Platform

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.

The Provalo.ai Try-On Engine

A virtual try-on system focused on realism, flexibility and integration – built for modern fashion e-commerce teams.

Under the hood, Provalo.ai uses a modular pipeline so you can start small and scale as your volumes and use cases grow.

Key themes

  • High-fidelity garment behavior and fit.
  • Privacy-aware body representation.
  • API-first, plugin-ready integration.
  • Support for oversized and complex garments.

Visual realism & garment-aware fit

Ultra-realistic rendering

Generative models capture fabric texture, lighting and shadows for compelling try-on visuals that feel like real photos, not filters.

Garment-aware fit simulation

Different categories behave differently. Provalo.ai adapts fit to hoodies, t-shirts, dresses, outerwear and more with appropriate volume and drape.

Fit modes & sizing support

Offer simple modes like true-to-size, relaxed or oversized and align them with your sizing guide and size recommendation engine.

Flexible workflows for your team

No-photo mode

Use avatar-based try-on flows when you want to prioritise privacy or avoid user-generated images, while still showing realistic garment behavior.

Multiple body types

Showcase garments on a range of model types or avatars so shoppers can better understand fit beyond a single “perfect” body shape.

Campaign & content support

Generate additional visuals for lookbooks, newsletters and social media campaigns using the same try-on engine.

Integration, performance & operations

API-first architecture

A REST API gives direct control over try-on generation and retrieval, making it easy to plug Provalo.ai into custom storefronts and backends.

Plugin-ready for commerce platforms

Designed with Shopify and WooCommerce in mind, plus other platforms via headless or middleware integrations.

Monitoring & analytics

Track usage, conversion impact and error rates, and plug key metrics into your BI tools or CDPs.

Privacy & security by design

Provalo.ai is built with privacy and compliance in mind, treating user photos and personal data with care.

  • Configurable data retention and deletion policies.
  • Options for photo-free avatar flows.
  • Scoped access for partners and integrators.

Supporting more sustainable operations

Better fit visualization can help reduce unnecessary size exchanges and returns, contributing to a more sustainable fashion ecosystem.

  • Fewer “buy three sizes, return two” baskets.
  • Less reverse logistics load and packaging waste.
  • More considered purchasing behavior from shoppers.

Interested in a technical deep dive?

We can walk your team through the architecture, roadmap and integration options for Provalo.ai.

Talk to the team