Comparison
Stylab vs Aiuta
Aiuta API vs Stylab Shopify app — when to build custom try-on infrastructure vs install a merchant-ready widget.
Aiuta fits product teams integrating try-on into owned apps or retail systems. Stylab fits Shopify merchants who want the feature live on PDPs with predictable monthly try-on quotas.
Decision shortcut: If your roadmap includes Shopify checkout on standard themes, a managed app is usually the fastest path to learning. If your roadmap is a native mobile app with custom UX, an API may be appropriate — budget for ongoing model and API maintenance.
Side by side
Feature comparison
Aiuta provides virtual try-on APIs for fashion technology teams building custom experiences.
| Feature | Stylab | Aiuta |
|---|---|---|
| Shopify PDP widget | Included | Custom build required |
| Merchant admin UI | Yes | Build yourself |
| Free / entry tier | 50 try-ons/mo | API credits vary |
| A/B test try-on vs control | Built-in | Custom |
| Engineering required | No | Yes |
| Billing predictability for merchants | Shopify plan tiers | Usage-based API |
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When Stylab is a better fit
Choose Stylab to go live on Shopify quickly with per-product controls and a dashboard merchants actually use day to day.
When Aiuta may fit
Choose Aiuta for kiosks, proprietary mobile apps, or headless stacks where Shopify's standard PDP is not the primary surface.
Comparison based on publicly available product information as of May 2026. Features, pricing, and policies may change. Verify details on each vendor's website before making a decision.
Practical guide
How to evaluate both options
This comparison is for teams deciding between a finished Shopify app and a developer API. The right choice depends on who owns the build, the timeline, and what you need to measure on the storefront.
Build vs buy checklist
- Who maintains the widget? — Stylab ships the PDP button, upload flow, and admin. An API path means your team builds and maintains all of it.
- Time to first live try-on — merchants typically want days on Shopify; API projects are often weeks plus QA on mobile themes.
- Billing clarity — Stylab plans are try-on quotas through Shopify billing. APIs bill per call, GPU minute, or credit — plus your dev cost.
- Analytics & A/B — Stylab includes cart tracking and try-on vs control buckets. With an API, you instrument events yourself.
- Total cost at your volume — estimate monthly try-ons in our calculator, then add engineering and infra for the API route.
When an API makes sense: Custom mobile apps, non-Shopify stacks, in-store kiosks, or a product team that already runs ML pipelines. For standard Shopify apparel PDPs, a managed app is usually faster to validate.
Common mistakes
Avoid when comparing
- Treating API latency/cost spreadsheets as a substitute for shopper UX testing on mobile
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.