The White-Label AI Virtual Try-On API for Agencies & Developers
Add AI virtual try-on to the Shopify apps, WooCommerce plugins, web apps and mobile apps you build for clients — powered by one engine trained on Indian and Western wear, with built-in content moderation, skin-tone accuracy and flat, predictable pricing. You build and brand the product; we run the AI.
50K+
Try-Ons Processed
Indian & Western
Clothing Trained On
99.9%
Uptime
Built for the Teams That Build for Others
The TryOnCloud API is not a finished product you install — it is the AI engine you build on. It is made for agencies and technology companies that ship software for clients and want to add a high-margin AI capability without standing up a machine-learning team, training data pipelines, or GPU infrastructure of their own.
If your business is delivering digital products and services, virtual try-on is one of the most in-demand features in fashion and retail right now — and one of the hardest to build from scratch. We have already built it. You plug it in, wrap it in your own brand, and offer it to the clients you already serve. Here is who uses it.
Web Development Agencies
Add an AI virtual try-on feature to the ecommerce sites and headless storefronts you build for fashion clients — a clear upsell that lifts conversion and cuts returns, billed inside your project or retainer.
Digital Marketing Agencies
Offer try-on as a conversion-rate and retention play. Capture leads from try-on sessions, run retargeting, and give fashion clients a feature their competitors don't have — without touching the underlying AI.
Software Development Companies
Ship virtual try-on inside the custom platforms, marketplaces and SaaS products you build. One REST endpoint slots into any backend — Node.js, Python, PHP, .NET, Go, or anything else.
App Development Companies
Build native iOS and Android, or cross-platform Flutter and React Native apps with virtual try-on baked in. Keep the secret key on your server; the app talks to your backend, your backend talks to us.
Tech Solution & IT Services Providers
Bundle AI virtual try-on into the digital transformation and retail-tech solutions you deliver to fashion brands, department stores, and multi-store retailers — as a managed, white-label capability.
SaaS & Product Builders
Launch your own virtual try-on SaaS, Shopify app, or WooCommerce plugin on the App Store and marketplaces. We provide the engine and the moderation; you own the product, the listing and the recurring revenue.
The Demand Your Clients Already Have
Virtual try-on is no longer a nice-to-have — it is something fashion brands are actively asking their agencies for. Understanding why makes it an easy sell.
Online clothing has a structural problem: shoppers cannot try anything on, so they over-order, return what does not suit them, and hesitate at checkout. Fashion return rates run between 25% and 40%— the highest of any ecommerce category — and every return costs the merchant twice, in reverse shipping and lost margin. Carts get abandoned for the same reason: uncertainty about how a garment will actually look on a real body.
Virtual try-on attacks that directly. When a shopper sees a garment on themselves before buying, the guesswork disappears: stores that add it report 20–35% fewer returnsand meaningfully higher conversion among shoppers who use it. The large brands — the ones your clients benchmark themselves against — already run it. That is why these requests land on your desk: nearly every fashion store wants the feature, but almost none can build the AI behind it.
That gap is the opportunity. Your clients want a result, not a research project. You can hand it to them — on your brand, inside the product you already build — by plugging in an engine that has been trained, moderated and scaled for you. You look like the team that delivered a cutting-edge AI capability, while the heavy lifting is already done.
We Provide the Engine. You Build the Product.
Virtual try-on looks simple on a product page, but the engine behind it is not. Training a model on real garments, handling diverse body types and skin tones, moderating user-uploaded photos, and keeping it all fast and online at scale takes a dedicated team and a serious budget. The API exists so you never have to build any of that. The line between what we handle and what you own is clean and deliberate.
TryOnCloud provides
- The trained AI virtual try-on model (Indian + Western wear)
- A simple, documented REST API
- GPU infrastructure, scaling and 99.9% uptime
- Built-in content & safety moderation on every request
- Ongoing model improvements — you inherit them automatically
- Flat, predictable per-try-on pricing
You build & own
- The product — Shopify app, WooCommerce plugin, web or mobile app
- The brand, the UI and the entire user experience
- The relationship with your clients
- Your pricing, packaging and billing
- Your go-to-market and your margin
- Your roadmap — built on a stable engine
Because there is zero TryOnCloud branding anywhere in the API responses, your clients only ever see your product. This is exactly how TryOnCloud itself is structured on top of the AI infrastructure underneath it: one engine, one key, everything built on top. You get to do the same — one master key in your backend, and as many client-facing products as you want above it.
Build the AI Yourself, or Use the API?
Most agencies that look into building virtual try-on in-house quietly abandon the idea once they price out what it actually takes. Here is the honest comparison.
| What it takes | Build it in-house | Use TryOnCloud API |
|---|---|---|
| Time to first result | 6–12 months of ML work | About 1 hour |
| Up-front cost | GPU clusters + ML engineers ($50k+) | No setup fee |
| Training data | Collect & label tens of thousands of garment images | Already trained, incl. Indian wear |
| Content moderation | Build your own nude / NSFW filter | Built in, automatic |
| Skin-tone accuracy | Months of tuning and bias testing | Handled across all skin tones |
| Uptime & scaling | Your team's problem, around the clock | 99.9% uptime, managed for you |
| Ongoing improvements | You retrain and maintain it forever | You inherit upgrades for free |
Building the model in-house is a year-long research project with a six-figure budget — and at the end of it you would still have to build the actual product your client wanted. The API turns the hardest part into a single request, so all of your team’s effort goes into the work that is actually billable: the app, the experience and the client relationship.
Everything’s Already Built In — Ready to Launch Today
Other virtual try-on APIs hand you a raw model. You would still have to train it on ethnic wear, build content moderation, tune skin-tone accuracy, add HD upscaling, handle iPhone HEIC photos, and keep it fast and online. TryOnCloud includes all of it — pre-built, optimised and production-tested — at one of the lowest prices in the market, ready to launch today.
Plus the growth playbook TryOnCloud pioneered— automatic email lead capture, Shopify customer segments, and order-level purchase attribution — proven in our own apps and ready for you to build into the products you ship. The hard AI parts are done; you get a clear path to the features that make clients stay.
Why Agencies Build on TryOnCloud
Everything you need to deliver a production-grade virtual try-on feature to your clients — without building the AI from scratch.
Indian + Western Wear Trained
The model handles sarees, kurtas, lehengas, sherwanis and salwar suits as well as t-shirts, dresses, jeans, jackets and blazers. Rare dual coverage that opens up Indian fashion clients and global retailers alike.
Built-in Content Moderation
Every request passes through nude and inappropriate-content detection before a result returns. Ship to production — and to app stores — with confidence, without building your own safety layer.
Accurate Across All Skin Tones
Results stay consistent and realistic across the full range of skin tones and body types, so your clients' shoppers don't get poor or biased renders.
Flat, Predictable Pricing
A fixed rate per try-on on a monthly quota — no surprise per-call bills. Your input cost is known, so your client pricing and your margin are easy to design.
Fully White-Label
No watermark, no badge, no TryOnCloud branding in any response. Launch your own product name, your own domain, your own pricing, completely white-label from day one.
One Simple REST API
A single POST endpoint, multipart or JSON, and a result URL back. Language- and framework-agnostic, so it drops into any stack your team already uses.
Fast Results & 99.9% Uptime
Try-on results return in seconds, delivered over a global CDN, on infrastructure built to stay online — so the products you ship feel instant and reliable.
Improvements You Inherit Free
When the engine gets better, your clients' results get better automatically. You ship once and benefit from every model upgrade without touching your integration.
Everything You Can Build on One API
The same try-on endpoint powers very different products. Pick what fits your clients — or ship several over time, all billing against one account.
Shopify Apps
Build embedded Shopify apps for your fashion clients, or list your own on the Shopify App Store with recurring billing. The largest, highest-intent ecommerce audience for try-on.
View integration guide →WooCommerce / WordPress Plugins
Add try-on to WooCommerce product pages via the WP REST API. Sell as a premium plugin or a managed service — a lane with far less competition than Shopify.
View integration guide →Custom Web Apps & Headless Storefronts
Drop try-on into bespoke React, Next.js, Laravel or Django builds and headless commerce projects. Full control over UI and flow for clients with custom stacks.
View integration guide →iOS & Android Apps
Native mobile apps where users pick a photo and a garment and see the result. Keep the key server-side; the app calls your backend, your backend calls the API.
View integration guide →Cross-Platform Mobile (Flutter / React Native)
Ship one codebase to both app stores with virtual try-on built in. Ideal for product companies and agencies serving D2C fashion brands.
View integration guide →Marketplaces, Portals & In-Store Kiosks
Power multi-vendor marketplace try-on, brand portals, or in-store virtual-mirror kiosks and tablets — anywhere a shopper can upload or capture a photo.
View integration guide →The Clients You Can Sell This To
Virtually every business that sells clothing online is a candidate for virtual try-on. If you already serve any of these, you have a warm market you can pitch today — no cold outreach required.
Indian ethnic wear brands
Saree, lehenga, kurti and sherwani stores that almost no Western-trained engine renders well — a segment where TryOnCloud is uniquely strong, and where you can lead the market.
D2C fashion labels
Direct-to-consumer apparel brands obsessed with conversion and return rates — exactly the two metrics a virtual try-on moves.
Boutique Shopify stores
Independent fashion stores that want an enterprise-grade feature without an enterprise budget or a developer on staff.
Multi-brand marketplaces
Platforms hosting many sellers, where try-on can be rolled out across an entire catalogue as a differentiator.
WooCommerce & WordPress stores
A large, under-served base with far fewer good try-on options than Shopify — easy ground to own.
Department stores & retailers
Larger retailers and chains adding a virtual fitting room to their ecommerce site or to in-store kiosks and mirrors.
A New, High-Margin Line of Revenue
For an agency, the appeal isn’t just the technology — it’s the economics. Virtual try-on turns a one-off project into recurring revenue, and a single integration into something you can sell to every fashion client on your roster.
The model is simple. You pay a flat rate per try-on — from about $0.10— and you decide what to charge your clients. Most agencies do it one of three ways, and many combine them:
Monthly subscription
Charge each fashion client a fixed monthly fee for the try-on feature, regardless of volume. Predictable for them, recurring for you.
Per-try-on markup
Pay around $0.10, sell try-on credits to clients at $0.20–$0.40. Your margin grows automatically with their usage.
Inside a retainer
Bundle try-on into a larger build or marketing retainer as a premium, sticky line item that's hard to churn.
Because your input cost is fixed and your selling price is yours to set, the margin is yours to design — typically 43% to 68% per generation. The real leverage, though, is reuse: you build the integration once, then roll it out for client after client. An agency serving 50 fashion stores, each running 300 try-ons a month, is looking at roughly $2,250+ in gross profit every monthfrom work that’s already done. And unlike a one-off website project, it compounds — every new client adds recurring revenue on top of an engine you never have to maintain.
It also makes your agency stickier. A client running try-on is seeing fewer returns and capturing leads from their highest-intent shoppers; that’s a feature they don’t want to switch away from, which means the retainer keeps renewing. You become the team that brought them an AI capability their competitors don’t have — positioned as your innovation, on your brand.
Quick Revenue Estimate
Estimated monthly margin (at $0.15–$0.30/try-on)
$2,250 – $4,500
15,000 total try-ons/month across 50 client stores
For full projections, business models and month-by-month growth tables, see the Revenue & Scale guide.
How It Works
From sign-up to a live try-on inside your product in three steps.
Get Your API Key
Sign up and request API access for your agency. Your private API key appears in the API Dashboard, usually within one business day.
Integrate in About an Hour
One POST endpoint: send a user photo and a product image URL, get a result image URL back. Full docs and copy-paste code samples for every major stack.
Ship to Your Clients & Scale
Wrap it in your product, set your pricing, and roll it out to client after client. Your billing stays flat and predictable no matter how many you add.
One API Call. Any Language.
The whole integration is a single request from your backend. Send a photo and a product image URL; receive a result URL you can store, display, or attach to a lead.
curl -X POST https://www.tryoncloud.com/api/v1/tryon \
-H "X-API-KEY: tk_live_v1_your_api_key" \
-F "user_image=@person.jpg" \
-F "product_image_url=https://yourclient.com/products/saree.jpg"
# → { "success": true, "resultUrl": "https://.../result/{uuid}" }Keep your key on your server, never in client-side code or a mobile binary. Full reference at tryoncloud.com/platform/docs.
Fully White-Label by Design
Whether you serve one client or a thousand, the architecture is the same. You hold a single master key in your own backend. Your clients — and their shoppers — call your product; your product calls TryOnCloud. To us, there is exactly one caller: you.
Your client's Shopify app ┐ Your WooCommerce plugin ┤ Your web app ┼──► YOUR backend ──► TryOnCloud Your mobile app ┤ (holds master key) /api/v1/tryon Client 1 … Client N ┘ → result URL back
That gives you three things at once: your branding stays clean (no TryOnCloud anywhere in your product), your billing stays yours (meter and charge clients however you like), and your key stays safe (rotate it in one place and every client keeps working). Your clients never know the engine underneath — and that’s the point.
Onboarding & Integration Support
Our developer support team helps every agency go live — from your first API call to your first paying client.
Dedicated onboarding
A dedicated launch manager for your launch
Get a custom agency rate, architecture guidance, and hands-on help scoping your integration. Our team supports you over email and WhatsApp, typically replying within one business day.
Email our team →Built for developers
Production-ready API docs & code samples
One REST endpoint, full documentation, and copy-paste examples for Shopify, WooCommerce, web and mobile. Most teams complete the core integration in under a day.
Read the API docs →Frequently Asked Questions
Who is the TryOnCloud API for?+
It is built for agencies and technology companies — web development agencies, digital marketing agencies, software and mobile app development companies, and tech solution providers — that build products for clients. You use our API as the AI engine inside the Shopify apps, WooCommerce plugins, web apps and mobile apps you ship, under your own brand. It is not a finished app you install; it is infrastructure you build on.
What does TryOnCloud provide, and what do we build?+
TryOnCloud provides the AI engine: the trained virtual try-on model, a simple REST API, the GPU infrastructure and scaling, built-in content moderation, and uptime. You build and own everything your client sees — the Shopify app, the WooCommerce plugin, the web or mobile app, the brand, the user interface, the pricing, and the client relationship. There is no TryOnCloud branding in the API responses.
Can we fully white-label the API?+
Yes. The API returns plain image URLs with no TryOnCloud branding, watermark or attribution. You launch under your own product name, your own domain and your own pricing. Your clients — and their shoppers — never know TryOnCloud is in the stack. This is the same model we use ourselves: one engine, many products built on top.
How is pricing structured for agencies?+
You pay a flat, predictable rate per try-on (from about $0.10) on a monthly quota — no per-call surprise bills. You then charge your clients however you like: a monthly subscription, a per-try-on rate, or a line item inside a larger retainer. Because your input cost is fixed, your margin is easy to design, and typically lands between 43% and 68% per generation.
How long does integration take?+
The core integration is one POST request: send a user photo and a product image URL, receive a result image URL. Most engineering teams have it working in under an hour and a production feature shipped within a day. Full documentation and copy-paste code samples are available in the API docs.
What clothing and platforms are supported?+
The engine is trained on Indian ethnic wear (sarees, salwar kameez, kurtas, lehengas, sherwanis) and Western wear (t-shirts, dresses, tops, jeans, jackets, blazers), with accurate results across a wide range of skin tones and body types. Because it is a plain REST API, you can call it from any platform — Shopify, WooCommerce, Magento, custom web apps, iOS, Android, Flutter, or React Native.
Is content moderation included for user-uploaded photos?+
Yes. Every try-on request passes through built-in nude and inappropriate-content detection before a result is returned. This protects your brand, your clients, and any app store listings you publish to — and it means you do not have to build a moderation layer yourself.
How do we get started?+
Sign up at tryoncloud.com, then email info@tryoncloud.com to request API access for your agency. Your API key appears in the API Dashboard, usually within one business day. Follow the API docs at tryoncloud.com/platform/docs and you can have your first try-on call working within the hour.
Your Launch Checklist
From first call to your first paying client, in order.
- Validate the quality. Run a few try-ons on real garments your clients sell — an ethnic-wear piece and a Western piece — so you know exactly what you are shipping.
- Request your API key. Email our team; your private key lands in the API Dashboard, usually within one business day.
- Build the integration once. Wire the single API call into your backend, behind your product. Reuse it across every client you onboard.
- Brand and package it. Put your name on the feature, design the experience, and set your pricing — subscription, per-try-on, or inside a retainer.
- Pitch your existing clients first. The fashion brands already on your roster are the easiest first wins; fewer returns and higher conversion make the ROI obvious.
- Scale. Add client after client on one flat, predictable cost base, and let the recurring revenue compound.
Build Virtual Try-On Into Your Next Project
Email our team to get your agency’s developer account set up and a custom rate. We reply within one business day.
Email info@tryoncloud.com