Foundation AI models are powerful, but they don't know what "dolman sleeves" or "bias-cut draping" actually look like. Moire adds 370+ curated fashion techniques on top of these models so your prompts finally speak fashion fluently.
Foundation Models Aren't Fashion Experts
Ask any general-purpose image model for "a dress with interesting sleeves" and you'll get something. Maybe puffed sleeves, maybe cape sleeves, maybe sleeves that defy physics. "Interesting sleeves" doesn't mean anything specific. Fashion designers have names for 40+ sleeve types: bishop, juliet, leg-of-mutton, poet, raglan, kimono, dolman, bell.
Foundation models handle "vintage" or "elegant" beautifully, but fashion design requires technique-level precision: not just "textured fabric"; you need jacquard vs brocade vs matelassé. Not just "draped"; you need cowl draping vs Grecian draping vs waterfall draping. Not just "collar"; you need Peter Pan vs mandarin vs shawl.
We Don't Replace AI Models. We Add the Fashion Expertise They're Missing.
Moire sits between you and foundation AI models as a fashion knowledge translator. You describe what you want. Moire's techniques database identifies relevant fashion atoms and enriches your prompt with precise visual descriptors. Your chosen AI model generates an image with actual fashion accuracy.
- You describe: "90s slip dress, minimalist"
- Moire enriches: bias-cut construction, spaghetti straps, cowl neckline, midi length, silk charmeuse fabric
- AI model generates: a slip dress with construction details that match actual garment logic
Same Prompt, With and Without Moire
Sleeve Types
Prompt: "White blouse with dramatic sleeves"
Generic AI: Generic puffy sleeves with no specific construction. Could be gathered fabric. Could be structured volume.
With Moire: Bishop sleeves with full volume from shoulder to wrist, gathered at cuff with button closure. The AI gets specific visual targets instead of "dramatic."
Dress Silhouette
Prompt: "Elegant 1950s cocktail dress"
Generic AI: A generic vintage-looking dress with details from the 1940s or 1960s mixed in. A decade is not a construction technique.
With Moire: New Look silhouette, fitted bodice with princess seams, full circle skirt, tea length. The AI gets construction vocabulary instead of a time period.
Fabric Specificity
Prompt: "Luxurious evening gown with flowing fabric"
Generic AI: Shiny fabric that could be satin, silk, polyester, or something that doesn't exist in textile manufacturing. "Flowing" could mean chiffon or heavy crepe.
With Moire: Silk charmeuse with characteristic lustre and fluid drape, bias-cut construction to maximize fabric flow. The fabric behaves like real textile.
Models Moire Enhances
Moire's fashion techniques layer works with multiple foundation models. Pick the one that fits your workflow.
- Nano Banana (Google) — Strong prompt adherence and photorealistic rendering for editorial and lookbook work
- Flux (Black Forest Labs) — High-quality image synthesis with strong artistic flexibility
- GPT Image (OpenAI) — Excellent compositional control and text rendering for tech packs and layouts
- Imagen (Google) — High-fidelity photographic output
- Recraft V3 — Precision control over style and composition
- Seedream (ByteDance) — Fast iteration cycles
Moire's techniques layer is model-agnostic. As new foundation models launch, we add support.
Try Moire's Fashion Layer Free
10 free generations. No credit card. See what happens when AI understands the difference between a dolman sleeve and a raglan.