Fair question, and you shouldn't have to take our word for it. Here's what independent industry research says, in short. (The full report with all sources is on our site: The Confidence Gap - How Virtual Try-On and Size Technology Are Reshaping Fashion E-Commerce)
The problem the data describes
Online apparel is returned at 20–40% of orders — versus just ~6% for the same items bought in-store (ICSC). That gap is the price of shoppers not being able to see or size an item before buying.
70% of fashion returns are down to fit or style (McKinsey). Most returned garments have nothing wrong with them — the shopper just couldn't answer "will it suit me?" and "will it fit me?" before paying.
63% of shoppers admit to "bracketing" — ordering multiple sizes and returning the rest (industry surveys). That's what people do when the product page can't answer their size question.
What the evidence says about try-on and size tools
Shoppers who use virtual try-on have been reported to convert at up to 10x the rate of shoppers who don't (DressX data, reported by Forbes — platform-reported, so treat as directional).
Fit and size tools are credited with 10–20% reductions in apparel returns, with AR try-on deployments reporting 30–40% where used (returns-industry data).
Shoppers are asking for it: a 2026 study of 1,000 consumers ranked fit & returns assistance the #2 most-wanted AI shopping feature (Appinio).
Why AI Frame combines both — independently
The hesitation has two halves: Try On on the product photo answers "will it suit me?"; Size Chart next to Size, and Estimate my size (height and weight, no tape measure) answer "will it fit me?". Answer only one and the other keeps causing abandonment and returns. That's why AI Frame puts both on the same product page, independently reachable — most shoppers never start a try-on, so sizing must not live only inside the widget.
Honest limits
Try-on is a realistic preview, not a physical simulation. It works best with clear product photos, or a try-on reference photo (see Product Photo Tips for the Best Try-On Results). Shopper photos are sensitive data: AI Frame does not use them to train AI, and never infers body measurements from the photo (see Is Shopper Data Safe?).
📄 Want the full picture? Read the complete industry report, with all 13 sources: The Confidence Gap - How Virtual Try-On and Size Technology Are Reshaping Fashion E-Commerce
Need a hand? If you're weighing whether try-on fits your store, send us a message — we'll give you an honest answer, including if it's “not yet.”