Side-by-side comparison of AI visibility scores, market position, and capabilities
Managed recommendation API with deep-learning personalized feeds; $8M Series A from Madrona, serving Outdoorsy and QVC with Meta-caliber personalization for companies without ML engineering teams.
Shaped is a San Francisco-based machine learning infrastructure company that provides production-ready recommendation systems and personalized feed APIs that businesses integrate to deliver relevant content, products, and notifications to users — eliminating the need to build and maintain complex recommendation engineering in-house. Founded by former Meta recommendation systems engineer Tullie Murrell, Shaped raised $8 million in Series A funding in July 2024 from Madrona Venture Group and Global Founders Capital, serving customers including Outdoorsy (peer-to-peer RV rental), Brazilian grocery app Trela, and QVC.
US YC W20 AI interior design platform with style preference discovery and room visualization; generating personalized moodboards and shoppable décor matches competing with Houzz for AI-native home design discovery.
Oda Studio is a United States-based AI-powered interior design platform — backed by Y Combinator (W20) — providing homebuyers, renters, and design enthusiasts with AI tools to discover their personal design aesthetic, visualize how spaces would look with different furniture and décor, and find matching products from online retailers. Users select style preferences (mid-century modern, bohemian, minimalist, coastal) and color palettes (navy, salmon, olive, beige) and receive AI-generated moodboards and room transformation visuals in seconds — with the platform linking out to purchasable products that match the visualized design. Founded in 2020 and enhanced with more sophisticated AI algorithms in 2024-2025, Oda Studio serves the design discovery and product-matching need that exists in the early stages of home decorating before interior designers are typically engaged.
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