Try-On v2: sub-second, fabric-accurate renders

Virtual try-on only earns a place in the storefront if it is fast enough to feel instant and accurate enough to trust. With Try-On v2 we set out to win on both at once.

The new model renders at a median of 880ms while preserving print alignment, seam geometry and the way each fabric falls on a given body. That means you can power live, interactive try-on without a spinner and without misleading the shopper.

Under the hood we moved generation to the edge across 62 markets and added deterministic seeds, so a given garment-and-model pair returns a stable result you can cache and reuse across a catalogue.

Try-On v2 is available today on every plan at the same per-render price. Point your existing try_on calls at the v2 model flag to opt in.