Ecommerce teams struggle with the costly and time-consuming reshoot loop required to generate all the content variants needed for a single product across multiple channels.

Existing product photography workflows focus on the initial shoot but lack efficient tools for generating and managing the many content variants (colorways, crops, lifestyle, ad formats) that arise post-shoot, leading to repeated reshoots and high costs.