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.
Convoy was the digital freight marketplace that reached $3.8B valuation before shutting down in October 2023; assets were acquired by Flexport as the US trucking industry's digital transformation continues.
Convoy was a Seattle-based digital freight network that operated an automated matching platform connecting shippers with trucking carriers, aiming to bring Uber-style efficiency to the highly fragmented US trucking industry. Founded in 2015 by Dan Lewis and Grant Goodale, Convoy raised over $900M from investors including Google, Jeff Bezos, and T. Rowe Price, reaching a peak valuation of $3.8 billion as it grew to handle hundreds of thousands of loads per month across a network of hundreds of thousands of trucks.
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