Demo photograph: Metal Water Bottles (2012), by Amraepowell. Source: https://commons.wikimedia.org/wiki/File:Metal_Water_Bottles.jpeg Original bytes: https://upload.wikimedia.org/wikipedia/commons/4/45/Metal_Water_Bottles.jpeg License: CC0 1.0 Universal Public Domain Dedication. License text: https://creativecommons.org/publicdomain/zero/1.0/ Verified 2026-10-14. The author identifies this as their own photographic work and dedicates it under CC0. Bundled file: demo-product.jpg. Unaltered opaque RGB JPEG, 1024 x 768, 284,011 bytes. This original file contains no source transparency or mask. The optional live walkthrough still runs real inference only after explicit consent. CC0 permits copying, modification and redistribution, including commercial use, without attribution. Credit is retained voluntarily. CC0 does not waive trademark, patent, privacy or publicity rights. No endorsement by the photographer or depicted product brands is implied. This photograph is an illustrative processing sample, not a claim that BatchReady sells or is affiliated with the depicted products. Quick-try entry derivative: try-product-cutout.png (1024 x 768 RGBA). Prepared from the same CC0 photograph using the previously tested Detail model (BiRefNet Lite 512 fp16, production postprocessing) on 2026-10-14. This derivative is copied without retouching from the validation output v6-demo-detail-cutout.png. The quick try uses this prepared alpha image and performs canvas styling locally; it does not perform or claim live background-removal inference. Known edge/lid imperfections remain. See THIRD-PARTY-NOTICES.txt for experimental model/license and provenance limitations; this limited beta is not commercial clearance.