Lookbook AI vs WNTD

Lookbook AI identifies garments in outfit photos and matches them with shoppable products. Computer vision separates outfits into items such as tops, bottoms, shoes, bags, and accessories, while CLIP visual matching compares style, color, and silhouette. The service says it searches more than 1 million products from major retailers, though a match may be relevant without being exact. Retailers can add a white-label product finder to Shopify, WooCommerce, or a custom site using a script tag, connect a product feed, or use the REST API. Creators can build lookbooks from Instagram, TikTok, YouTube, Pinterest, and personal blogs, earning commission on purchases with monthly payouts and no minimums. It is offered on the web, through an API, and as a self-hosted deployment. The Starter plan is free and allows up to 1,000 products and 1,000 searches per month. Growth is $199 a month, with up to 50,000 products and unlimited searches. The image demo accepts JPG, PNG, or WebP files up to 20MB. Creator onboarding is limited, with creators being onboarded one at a time.

WNTD has no write-up on Specifiction yet; its figures are above.