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 legacy file: demo-product.jpg. Unaltered opaque RGB JPEG, 1024 x 768, 284,011 bytes. This original file contains no source transparency or mask. Retained for provenance; the current walkthrough uses the collection photographs below and does not run inference.
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 SwiftBatch Studio sells or is affiliated with the depicted products.

Legacy quick-try derivative (not used in the collection preview): 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 previous quick try used this prepared alpha image and performed canvas styling locally;
it did 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.


Collection example photographs (added 17 October 2026)
These are licensed photographs, not generated product imagery. They form an illustrative homeware collection, not a real merchant's catalogue or endorsement. The landing preview and the editable example use the same sources and SwiftBatch Studio rendering. Original photographic backgrounds are retained; no background removal is presented as performed.

Ceramic coffee dripper: Cup of Couple, Pexels photo 7658170.
https://www.pexels.com/photo/a-white-ceramic-cup-with-saucer-on-white-table-7658170/
Bundled as collection/ceramic-cup.jpg, resized by Pexels to 2000 pixels wide. The object is a coffee dripper despite the source page's cup title.

White ceramic mug: Artem Podrez, Pexels photo 6800937.
https://www.pexels.com/photo/white-ceramic-mug-on-white-table-6800937/
Bundled as collection/white-mug.jpg, resized by Pexels to 2000 pixels wide.

Fluted vase: Cup of Couple, Pexels photo 6962407.
https://www.pexels.com/photo/flower-in-a-white-vase-on-a-wooden-table-6962407/
Bundled as collection/white-vase.jpg, resized by Pexels to 2000 pixels wide.

License: Pexels License, https://www.pexels.com/license/
Reviewed 17 October 2026. Free use and modification in websites, apps and templates is permitted. Do not imply endorsement or redistribute these as a stock-photo collection. Attribution is retained voluntarily.