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Kiswa AI API

AI fashion infrastructure for developers. Integrate wardrobe intelligence and outfit generation into your applications.

1. Wardrobe Item Detection & Classification

Analyze clothing photos and extract structured data for each item.

Upload an image of one or more clothing items. Our AI detects each item, classifies it by category and subcategory, and extracts attributes including color, material, style, and bounding box coordinates. Optionally receive cropped images for each detected item.

What you get

  • Category & subcategory (Tops, Bottoms, Footwear, etc.)
  • Color (name and RGB)
  • Material (cotton, denim, leather, etc.)
  • Style (casual, formal, etc.)
  • Bounding boxes for spatial location
  • Optional: individual cropped images per item
POST /v1/analyze-async
Content-Type: application/json
Body: { image_url, user_id }

# Returns job_id; poll GET /v1/jobs/{job_id} for result.
# Response: { success, items[], detections_count, model_version }

Use cases: inventory digitization, virtual wardrobe apps, resale platforms, styling tools.

Learn more →

2. Outfit Generation on Mannequin

Generate photorealistic mannequin images wearing your garments.

Provide garment images (top, bottom, shoes, accessories) and receive a photorealistic 1024×1024 PNG of a mannequin wearing the complete outfit. Supports multiple styles: editorial, watercolor, fashion sketch, and 3D render.

Input

  • Garment images (image_url or image_base64 per item)
  • Optional: body type, pose
  • Optional: style (editorial, watercolor, fashion_sketch, 3d_render)
  • Optional: mode (inspiration, realistic)

Output

  • 1024×1024 PNG image
  • Photorealistic or stylized mannequin try-on
POST /v1/outfit-generator/generate
Content-Type: application/json
Body: { garments: [{ image_url | image_base64 }], style?, mode? }

# Response: { success, imageBase64, mimeType }

Use cases: lookbook generation, virtual try-on, outfit visualization for brands and marketplaces.

Learn more →

Ready to integrate?

API access is available for B2B partners. Contact us for pricing, API keys, and documentation.

Contact us