Name: Eloria
Author: Wandy Neves

THE CLIENT

WANDY NEVES

Client

A fashion ecommerce brand (name withheld)

Role

Art direction · pipeline engineering

Stack

Claude · Higgsfield · Shopify

ONE REFERENCE.
SEVEN ANGLES.

AI product photography pipeline

Case study

A fashion ecommerce brand needed complete product galleries for dozens of references.

THE PROBLEM

A beautiful image of the wrong product is a refund waiting to happen.

Studio shoots did not fit the budget or the pace, and generic AI kept inventing garments. The customer must recognize her exact piece on every angle.

THE SOLUTION

Copywriting by Claude API

Claude API writes the product listing in premium copy: title, description, selling points, translation. Tone and structure follow custom skills.

7 angles by Higgsfield AI

Higgsfield AI generates 7 angles per product, locked onto the approved reference photo. Brand visual consistency is guaranteed from one listing to the next.

Shopify publishing as Draft

The complete listing (copy + photos) is pushed to Shopify as a draft via the Admin API. All that is left is to review and publish.

THE METHOD

The lock is the product.

The reference

ONE APPROVED PHOTO

The lock

// every next prompt starts with

“this exact same denim shirt:
same wash, same buttons,
same collar, same drop.
same model, same studio,
same cream light.

only the angle changes:
back view.”

The series

×7

Generic AI gives you a beautiful image of the wrong product. The pipeline forces every generation back to one approved reference, so the customer recognizes her exact garment on every angle.

QUALITY CONTROL

The model drifts. The lock catches it.

REFERENCECREW NECK · SLEEVELESS · LACE WAIST

The approved garment

Photo rejetee au controle qualite : LONG SLEEVES APPEARED

REJECTEDLONG SLEEVES APPEARED

Drift: sleeves invented

Photo rejetee au controle qualite : NECKLINE CHANGED TO V

REJECTEDNECKLINE CHANGED TO V

Drift: wrong neckline

Every shot is checked against the reference before it ships: neckline, sleeves, seams, hem. A beautiful image of the wrong garment is a refund waiting to happen, so it gets regenerated, not published.