AI Outfit Generator

AI Outfit Generator

Create complete outfit combinations and styling suggestions using each::sense — the intelligent AI agent that automatically selects the best model for your request.

Quick Start

Requires an each::labs API key. Get one at eachlabs.ai.

Using curl

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -d '{
    "messages": [
      {
        "role": "user",
        "content": "Generate a complete autumn casual outfit: layered look with earth tones, including outerwear, top, bottoms, shoes, and accessories. Flat lay arrangement on a wooden surface, styled fashion photography"
      }
    ],
    "stream": false
  }'

Using Python (OpenAI SDK)

from openai import OpenAI

client = OpenAI(
    api_key="YOUR_EACHLABS_API_KEY",
    base_url="https://eachsense-agent.core.eachlabs.run/v1"
)

response = client.chat.completions.create(
    model="eachsense/beta",
    messages=[{
        "role": "user",
        "content": "Generate a complete autumn casual outfit: layered look with earth tones, including outerwear, top, bottoms, shoes, and accessories. Flat lay arrangement on a wooden surface, styled fashion photography"
    }]
)

print(response.choices[0].message.content)

With Reference Image

Build an outfit around an existing garment:

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -d '{
    "messages": [
      {
        "role": "user",
        "content": [
              {"type": "text", "text": "Create a complete outfit built around this jacket. Show the full look on a model: matching pants or skirt, complementary shoes, and accessories. Street style photography, full body shot"},
              {"type": "image_url", "image_url": {"url": "https://example.com/my-jacket.jpg"}}
            ]
          }
    ],
    "stream": false
  }'

Images are sent inside messages using the OpenAI multimodal content format. Maximum 4 images per request.

Streaming

Set "stream": true for real-time SSE responses, or "stream": false for complete result in a single response. Streaming is useful for showing progress in UIs; non-streaming is simpler for scripts and automation.

Prompt Engineering Tips

Prompt Structure

[occasion] + [season] + [style direction] + [color palette] + [garment list] + [presentation format] + [photography style]

Occasion Keywords

Presentation Formats

flat lay on white background — clean e-commerce style
flat lay on textured surface — lifestyle editorial
on a model full body shot — shows fit and drape
outfit grid collage — each item separately displayed
mood board layout — includes color swatches and textures

Examples

Business Casual Monday

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -d '{
    "messages": [
      {
        "role": "user",
        "content": "Generate a business casual outfit for a woman: tailored blazer in camel, white silk blouse, high-waisted navy trousers, pointed-toe nude heels, minimal gold jewelry. Shown on a model in a modern office lobby, natural lighting, three-quarter body shot, professional fashion photography"
      }
    ],
    "stream": false
  }'

Summer Festival Look

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -d '{
    "messages": [
      {
        "role": "user",
        "content": "Generate a summer music festival outfit for a man: linen camp-collar shirt in dusty pink, relaxed chino shorts in sand, woven leather sandals, straw bucket hat, round sunglasses. Flat lay arrangement on sun-bleached wood, overhead shot, styled fashion photography"
      }
    ],
    "stream": false
  }'

Capsule Wardrobe Grid

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -d '{
    "messages": [
      {
        "role": "user",
        "content": "Generate a minimalist capsule wardrobe grid showing 12 essential pieces: 3 tops (white tee, striped breton, black turtleneck), 3 bottoms (blue jeans, black trousers, khaki chinos), 2 outerwear (navy peacoat, beige trench coat), 2 shoes (white sneakers, brown chelsea boots), 2 accessories (leather belt, canvas tote). Each item in its own cell, clean white background, organized grid layout, catalog style photography"
      }
    ],
    "stream": false
  }'

Styling Color Rules

• Monochromatic — shades of one color, add interest with textures and silhouettes
• Complementary — opposite on the color wheel (navy + burnt orange, olive + burgundy)
• Analogous — adjacent hues (camel, rust, terracotta for warm earth tones)
• Neutral base + one accent — safest formula (grey suit, white shirt, red tie)

Batch Workflow: Outfit-of-the-Week

DAYS=("Monday:business casual, structured blazer and slacks" \
      "Tuesday:smart casual, knit polo and chinos" \
      "Wednesday:relaxed office, cable-knit sweater and tailored jeans" \
      "Thursday:client meeting, charcoal suit and white shirt" \
      "Friday:casual Friday, denim jacket and joggers")

for DAY_OUTFIT in "${DAYS[@]}"; do
  DAY="${DAY_OUTFIT%%:*}"
  DESC="${DAY_OUTFIT#*:}"
  curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
    -H "Content-Type: application/json" \
    -H "X-API-Key: $EACHLABS_API_KEY" \
    -d "{
      \"messages\": [{\"role\": \"user\", \"content\": \"Generate an outfit for $DAY: $DESC. Show on a male model, full body shot, clean background, commercial fashion photography\"}],
      \"stream\": false
    }"
  echo "--- $DAY ---"
done

Common Pitfalls

• Too many patterns in one outfit creates visual noise. Stick to one patterned piece with solid companions.
• Ignoring proportions — oversized top pairs with slim bottom and vice versa.
• Season mismatch — specifying "wool coat" with "linen shorts" confuses the model.
• Flat lay with too many items — more than 8 pieces becomes cluttered. Keep flat lays focused.

Related Skills

• AI Fashion Model — Generate model imagery for outfits
• AI Clothing Try-On — Try outfits on real photos
• AI Fashion Lookbook — Full lookbook layouts
• AI Fabric Pattern — Custom textile patterns

Related Models

• flux-2-max — Highest quality image generation
• seedream-v4-5 — Creative and artistic styles
• nano-banana-pro — Fast iterations

Documentation

• each::sense Overview
• each::labs API