API & Custom Integrations
Stylab is a managed Shopify app by default. For headless storefronts, mobile apps, or custom ML pipelines, contact Style Lab to discuss scope.
Most apparel merchants on Shopify do not need an API — they need a try-on button on product pages, an admin to toggle SKUs, and analytics that tie try-on to cart actions. That is what the Stylab Shopify app delivers out of the box.
Teams evaluating a build-your-own route — headless Shopify, custom mobile app, in-store kiosk, or internal ML stack — should compare total cost: API credits, engineering time, widget maintenance, privacy compliance, and analytics instrumentation. See our API comparison pages for an honest build-vs-buy view.
When to contact us for custom work
- Non-standard storefront (headless, native app) that cannot use the Shopify theme widget
- Enterprise volume with specific SLA, branding, or data residency requirements
- Partners building multi-tenant try-on for agency clients
Capabilities
Managed app vs custom build
Standard: Shopify widget + admin
Fastest path to measurable try-on on product pages. Install, pilot, scale.
No public self-serve API
There is no open API key signup today. Custom routes require a scoped conversation with Style Lab.
Compare build vs buy
Read Stylab vs FASHN AI, Replicate, Fal AI, and others before committing engineering weeks.
Rollout
How to get started
Shopify merchant? Start with the App Store app — validate quality and ROI before considering custom builds.
Custom integration? Email Style Lab with your architecture diagram, monthly try-on volume estimate, and launch timeline. We will tell you if Stylab can support it or if another path is a better fit.
Add AI try-on to your Shopify product pages
Start with a few products, measure shopper engagement, and see whether try-on helps customers buy with more confidence.