All workUse case

How Vestira moved its e-commerce content production to Genera.

From flat lays to a full on-model catalog: Vestira now runs 50–100% of its e-commerce content through one production system.

Brand
Vestira
Industry
Fashion — ready-to-wear
Modules used
PDP E-Commerce · Campaign
Timeline
First batch live in 24 hours
Genera platform composite — a packshot preset on the left, the generated on-model image live on the Vestira storefront

Hero visual — packshot to live PDP, generated on Genera.Space

5,000
SKUs produced in a single batch during the first season on the platform.
$5–8
per SKU (Product Card): four PDP images and one marketing image.
24 h
from packshot upload to approved content, live on the brand’s site.
100%
clothing replication — the brand’s garments reproduced exactly.

The challenge

01

Where the brand started.

Vestira produced its e-commerce content the traditional way: studio rentals, casting, and samples shipped between cities. Every collection drop meant four to six weeks of production — and the content still arrived inconsistent, shot by different teams in different conditions.

The team tried the AI tools available on the market, but none of them held the brand’s visual direction or reproduced garments accurately enough for PDP use. Production stayed expensive, slow, and impossible to scale ahead of seasonal peaks.

The workflow

02
  1. 01

    Packshot upload

    Flat lays and tech packs from the brand’s archive.

  2. 02

    AI fashion model

    A consistent model cast for the brand.

  3. 03

    Pose selection

    Poses matched to the brand’s lookbook style.

  4. 04

    Image generation

    Production-ready imagery in minutes.

  5. 05

    QA & publish

    One click to approve — content goes live.

Input & output

03

Input — flat lay / packshot

Packshot of the Vestira tailored vest, shot flat against white

Output — on-model PDP imagery

On-model PDP image generated from the Vestira tailored-vest packshot

The results

04
“We can now create all the content for a collection drop in just four days — product images for the website and marketing content for social media, all in one platform.”
Emma CollinsHead of Content, Vestira
Content via Genera
50–100%
Cost vs physical production
10× lower
Time to live content
Days, not months
Catalog consistency
One model, every SKU

Selected output

05
  • Vestira PDP close-up — brown leather jacket over a cream wrap top

    Leather jacket — close-up

  • Vestira PDP image — light-wash denim jacket with a brown leather skirt, front view

    Denim jacket & leather skirt

  • Vestira PDP image — chartreuse draped midi dress, front view

    Draped dress — front

  • Vestira PDP image — black knit zip polo with pleated trousers, front view

    Knit polo & trousers

  • Vestira PDP image — black leather halter jumpsuit, front view

    Leather jumpsuit — front

  • Vestira PDP image — cobalt off-shoulder knit midi dress, back view

    Knit dress — back

  • Vestira PDP image — brown leather jacket with light-wash jeans, front view

    Leather jacket & jeans

  • Vestira PDP image — olive blouson jacket with wide pleated trousers, front view

    Blouson & trousers — front

More cases

06

Start today

07

Your production system is one step away

Small brands and solo creators can start on the platform right away. Running enterprise volume? Talk to us — we’ll tailor the rollout.

Open platform