Original Garment
On Model
Editorial
Lifestyle
Detail
Collection

E-Commerce Catalog Production

Turn garments into photorealistic

Upload flat-lay or mannequin shots. AI generates professional e-commerce imagery at scale with consistent brand styling.

Trusted by leading fashion brands

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Workflow

From upload to editorial in three steps

01

Upload Garment

Drop flat-lay or mannequin shots. ZIP batch upload supported.

02

Set Direction

Add creative brief and optional reference images for styling guidance.

03

Generate & Export

AI produces photorealistic editorial variations in seconds. Download or publish.

Capabilities

Everything you need for creative production

AI Consistency Engine

Structured three-block prompting preserves garment structure, texture, and proportions while applying creative direction.

Batch Processing

Queue up multiple generations with BullMQ. Process jobs in parallel with real-time status tracking.

Before / After Comparator

Drag-to-reveal slider and fidelity checklist for pixel-level validation against the source garment.

Real-Time Queue

Live dashboard with generation status, render speed metrics, and automatic retry on failure.

Analytics & Insights

Track fidelity scores, render throughput, and creative consistency across campaigns.

Cloud-Native Storage

Assets persisted in Google Cloud Storage with organized folder structure per project.

Showcase

See the transformation

Original garment
Source Garment
AI generated
AI Synthesis
Variation 1
Variation 2
Variation 3
240+
Assets Generated
96.8%
Avg Fidelity Score
<60s
Generation Time
99.9%
Uptime SLA

Get Started

Ready to transform your creative pipeline?

Start Building

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