In the darkroom. This engine is still being developed and tested; details can change.
WS-015 · FR 15 · Engine Run
Marketplace Crop Engine
One hero image in, every marketplace and ad format out, product kept in frame.
A · Free · keyword CROPMARKS
The preset and the shotlist
The preset this engine reads and the shotlist template it fills. Enough to run one shoot by hand and see if it fits your brand.
Fig. 1 · The board
A Input slot
one hero image + the list of channels (PDP, Amazon main image, Meta feed, story, Pinterest)
B Engine
- 01brand-overlay
- 02seo-images
- 03vision-qc
route higgsfield · fallback gemini
C Contact sheet
one file per format (1:1, 4:5, 9:16, 2:3, 16:9) with safe zones respected; extended backgrounds where needed
Data sheet
- Input
- one hero image + the list of channels (PDP, Amazon main image, Meta feed, story, Pinterest)
- Output
- one file per format (1:1, 4:5, 9:16, 2:3, 16:9) with safe zones respected; extended backgrounds where needed
- Models
- nano-banana-pro
- Route
- higgsfield (fallback gemini)
- Command
- /personalize
- Cost per run
- crops: none; outpainting ~1 generation per format that needs more background
- Maturity
- In build: not finished yet
Fig. 2 · Sample output
6 frames · real output from this engine
All images on this page are generated with this engine.
What it does
It cuts one image into every format a shop and its ads need, keeps the product inside the safe zone, and extends the background where a crop would cut the product. File names and alt text come along.
What you see in the post
The board: one image on the light table with crop marks drawn over it in safelight red, one frame per
format. Each frame lifts off as its own print and lands in a row labelled 1:1 · AMAZON, 4:5 · FEED,
9:16 · STORY.
How it runs
/personalize(planned) with mode formats.- Centre crops via the engine (
core/studio/tools/handoff.py done --crop); outpainting via Higgsfield where needed. brand-overlaysets channel format and safe zones;seo-imageswrites file names and alt text.
What you get (the giveaway)
- free: the format sheet: every common marketplace and ad ratio with safe zones (
../weadapt-studios-products/product/studios/personalization-studio/free/) - studio: the Personalization Studio once packaged
Honest limits
In build: the parts exist, the one-command flow does not yet. Marketplace rules change; check the current spec of each platform before upload.
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Keyword PACKSHOT

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