style Discovery and Sizing Confidence Are Two Different Problems

Finding the right style doesn't guarantee the right size. Knowing your size doesn't mean you've found a style you actually want. Most AI shopping tools solve one side of this or the other — Glance has led on the discovery-and-visualization side, building an AI Twin from a single selfie that lets you see a look on your actual body before buying; True Fit has spent nearly two decades building sizing intelligence grounded in real purchase and return outcomes, not guesswork. Neither side alone fully answers "will this work for me." Together, they're built to.

As True Fit CEO Jessica Murphy put it, announcing the partnership on LinkedIn: "Conversations guide product discovery. Virtual try-ons inform how this looks on me. True Fit helps answer the questions that often determine whether someone actually buys: What size should I choose? How will it fit? Will this actually work for me uniquely?" She described the combination as creating "a path from inspiration and discovery, to visualization, to purchase confidence."

Glance COO Mansi Jain framed the same shift from Glance's side: "Glance can help a shopper discover a product and see it on themselves, while True Fit adds evidence about which size and fit is most likely to work based on real purchase and return behavior. When those signals arrive together, the shopper can act with more confidence and the retailer has a better chance of converting that intent into a sale that stays sold. That is where agentic commerce starts to create measurable value across the purchase journey."

What True Fit’s Intelligence Layer actually brings

This isn't a sizing chart or a generic fit quiz. True Fit's Intelligence Layer is grounded in real purchase and return outcomes, not guesswork:

•  Nearly two decades of purchase and return data

•  Over $500 billion in transaction history

•  Hundreds of millions of shoppers

•  60 million products across 91,000+ apparel and footwear brands

That scale is what makes it possible to answer "will this fit me" with evidence rather than a size chart's best guess, which is exactly the kind of question a search bar or a generic size guide was never built to answer well.

Why Fit Uncertainty Is the Most Common Gap in AI Shopping

According to True Fit's own customer data, more than 70% of shoppers ask AI agents fit-related questions. That's not a marginal use case — it's the dominant one. A shopping agent that can generate a compelling look by reading weather, trends, occasions, and physical features but can't answer whether the size is actually right is solving the easier half of the problem. This partnership is a direct response to that gap, not a speculative bet on where shopping might go.

Rollout Timeline

True Fit’s Intelligence Layer is being incorporated into the Glance shopping experience for the 2026 holiday season. True Fit is also advancing fit-integrated virtual try-on capabilities with Glance directly, with broader availability planned for True Fit’s merchant network in 2027. The announcement came ahead of the RetailClub AI Festival (September 22–24, Huntington Beach, California), where executives from both companies discussed the role of fit intelligence in agentic fashion commerce.

Frequently Asked Questions

What is the Glance and True Fit partnership?

 An integration announced in September 2026 combining Glance’s conversational product discovery and generative virtual try-on with True Fit’s Intelligence Layer — sizing and fit guidance grounded in nearly two decades of real purchase and return data. The goal is to answer both “how does this look on me” and “will this actually fit me” within the same shopping experience.

Why does fit matter this much to AI shopping agents specifically?  Glance's shopping experience is built to resolve the single most common question shoppers ask AI shopping agents: will this actually fit? According to True Fit's own data, over 70% of shoppers ask AI agents fit-related questions directly — pairing Glance's visual discovery with True Fit's real purchase and return data means shoppers get both how something looks and whether the size will actually work, in one experience.

When does this roll out?

True Fit’s Intelligence Layer is being incorporated into Glance’s shopping experience for the 2026 holiday season, with broader fit-integrated virtual try-on availability planned for True Fit’s merchant network in 2027.

How is this different from a standard size chart or size guide?

A size chart is generic and static. Glance's shopping experience is now built on True Fit's Intelligence Layer — grounded in real purchase and return outcomes, over $500 billion in transaction history across 60 million products and 91,000+ brands — meaning it reflects how sizing actually plays out in practice, not a manufacturer's stated measurements alone.