01
Colourway reshoots are eating your calendar
Every new colour of the same garment means another shoot, another stylist day, another round of retouching. The maths stops working past eight SKUs.
caseFashion & apparel
AI product photography for fashion brands
From ghost-mannequin heroes to lifestyle editorials and every colourway in your drop — the forge understands fabric, drape, and category convention, and ships a listing set your catalog team would have needed a week to shoot.
9×
Colourways per source photo
48h
Catalog-to-live
−9%
Return rate
+16%
Add-to-cart lift
N°01What's breaking
The bottlenecks every fashion & apparel catalog team recognises.
02
Marketplace compliance is category-specific
Amazon wants ghost-mannequin; Etsy wants lifestyle; Flipkart wants white-background fits. A single set does not work across all four.
03
Returns are driven by fit and colour mismatch
Imagery that does not honour drape or colour accurately becomes the most expensive part of your P&L.
N°02The Angle Grammar
The seven-shot spine for fashion & apparel.
Every angle tuned to the conventions buyers expect in this category — and compliant with every major marketplace.
- 01Ghost-mannequin hero — Amazon-compliant
- 02Front and back full-length — marketplace standard
- 03Side profile for drape and silhouette
- 04Fabric macro — weave, stitching, finish
- 05Flat-lay — editorial and lookbook
- 06On-model or invisible-model lifestyle
- 07Colourway multi-grid — every SKU in one image
N°03The Playbook
A four-step brief the atelier uses for every fashion & apparel catalog.
- Step 01
Photograph one honest source
Shoot in diffuse, even light with the garment laid flat or on a form. This is the one frame that sets the grammar for every generated angle.
- Step 02
Describe the fabric in three specific words
'Matte wool crêpe' beats 'premium soft fabric'. The forge translates specificity directly into output fidelity.
- Step 03
Select the fashion preset
Ghost-mannequin + marketplace compliance is on by default. Toggle lifestyle for Etsy and your own D2C site.
- Step 04
Multiply the colourway
Name each colour by hex or by swatch. The forge recolours every angle while preserving drape and finish.
N°04Marketplaces
Presets for every platform your buyers scroll.
- Amazon Fashion
- Flipkart
- Shopify
- Etsy
- Myntra
- Ajio
"We shipped a fifty-SKU capsule in a weekend. The colourway multiplier alone paid for the year."
N°05Industry FAQ
Questions every fashion & apparel lead asks us first.
01Does AngleForge handle ghost-mannequin for Amazon Fashion?OpenClose
Yes. The fashion preset produces Amazon-compliant ghost-mannequin heroes by default — pure white, 85%+ fill, central composition, no props.
02How accurate is colourway generation for fabric?OpenClose
We match on hex or swatch and preserve weave and drape behaviour. For colour-critical categories we recommend verifying the first SKU against a calibrated display before scaling.
03Can I generate on-model lifestyle images?OpenClose
Yes. Choose 'Lifestyle' tone; the forge produces invisible-model or on-model editorial scenes tuned to your brand's mood.
N°06Further reading
The playbooks behind this industry.
Ready when you are
Forge your firstlisting set — free.
Twelve generations on the house. No credit card. Every angle, every marketplace export included.
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