WeAdapt Studios

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

  1. 01brand-overlay
  2. 02seo-images
  3. 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

  1. Marketplace Crop Engine, real output, frame 1
  2. Marketplace Crop Engine, real output, frame 2
  3. Marketplace Crop Engine, real output, frame 3
  4. Marketplace Crop Engine, real output, frame 4
  5. Marketplace Crop Engine, real output, frame 5
  6. Marketplace Crop Engine, real output, frame 6

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

  1. /personalize (planned) with mode formats.
  2. Centre crops via the engine (core/studio/tools/handoff.py done --crop); outpainting via Higgsfield where needed.
  3. brand-overlay sets channel format and safe zones; seo-images writes 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.

Same studio

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