Independent reviews & rankings

Commerce & Retail Tech

Virtual try-on, fit technology, B2B quoting and the systems that move goods online.

23 articles · Covering B2B Sales & Quoting · Virtual Try-On & AI Agents · Virtual Try-On & Conversational Commerce · Virtual Try-On & Developer APIs · Virtual Try-On & E-Commerce · Virtual Try-On & Fit Technology · Virtual Try-On & Mobile Commerce

Best Unified Virtual Try-On APIs in 2026

Six gateways that put several virtual try-on models behind one key and one bill, compared on catalog, request format, published pricing and who each one suits.

Arthur R. 11 min read

Best Supplier RFQ Tools for Distributors in 2026

Five tools that help a distributor ask suppliers for prices, chase the replies and use the answers — ranked on the step most RFQ roundups stop short of, which is turning a supplier's cost into a priced customer offer.

Kate B. 11 min read

More from Commerce & Retail Tech

  • ChatGPT Try-On: Best Try-On Tools for Your Store

    OpenAI added a "Try on" button to ChatGPT shopping on October 1, 2026, but merchants cannot embed it, measure it or control it. We compare five try-on tools a brand can actually run on its own store, on category coverage, published pricing and analytics.

    Arthur R. 11 min read

  • Best Virtual Try-On Solutions for Mobile Shopping Apps in 2026

    Six ways to put try-on inside a native iOS or Android shopping app in 2026 — on-device AR SDKs versus cloud-rendered generative APIs — ranked on integration model, category coverage, pricing transparency and what each actually asks of a mobile engineering team.

    Arthur R. 12 min read

  • Remark's Real-Time Virtual Try-On Launch: How the Alternatives Compare in 2026

    Remark launched a real-time virtual try-on tool for luxury fashion brands on August 20, 2026, rendering garments in motion instead of on a static photo. We compare it against WearFits, PointAI, Perfect Corp, Veesual and 3DLOOK on how "real-time" each one actually is, category coverage and published pricing.

    Arthur R. 12 min read

  • Best AR Virtual Try-On Tools for Shoe & Footwear Brands in 2026

    Six AR and 3D virtual try-on platforms for footwear brands, ranked on the things that actually decide whether shoe try-on looks real: foot-tracking stability, occlusion and masking, automatic scale, and how much of the 3D pipeline is automated.

    Arthur R. 13 min read

  • Best Virtual Try-On Tools for AI Chatbots in 2026

    Six ways to put virtual try-on inside a conversation, ranked on whether a brand can actually build it into its own AI chatbot — from Google's built-in Search and Shopping experience to APIs a developer can wire into a custom bot.

    Arthur R. 12 min read

  • Best Virtual Try-On APIs for AI Shopping Agents in 2026

    Six ways to give an AI shopping agent virtual try-on, ranked on whether an agent can call the model directly — via a hosted MCP server or an OpenAI-compatible endpoint — or whether a developer still has to hand-write a custom tool wrapper.

    Arthur R. 11 min read

  • Best Virtual Try-On Solutions for WooCommerce Stores in 2026

    Six virtual try-on plugins and APIs for WooCommerce, ranked on integration type, pricing, model quality, and real generation limits — from free plugins that pass AI costs to your own Google account to multi-model API routers.

    Arthur R. 11 min read

  • Best Quoting Software for Wholesale Distributors in 2026

    Seven quoting tools for wholesale distributors and B2B manufacturers, ranked on inbound RFQ handling, catalog-matching AI, ERP integration and pricing — because most CPQ platforms were built for outbound sales teams, not the email-inquiry workflow distributors live in every day.

    Kate B. 12 min read

  • Best Virtual Try-On Apps for Shopify Stores in 2026

    Six Shopify App Store virtual try-on apps, ranked by category fit, pricing model and real merchant review count — led by WearFits for footwear, the only app that auto-generates 3D shoe models from photos.

    Arthur R. 12 min read

  • Best AI Quoting & B2B Sales-Quote Automation Tools 2026

    Seven AI quoting and CPQ tools, ranked on real-world fit for distributors, SaaS teams and professional services — trial availability, catalog-matching capability, CRM integration and pricing you can actually verify.

    Kate B. 12 min read

  • Best Virtual Try-On APIs for Developers in 2026

    Six virtual try-on APIs for e-commerce developers, ranked on pricing, model quality, multi-model routing, and commercial license terms — updated after Black Forest Labs launched FLUX VTO in May 2026.

    Arthur R. 12 min read

  • Best Virtual Try-On Platforms 2026

    Eight virtual try-on and fit platforms, ranked and compared on technology, product coverage, fit accuracy, AR support and pricing for ecommerce and Shopify stores.

    Arthur R. 14 min read