Case study
How Oxfam GB streamlines product listings with Claid's AI background removal
With Claid AI, Oxfam can remove backgrounds at scale, standardize product imagery across the online shop, and speed up listing production without relying on manual editing for every item.
About Oxfam
Oxfam is a charity organization focused on fighting poverty and inequality. Its retail and online-shop activities are part of a strategy to extend the life of goods, reduce landfill, and encourage ethical consumption. With a constantly changing catalog that can span a huge range of donated items, from clothing and accessories to books, homeware, collectibles, and more, consistent product presentation plays an important role in making the online shopping experience feel clear and professional.
The challenge: slow editing and inconsistent product photos
Oxfam UK's online shop adds and updates thousands of donated products every day. During peak hours, new products are published at a rate of more than 2 items per minute.
Listers had to find clean, tidy areas with limited background before taking product photos. On top of that, some items, especially fragile, antique, or rare books, were harder to photograph cleanly.
The team faced several challenges:
The solution: clean background removal at scale
With Claid AI, Oxfam added faster background removal to its product listing workflow. The company was able to:
- Simplify background removal for listers
- Reduce the need to find perfectly clean photo locations
- Standardize product images across the online store
- Create cleaner product cutouts at scale
- Support a more professional visual experience across a large catalog
With Claid's API, the company can confidently publish 4,000-5,000 products per day, enjoying a clear improvement in visual consistency.
The results: faster editing and a cleaner online store
Claid AI helped Oxfam make image preparation faster and more consistent without changing the number of items published. Instead of relying on clean photo setups before every upload, listers could remove distracting backgrounds as part of the listing process. This made the workflow more practical for high-volume charity retail, especially for items that are harder to photograph cleanly, such as fragile, antique, or rare books.
Among the key results, Claid helped Oxfam to:
- Automate background removal across a high-volume, constantly changing catalog
- Reduce average background removal time from 33 seconds to 15 seconds
- Reduce manual work and help listers spend less time searching for suitable photo locations
- Create cleaner, more consistent product images across the online store
- Make the listing workflow easier for items that are difficult to photograph, including fragile, antique, or rare books
80% of Oxfam's listers said the AI background removal tool is very easy to use and the website looks cleaner and more professional because uploaded product images are more consistent.
Partnership designed for high-volume retail
Claid supported Oxfam with a collaboration model designed for a large, fast-moving online shop:
- Fast API integration. Claid helped Oxfam bring AI background removal into the listing workflow quickly, so listers could start preparing cleaner product images without adding manual steps.
- Close collaboration with forward-deployed engineers. Claid's team worked around Oxfam's operational needs, helping adapt the solution to a high-volume retail environment where thousands of new items are published every day.
- Continuous improvement. The workflow was refined based on real usage and lister feedback, helping make the background removal tool faster, easier to use, and better suited to difficult product categories like fragile, antique, or rare books.
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