Used modules
This is how this case connects to the rest of Photopilot.
From product size to believable scene
Suitcases, weekend bags, and small leather goods shouldn't all appear the same size. Photopilot uses the real article dimensions to dynamically scale each product and place it in one recognizable visual language.
Four steps, without starting over for each image
- 01
Article dimensions as anchor
Width, depth, and height are included from the Duifhuizen article data. This ensures each image starts with a known size.
- 02
Recognize product area
Photopilot detects the product in the source image, removes empty white space, and determines the base point and visible product box.
- 03
Calculate scale per product
Placement is recalculated for this size. A compact bag doesn't get the same zoom factor as a 75-centimeter suitcase.
- 04
Result next to the source
Source and AI result remain visible with the same article. The team can compare variants and only proceed with the best image.
New suitcases and backpacks, directly from the Duifhuizen environment
These recent results are selected from the Duifhuizen production environment. This case not only demonstrates the scaling principle but also shows what is actually being generated.
Enrico Benetti Spinner 75
Castelijn & Beerens laptop backpack
Paw Patrol children's backpack
Images and content, backed by real usage data
This snapshot is from the Duifhuizen production environment and was reviewed on July 30, 2026. The figures show the actual assortment and recorded usage up to July 29, 2026.
- 14.897
- active items in the Duifhuizen production environment
- 13.327
- items of the bag type alongside accessories, belts, and other product groups
- 25
- AI images for 18 items 14 model images and 11 scenes
- 548
- items with content output 452 content records accepted after review
The production data shows content output for product name, description, meta description, and search terms. This way, the same item data can feed both the images and the sales content.
- 547 items with description and meta description
- 513 items with generated product name
- Human review remains part of the workflow
From 16 to 75 centimeters
The images below come from the same production environment. The source packshot remains visible, allowing you to directly verify product shape, color, and scale.
Weekend bag
55 × 25 × 25 cm
Compact backpack
22 × 11 × 27 cm
Shoulder bag
23 × 4 × 16 cmA suitcase remains a 75-centimeter suitcase
The same size data also helps with AI model images. This gives the customer not only ambiance but also a useful sense of the actual product size.
- Product shape and color remain recognizable
- Person and product are in a believable proportion
- Result remains linked to the source article
Real product dimensions as scale anchor
Width, depth, and height remain linked to the article. These dimensions guide the proportion between product, person, interior, and open space.
AI scenes from an existing packshot
A standalone product image becomes the source for a context image. Product shape, color, and recognizable details remain visible for verification.
Evaluate variants next to the source
Source image and AI results stay with the same article. The team decides what can proceed and keeps exceptions out of the publication flow.
See how other fashion teams organize their workflow.
Van Tilburg Mode & SportFrom supplier file and studio recording to sales-ready photo setRead the customer story
Berden FashionFrom Fashion Cloud and Stockbase directly to the webshopThanks to Photopilot, import, review and publication now follow the same workflow. In a single season, we process 100,000+ product images; the team mainly handles exceptions and quality checks.
Read the customer story
Van DijkPublish up to 2–3× faster with the same teamThanks to Photopilot, we publish many brands up to 2-3 times faster online. We no longer need a third party for cropping and backgrounds, while Fashion Cloud, stock control, file names, and product content come together in one process. Absolutely recommended!
Read the customer story