↳ Moire / GPT Image

GPT Image for Fashion — Tech Packs, Lookbook Pages, and Editorial Layouts

GPT Image is the text-rendering and layout engine — best for tech packs, callout sheets, and lookbook pages that combine garment visuals with copy. Moire is the app where those documents get built as part of the collection workflow.

TL;DR — Build a collection's technical documents and lookbook pages on GPT Image. Moire routes through GPT Image 2 Draft, GPT Image 1.5, GPT Image 2, and GPT Image 2 Print in a 7-stage workflow that takes a designer from brief to finished collection. The text-rendering and layout engine is OpenAI's. The workflow is Moire's.

What is GPT Image?

OpenAI · GPT Image 2 (with Print and Draft variants)

GPT Image is OpenAI's image generation model, currently shipping as GPT Image 2 with Draft and Print variants. It's the strongest foundation model for compositional control (laying out specific elements on the canvas) and text rendering (legible, accurate typography in-image), which makes it uniquely suited for fashion artifacts that aren't just photos: tech packs, mood-board pages, lookbook spreads with copy, and editorial layouts.

Where GPT Image excels

  • Best-in-class text rendering — accurate, legible typography directly in the image, multi-language.
  • Strong compositional control — multi-element layouts (e.g. tech pack callouts, garment + spec block + brand mark) hold their structure.
  • Editing and inpainting — surgical changes to specific image regions without retouching the rest.

Where it falls short for fashion

  • Composition and text rendering are GPT Image's job. Versioning tech packs, tracking design changes through development, handing off to production — that's the workflow designers need beyond image generation.
  • A tech pack is one document. A collection has a brief, design system, development notes, editorial photography, campaign assets, and distribution materials. GPT Image handles the document; Moire holds the rest.
  • No multi-look consistency layer. Each generation starts fresh; carrying the same design system across 12 looks requires the designer to manage it manually.

How Moire fixes this

Moire is the app for building the collection. GPT Image renders the tech packs and lookbook pages; Moire holds the 7 stages around them — from brief through distribution. At the design and development stages, Moire routes the right prompt to GPT Image with the right layout anchors and the right garment references. The resulting tech packs are both well-composed and correctly sequenced inside the broader collection workflow.

Routed through: GPT Image 2 Draft · GPT Image 1.5 · GPT Image 2 · GPT Image 2 Print

Same prompt. Different output.

Tech pack page for a single-breasted wool blazer: front view, back view, sleeve detail, fabric swatch, with construction callouts (notched lapel, double vent, bishop sleeve), neutral white background, technical illustration style

Raw GPT Image output: clean tech pack, but it defaults to a standard blazer — single back vent and a straight buttoned cuff
GPT Image alone
Moire-enriched GPT Image output: same clean tech pack with the brief's exact construction — notched lapel with gorge seam, double back vent, and a gathered bishop sleeve into a fitted cuff
GPT Image + Moire

Same prompt, same model — identical layout, callouts, and typography. Without Moire: a generic blazer (single vent, straight sleeve). With Moire: the construction the brief actually called for — gorge-seam notched lapel, double vent, bishop sleeve.

Side by side

Feature
GPT Image alone
GPT Image + Moire
Tech packs
Clean layout, best-in-class text
Same — built into the collection workflow
Lookbook layouts with copy
Strong compositional control
Same — with editorial stage workflow on top
Brand kit
Not GPT Image's job
Handled at the brand stage in Moire
Multi-look consistency
Per-generation, no shared system
Held across the collection
Editorial video
Not GPT Image's job
Veo / Kling / Runway, routed through Moire
Free tier
API access required
Yes — GPT Image 2 Draft on Moire's free tier

Frequently Asked

AI fashion design — answered.

GPT Image is the strongest foundation model for tech packs — multi-element compositions and legible in-image text hold up where other models break. Moire routes to GPT Image at the design and development stages so tech packs sit inside the broader collection workflow, not in isolation.

Ship a collection's tech packs and lookbook.

GPT Image inside a fashion design workflow. Free to start.

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