The Provalo.ai virtual try-on engine
API-first virtual try-on that works with standard product photos, supports avatars and user photos, and gives shoppers a realistic sense of fit and drape.
From catalog photo to try-on, step by step
Provalo.ai turns standard catalog images into realistic try-on experiences through a four-step flow that fits into your existing product pages. No complex 3D assets, no full-body photoshoots.
Upload your garment
Provalo.ai ingests your standard catalog imagery, front, back or side views, and prepares them for try-on generation. Automatic background handling means no complex masking is required.
Select body: photo or avatar
Shoppers can either upload a full-body photo for a highly personalized result, or choose a privacy-first, body-accurate avatar based on height, weight and basic measurements.
Generate try-on with controllable fit
Our generative engine composes a realistic try-on, simulating drape, folds and silhouette across fit modes: true-to-size, relaxed, or oversized, even for challenging categories like hoodies and jackets.
Publish and measure impact
Generated try-ons are returned via API or plugin and embedded on product pages, size guides or campaigns, with analytics to track conversion and return-rate impact.
Built for real fashion e-commerce teams
Ultra-realistic rendering
Generative models capture fabric texture, lighting and shadows for try-on visuals that feel like real photos, not filters.
Garment-aware fit simulation
Provalo.ai adapts fit to hoodies, t-shirts, dresses, outerwear and more, with appropriate volume and drape per category.
API-first architecture
A REST API gives direct control over try-on generation and retrieval, ready to plug into custom storefronts and backends, with Shopify and WooCommerce support on the roadmap.
Privacy, security and sustainability by design
Provalo.ai is built with privacy and compliance in mind, treating user photos and personal data with care, while helping brands reduce unnecessary size exchanges, returns and reverse-logistics waste.
Interested in a technical deep dive?
We can walk your team through the architecture, roadmap and integration options for Provalo.ai.