Increase conversion with a beautiful, lightweight AI try‑on.

Fitting Realm lets shoppers upload a photo and instantly see how an item could look on them. Designed for ecommerce teams: clean UI, fast load, and easy embed.

Works with: Shopify Headless Custom builds
E‑commerce apparel snapshot
2025
$1.84T
Projected global apparel market (2025)
~48%
Share of fashion retail transactions online
3–5B
Monthly visits to online fashion sites (global)
High
Competition for attention + trust
Source: The Business Research Company (2024), Fashion e‑commerce global market report.

Built for modern retail

Fast embed

Drop‑in widget or API-first integration. Keep your existing PDP layout and brand styling.

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Flexible assets

Works with standard product imagery. Optional garment prep guidance for best results.

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Privacy-conscious

Clear retention controls and secure storage patterns to support your compliance requirements.

E-commerce fashion product page with try-on style imagery

How it works

A frictionless try-on flow that feels native to your store — and gives shoppers the confidence to convert.

Shopper journey

Designed to be one-time upload per session — fast for shoppers, clean for conversion.

  1. Consumer browses listings as normal
  2. Clicks a “Try-On” button on a product
  3. Uploads a photo (one-time per session)
  4. Instantly sees the garment on their own body
  5. Proceeds to purchase with confidence

Photo 1 placeholder
Fitting Realm preserves
Pose alignment
Facial features & expression
Body proportion
The model estimates pose and segmentation — it doesn’t alter or beautify the user. What shoppers see is grounded in their real body and stance.
Photo 7 placeholder

What’s happening technically

Fitting Realm is designed to be faithful to the shopper — it doesn’t “enhance” the person. Instead, it builds a structured understanding of the scene, then applies the garment in a controlled way.

  • Preprocessing: normalizes the user photo and garment input for consistent inference.
  • Pose estimation: extracts body keypoints so the garment aligns with the shopper’s posture.
  • Segmentation: separates the person from background and identifies body regions for realistic layering.
  • Cloth mask / garment parsing: isolates the garment shape to preserve edges, drape, and silhouette.
  • Synthesis: merges these signals to render a try-on that maintains pose, facial expression, and proportions.

Result: a pragmatic, retail-ready try-on that looks authentic — while keeping your UI experience clean and fast.

Demo

Watch Fitting Realm in action.

Pricing

Small business package
$0.20 /per generation
  • Hosted image processing & delivery
  • Basic analytics
  • Email support
  • Usage-based try‑ons
  • UI Intergration
Enterprise
Custom /mo
  • $0.10 per generation
  • SLA + Priority support
  • Custom UI + A/B testing
  • Usage analytics & performance insights

What’s included?

Platform fees generally cover hosting, UI updates, performance improvements, and support. Usage can be billed per generation depending on your plan.

Privacy is non-negotiable

  • Images are used solely for virtual try-on and system improvement
  • Secure, private storage with strict access controls
  • No public access, resale, or third-party sharing
  • Automatic deletion after a limited retention period

Uploaded images are processed securely and stored temporarily for system performance and analytics, then automatically deleted. Images are never shared or made public.

Privacy and security illustration

Contact

Or reach us directly

Email: home@fittingrealm.com • Auckland, NZ