Lookbook AI vs VueFind

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.

VueFind is Vue.ai’s personalized image and text search solution for product discovery, offered through web and API access for retailers and eCommerce teams. Shoppers can search catalogs with an image or text query. Computer vision extracts visual product attributes, while natural language processing generates titles and descriptions. Results can be adjusted using behavioral and contextual signals such as age, gender, and visual preferences. The search offering lists autocomplete, typo-friendly queries, and a self-learning system; real-time behavior tracking can support next-best recommendations on no-result pages. Vue.ai positions the product for long-tail search, catalog ontology, and link structure that help products appear through external search engines. Its wider suite includes customizable AI models, dynamic personalization, and AI-driven segmentation. Connectors can read and write data across more than 200 locations. APIs and SDKs are available. Data at rest uses AES 256-bit encryption, and data in transit uses HTTPS with TLS 1.2. Pricing is on request.