The Product-to-Model feature is the standout: I upload a flat mockup of my embroidered sweatshirts and get luxury editorial model shots back in about three minutes. The embroidery detail survives generation, even small text, and the model reference option keeps the exact same model across my whole catalog, so my Etsy shop finally looks like one cohesive campaign instead of scattered mockups. Review collected by and hosted on G2.com.

The Lite plan's 50 monthly credits go quickly when you're building out a full catalog: at 3 credits per 2K image, one product photographed properly uses about 12. I'd also love more control over hoodie drawstrings in generations, and occasionally fine embroidery details need a second batch to render perfectly. Review collected by and hosted on G2.com.