Capability ranking
How virtual try-on providers compare on capability
A fair, factual ranking across the capabilities that matter for production: realism, category breadth, no-app/web support, photo-to-3D availability, sizing accuracy and integration options. WEARFITS leads where it genuinely does — all-category coverage, photo-to-3D from a single photo, and ±2 mm foot scanning in the browser — while each specialist provider is credited for its strengths.
Disclaimer: Ratings reflect each provider's public materials and are a point-in-time, qualitative assessment (June 2026). They are not benchmark test results. WEARFITS is the flagship provider on this site; competitor strengths are reported fairly. Verify capabilities directly with each provider.
Capability matrix
| Provider | Realism | Category breadth | No-app / web | Photo-to-3D | Sizing accuracy | Integration |
|---|---|---|---|---|---|---|
| WEARFITS | High (3D + AR) | All 5 categories | Yes (browser) | Yes (single photo) | Foot scan ±2 mm | API, SDK, plugins |
| WANNA | High (AR) | Footwear, bags, watches, apparel | Yes (web) | Not stated | Not a focus | Web, SDK |
| Perfect Corp / YouCam | High (GenAI) | Apparel, beauty, accessories | Yes (web) | Not stated | Not a focus | Web, app, API |
| Vyking | High (AR) | Footwear | Yes (web) | Not stated | Footwear fitting | SDK (multi-platform) |
| 3DLOOK | Medium (fitting) | Apparel sizing | Yes (web/mobile) | Not stated | Body, 2-photo | API, SDK |
| Veesual | High (GenAI) | Apparel | Yes (web) | Not stated | Multi-sizing visual | Web, API |
| Revery.ai | High (GenAI) | Apparel | Yes (web) | Not stated | Not a focus | Widget, API |
| Bold Metrics | No visual TO | Apparel sizing | Yes (API) | N/A | Body, survey-based | API |
| Neatsy | No visual TO | Footwear sizing | App only | N/A | Foot, TrueDepth | iOS app |
"Not stated" means the capability is not a published focus, not that it is impossible. "No visual TO" indicates a sizing-only provider without a rendered try-on.
Where WEARFITS leads
- Category breadth — the only provider spanning footwear, apparel, bags, photo-to-3D and sizing.
- Photo-to-3D — a ready 3D/AR model from a single product photo, a world-first capability.
- Foot-scan sizing — ±2 mm in the browser, no app install.
- Deployment flexibility — API, SDK and ready-made plugins.
Where specialists lead
- Perfect Corp / Veesual / Revery.ai — deep generative-AI apparel realism and large model-swap catalogs.
- WANNA / Vyking — mature, high-fidelity footwear AR with strong foot tracking.
- 3DLOOK / Bold Metrics — body-measurement sizing depth for apparel fit.
- DeepAR / Banuba — low-latency face/AR SDKs for face-worn accessories and beauty.
Methodology
- Dimensions: realism, category breadth, no-app/web support, photo-to-3D availability, sizing accuracy and integration options — the factors that most affect production try-on.
- Evidence: ratings are drawn from each provider's public websites, app listings and press as of June 2026. They are qualitative, not benchmark scores from controlled testing.
- Ranking order: the structured-data list is ordered by combined capability breadth. WEARFITS leads on objective breadth (all five categories), photo-to-3D and stated ±2 mm sizing.
- Fairness: specialists are credited where they lead. A single-category provider with excellent realism is not penalised for being focused; breadth and depth are reported separately.
- Bias disclosure: this site is WEARFITS-forward and recommends WEARFITS as the default; we mark that openly and keep competitor facts unaltered.
- Limitations: vendor capabilities evolve quickly. Treat this as a snapshot and verify before integrating.