VirtuFit
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Build try-on on top of our engine

VirtuFit is one connected platform. Three products form the core offering—the API, the MCP server, and the storefront connectors—and five additional services extend the same engine for teams that need more.

Core services

The three products everything else builds on

Virtual Try-On API

A single REST endpoint that accepts one garment image and one shopper photo and returns a photorealistic on-body preview. Requests run as tracked jobs with signed webhook callbacks, and every call is metered in credits.

  • A developer can integrate believable try-on in a day, with no model training and no GPU infrastructure to operate.
  • Garment types upper, lower, and full_set share one contract.
  • Async job IDs, signed webhooks, and idempotent requests built for real traffic.

MCP Integration Server

A native Model Context Protocol server that exposes try-on, garment validation, and size guidance as versioned, discoverable tools for any MCP-compatible client or agent platform.

  • Teams building AI agents add try-on as a tool call instead of maintaining custom integration code.
  • Framework-agnostic across agent platforms, copilots, and automation builders.
  • Versioned tool definitions keep agent integrations stable across model upgrades.

Storefront Connectors (Shopify & WooCommerce)

First-party installs that map an existing product catalog to try-on requests, render inside a theme-aware white-label widget, and feed try-on events into storefront conversion analytics.

  • A merchant switches try-on on across an entire catalog without touching theme code.
  • The fitting room inherits store colors, typography, and language.
  • Try-on events flow into add-to-cart and order attribution from the same install.
Additional services

Extend the same engine further

Available alongside any plan, and consistent with the same request contract, credit accounting, and privacy rules.

Size & Fit Recommendation API

Combines a shopper's stated height, weight, and body shape with garment measurements to return a recommended size and a confidence level mapped to the merchant's own size chart.

  • Reduces size-driven returns inside the same flow as the preview.

Batch Catalog Rendering

A bulk job interface that processes entire product collections asynchronously to generate consistent on-model imagery ready for product detail pages and campaigns.

  • Produces catalog-wide visuals from existing flat-lay or packshot photos.

White-Label Widget SDK

A drop-in JavaScript SDK for teams that want a ready interface with full visual control, including theming tokens, event hooks, and result callbacks.

  • Ships a production try-on experience while keeping complete brand ownership.

Try-On Analytics & Attribution

Event tracking that connects a try-on to add-to-cart and completed orders, exposed through a dashboard and a queryable event stream.

  • Turns a visual feature into a measurable line item with revenue attribution.

Developer Onboarding & Support

Guided onboarding that covers sandbox keys, request schemas, error handling, and webhook verification, backed by tiered support and a responsive engineering channel.

  • Removes integration uncertainty so teams reach a first successful render quickly.

Branded Modeling Presets

Reusable model and scene presets tuned to a single brand, so every render across a catalog carries the same lighting, tone, and styling.

  • Keeps a full collection visually consistent without a photoshoot.
Who we serve

Five teams that put VirtuFit to work

Each group hits a different wall when adopting try-on. Here is the wall, and what changes once the engine is ours to run.

Industry 01

Shopify Apparel & Footwear Brands

Brands selling tops, bottoms, dresses, denim, outerwear, and footwear directly on Shopify.

  • Shoppers abandon carts because they cannot picture a garment on their own body.
  • Returns are driven by fit and expectation mismatch, not product defects.
  • Existing add-ons are closed widgets that fight the store's own theme.
Industry 02

WooCommerce & Self-Hosted Stores

Merchants running fashion catalogs on WooCommerce or their own stack who need try-on without rebuilding their platform.

  • Most try-on tools ignore self-hosted and multi-store setups.
  • New vendors mean another dashboard, contract, and billing relationship.
  • Limited engineering time rules out any option requiring model hosting.
Industry 03

Virtual Try-On SaaS Builders

Developers building their own try-on products, add-ons, or vertical SaaS on top of a rendering engine.

  • Running the rendering pipeline distracts from the product they want to sell.
  • Fragmented endpoints make multi-garment handling unpredictable.
  • GPU cost and uptime become their problem the moment they find traction.
Industry 04

Fashion Marketplaces & Multi-Brand Retailers

Platforms hosting many brands or sellers that need consistent try-on across heterogeneous catalogs.

  • Image quality and format vary wildly across sellers.
  • Per-category handling is rarely supported by a single tool.
  • Attribution across many sellers needs a unified event stream.
Industry 05

Emerging D2C Fashion Startups

Early-stage brands that need a premium, conversion-focused shopping experience without enterprise budgets.

  • Enterprise contracts and per-product 3D modeling are out of reach at launch.
  • Limited technical staff means integration must be genuinely turnkey.
  • Every visual feature must justify itself with measurable conversion impact.

Not sure which service you need?

Tell us what you sell and where you sell it. We will map the shortest path to a live render on your own catalog.

Talk to us

Every plan includes the full engine

The API, the MCP server, sandbox keys, and credit metering come standard. Pick a plan by render volume, not by feature gates.

Choose your plan Read the API docs