Lookbook AI vs Trooply Visual Search API

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.

Trooply Visual Search API provides visual and text search for ecommerce product discovery. Queries can use an uploaded image, image URL, crop, multiple images, text, voice, or image combined with text. Results are reranked using visual similarity, product type, popularity, aspect ratio, color histogram, and category signals; queries can also be pre-filtered by category, price range, stock status, and custom fields. The service uses CLIP ViT-L/14 with 768-dimensional vectors and reports latency under 200 ms at the 95th percentile for catalogs up to 100,000 products. Listed stack options include Shopify, WooCommerce, Magento, BigCommerce, Squarespace, and a custom API, alongside Python and JavaScript SDKs and a storefront widget. Each store has its own database and Qdrant vector collection. Uploaded shopper images are discarded after embedding, and raw images are not stored. The free plan costs nothing and includes 50 products and 1,000 API calls per month. Basic costs $24.99 a month, billed annually at $299.88; a 14-day Premium-feature trial is offered without a credit card.