Side-by-side comparison of AI visibility scores, market position, and capabilities
San Francisco CPG supply chain AI (rebranded Daybreak) at $35M ARR May 2025; $107M total (Dell/TPG/ServiceNow/In-Q-Tel) focusing on Fill-Rate/OTIF for Estée Lauder/Kellogg's competing with o9 Solutions for AI demand planning.
Noodle.ai (rebranded as Daybreak) is a San Francisco, California-based enterprise AI supply chain planning platform — backed with $107 million in total funding including a $10 million Series C-II in January 2024 from Dell Technologies Capital, TPG, ServiceNow Ventures, Honeywell Ventures, Nexus Venture Partners, and In-Q-Tel — providing CPG (consumer packaged goods) and manufacturing companies including Estée Lauder and Kellogg's with AI-powered inventory planning, demand forecasting, and fill-rate optimization that targets Fill-Rate, Inventory, and OTIF (On-Time-In-Full) outcomes as the primary business metrics. As of May 2025, Noodle.ai/Daybreak reports $35 million in annual recurring revenue with approximately 105 employees across 6 continents. In January 2024, Stephen R. Collins was appointed CEO (founder Stephen Pratt transitioning to Senior Strategic Advisor) and Jerome Holbus joined as Chief Product Officer. Founded in 2016 in San Francisco.
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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