Corlen Blog
Practical guides for fashion retailers and honest takes on where AI is taking online shopping, from the team building Corlen.

Macy's built virtual try-on into Ask Macy's, a shopping assistant powered by Google Gemini that works online and in physical stores. Here is what it covers.
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Weighing an in-house virtual try-on model against an API or app. What building it yourself actually requires, and when that effort is worth it.
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Corlen is now live on the Shopify App Store. Here is exactly what the app does, what the three plans cost, and how installation actually works.
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H&M tested an in-store body-scan avatar with NeXR, then became a launch partner for Google's AI try-on. Here is what each one actually covered.
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Many virtual try-on tools render clothing on an average-height avatar, which misses petite and tall proportions. Here is why that happens and what fixes it.
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ASOS launched a hybrid virtual try-on tool with AIUTA in February 2026: upload your own photo or pick a digital model. Here is what it covers and what it does not.
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Walmart's virtual try-on covers over 270,000 apparel items through Be Your Own Model and Choose My Model. Here is what it actually does and where its scope ends.
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A guide to adding AI virtual try-on to a native iOS or Android app: the API integration flow plus what Apple and Google actually require you to disclose.
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Amazon's virtual try-on works for shoes, eyewear, and select t-shirts, not full clothing. Here is what shoppers and sellers actually get, and what is missing.
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New York now requires a disclosure on ads using AI generated human performers. Here is what the synthetic performer law actually covers for a fashion retailer.
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UK shoppers get a legal 14 day cooling off right on clothing orders. US stores set their own return policy. What the law requires, and how try-on fits in.
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Google closed its standalone Doppl try-on app ten months after launch and folded the tech into Search. What that shutdown teaches any store betting on virtual try-on.
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The UK has no standalone AI disclosure law, but the ASA polices AI generated fashion images under the CAP Code. Here is what a retailer has to do.
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Virtual try-on generation now ranges from 5 to 60 seconds depending on the vendor. Here is why that gap matters to a shopper and how Corlen's speed compares.
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A size chart cannot tell a shopper how much slouch a hoodie is supposed to have. Here is why oversized fit is uniquely hard online and how try-on helps.
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Dresses return more than almost any clothing category because drape, waist fit, and hemline are hard to judge from a flat photo. Here is what helps.
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A practical formula for estimating what virtual try-on could return for your store: conversion lift, fewer returns, and Corlen's own free ROI calculator.
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A shopper's photo is personal data under GDPR. Here is what EU merchants need to know about consent, biometric data rules, and Corlen's own DPA.
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Secondhand fashion is growing fast, but most resale marketplaces will not take a return for fit. Here is why a pre purchase preview matters more here than in new retail.
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Kids outgrow clothes fast, and sizing across brands is wildly inconsistent. Virtual try-on helps parents buy the right size the first time and helps stores cut returns.
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Body measurement tools and virtual try-on both aim to cut fashion returns, but they solve different problems. Here is where each works best and where they fall short.
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Luxury fashion returns are fewer but far more expensive per item. Virtual try-on helps high-end brands protect margins, reduce costly returns, and maintain brand presentation online.
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Virtual try-on apps run on one of two kinds of AI model: a general image model like Nano Banana Pro, or a system built only for clothing. Here is the real difference.
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Maternity sizing varies by brand and by trimester, making online fit guesswork worse than usual. Here is what a fit preview can and cannot answer.
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Suits are the riskiest clothing category to buy online. One fixed event date, zero room for error. See how virtual try-on cuts formalwear returns before checkout.
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Outerwear carries some of the highest fit related return rates in apparel. Here is why bulk, layering and structure make it hard to size from a photo alone.
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Activewear returns run near the top of apparel, driven by compression fit that a size chart cannot show. Here is why a fit preview matters here.
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US copyright law requires a human author. Here is what that means for the AI virtual try-on images on your product pages, and how to protect them.
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California's SB 942 and FTC rules now cover AI generated images in the US. Here is what a fashion retailer using virtual try-on actually has to disclose.
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Corlen vs Photta compared on fit accuracy, catalog tools, category scope, privacy, and pricing, for merchants deciding which virtual try-on tool to install.
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AI fashion models and virtual try-on both use generative AI, but they solve opposite problems. Here is what separates a synthetic model from your own photo.
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Zara generates outfit previews with AI. Zalando predicts fit from body scans. Both went live in 2026. What smaller stores can learn (and skip building).
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A size 30 in one brand fits like a 28 in another. Jeans have the worst sizing inconsistency online. Here is how virtual try-on tackles denim's return problem.
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Black Friday and Cyber Monday orders come back at a higher rate than the rest of the year. Here is why, and what a fashion store can do about it before the sale starts.
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AI agents are starting to shop for clothing on a person's behalf. Here is what True Fit, Bold Metrics, and the Agentic Commerce Protocol are building, and why fit data still needs virtual try-on.
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The EU AI Act now requires disclosure on AI generated images, including virtual try on results. Here is what changed and what it means for your store.
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Wedding dresses are often final sale and bridal sizing runs differently than everyday clothing. Here is why a fit preview matters more for bridal shoppers.
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Swimwear returns run higher than most apparel, and many are final sale once worn. Here is why a fit preview matters more for swimwear than elsewhere.
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AI virtual try-on and AR filters solve different problems. Here is how each actually works, and why clothing needs a different approach than a face filter.
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Plus size shoppers get the same generic fit preview from most virtual try-on tools. Here is what actually changes when a system renders your real body size.
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Does product video actually cut fashion return rates? Here is what the data shows, why motion beats static photos for fit, and how try-on video fits in.
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A step by step guide to adding an AI virtual try-on button to WooCommerce product pages, what to check first, and how it is different from Shopify.
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TikTok and Instagram added try-on to shoppable video in 2026. But relying on a platform you do not control is risky. Here is why brands still need their own.
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Not every virtual try-on tool handles your photo the same way. Check these 5 things (biometric data, storage time, sharing) before uploading to any store.
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Most returned clothing never gets resold. Here is what the data says about the waste and emissions behind fashion returns, and what actually prevents one.
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AI outfit generators suggest clothing combinations. How they work, how they differ from virtual try-on, and why that difference matters before you buy.
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AI personal stylist apps recommend outfits from a photo or your wardrobe. How they work, what they get right, and the one thing they cannot show you.
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A size chart can't tell you if a shirt will fit your actual body. Here is why that question is so hard to answer online, and what actually answers it.
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You can try on clothes online for free today, no app download needed. Here are 4 tools that work, what they are good at, and where the free tier runs out.
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AI virtual try-on is real and works today. Upload one photo, pick any garment, and get a realistic preview in seconds. Here is exactly how to try it free.
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Wardrobing costs UK and US fashion retailers billions a year. Here is what it actually is, how it differs from a genuine fit return, and what helps.
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Poor fit is the top reason clothing gets returned online. Here is how to measure yourself, read a brand's size chart correctly, and check fit before you buy.
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A merchant's guide to photographing garments for virtual try-on: the background, lighting, angle, and front and back shots that produce realistic AI results.
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Add an AI try-on button to your Shopify product pages in minutes. No theme edits, no custom code. A step by step walkthrough with what to check before launch.
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Fashion has one of the highest cart abandonment rates in retail, and size and fit uncertainty is a leading cause. Here is what actually reduces it.
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How to integrate a virtual try-on API into your app. Covers the request/response flow, garment categories, error handling, and what to evaluate across providers.
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Accuracy depends on 3 things: your photo quality, the garment image, and whether the tool adjusts for body size. Here is what to look for and what to avoid.
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A tablet, a camera, and one app. Here is what a virtual try-on kiosk actually needs, what it costs to run, and how customer photos stay private in store.
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Online clothing returns hit 20 to 40%. That is double the ecommerce average. See the sourced data on what returns cost fashion retailers and what drives them.
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Virtual try-on apps charge $20 to $300/month depending on volume. Here is a real price breakdown across providers, with per-render costs and hidden fees exposed.
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Google and Perplexity now let shoppers try on clothes inside AI search. Here is what that means for a fashion store, and why owning try-on still matters.
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Corlen vs Genlook vs Antla, compared fairly on fit accuracy, privacy handling, pricing, and reach beyond the Shopify store, for merchants deciding between them.
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From personalized product images to virtual try-on, AI is reshaping how people shop for clothes online. Here is what is actually changing, and why.
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Comparing the top virtual try-on apps for Shopify stores. Speed, accuracy, pricing, privacy, and platform support side by side so you pick the right one.
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Fashion returns eat 20 to 40% of online orders. Here are 7 practical ways to cut them, from better size guides to virtual try-on, ranked by real impact.
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Upload a photo, pick a garment, see yourself wearing it. Here is exactly what happens inside AI virtual try-on, step by step, and how accurate the results are.
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