Marketplace-ready shots from a phone photo: clean cutout, new backdrop, consistent shadow.
Marketplaces reject listings for inconsistent backgrounds more than for anything else. The fix is a two-step pipeline: matte the product out cleanly, then generate a backdrop that matches the light already on the object — including a contact shadow, without which the product looks like a sticker.
ImageLabs chains BiRefNet matting with FLUX Fill so both steps happen in the browser and the product's own pixels are never re-rendered.
Shoot on anything: A phone on a kitchen table is fine as long as the product is in focus.
Remove the background: BiRefNet for reflective or fine-edged products, the fast pass for boxes and bottles.
Generate the backdrop: Describe it — 'seamless warm grey studio sweep with a soft contact shadow' — and fill.
Consistent catalogue: Reuse the same backdrop prompt across an entire product line.
Batch the cutouts: Process the whole set of source photos in one pass, then fill individually.
Full resolution: Listings need detail; nothing is downscaled on any plan.
Can I get a pure white background? Yes — remove the background and export on white, or ask the fill for a seamless white sweep with a soft shadow.
Does it work on reflective products? Glass and chrome are exactly the case BiRefNet matting is built for.
How many credits per listing? Around 3–4 credits for a cutout plus a generated backdrop.