Side-by-side comparison of AI visibility scores, market position, and capabilities
US YC AI grocery demand forecasting at 0.95 MAE with 38% food waste reduction for 300-location chain; $2.3M seed Dec 2023 1984/YC/Collaborative/Instacart angels using sports betting odds and weather for inventory competing with Afresh.
Guac is a United States-based AI demand forecasting platform for grocery retailers — backed by Y Combinator with $2.3 million in seed funding in December 2023 from 1984 Ventures, Y Combinator, Collaborative Fund, and angel investors from Instacart, Roblox, Jane Street, and Citadel Securities — providing grocery chains, delivery companies, and supermarkets across North America, Europe, and the Middle East with machine learning-powered daily sales predictions that achieve 0.95 unit mean absolute error (MAE) average forecast accuracy, delivering 38% food waste reduction for a 300-location supermarket chain customer. Founded by Euro Wang and Jack Solomon, Guac applies unconventional data signals (sports betting odds, weather forecasts, local event calendars) to grocery demand prediction where traditional moving-average forecasting fails.
AI supply chain platform covering demand planning through warehouse and transportation management; Panasonic-owned with $8.5B acquisition, serving global retail and manufacturing.
Blue Yonder (formerly JDA Software) is an AI-powered supply chain management platform providing demand planning, inventory optimization, warehouse management, and transportation management solutions for global retailers, manufacturers, and logistics providers. Founded in 1985 (as JDA Software) and headquartered in Scottsdale, Arizona, Blue Yonder was acquired by Panasonic in 2021 for approximately $8.5 billion, giving it the financial backing and industrial IoT integration capabilities of a major Japanese conglomerate.
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