Abstract
The University of Florida (UF) and Epoca International jointly transformed the flood of everyday social-media posts into a precise, AI-driven demand-forecasting engine. UF leveraged its HiPerGator supercomputer and interdisciplinary faculty to build large-scale models that sifted billions of unprompted consumer conversations. Epoca supplied proprietary product data, industry expertise, and its rapid-product-development cycle. Together they demonstrated how advanced analytics can shift a company from reactive to proactive market sensing, shortening the product-to-shelf timeline while maintaining inventory efficiency. The partnership exemplifies UF’s broader mission of an AI-University that partners with industry to convert cutting-edge computing into real-world competitive advantage.
Learning Objectives
- Explain how advanced high-performance computing and AI can transform billions of social-media signals into demand-forecasting models.
- Explain the process by which AI‑driven multimodal learning distinguishes genuine purchase‑triggering content from background noise in massive digital conversations.
- Analyze how early detection of consumer intent empowers a company to align manufacturing decisions before traditional sales data surface.
- Evaluate the strategic value of university-industry partnerships in translating advanced AI research infrastructure into competitive business advantages.
Appropriate Courses
AI for business, data-driven market forecasting, marketing analytics and predictive modeling, strategic operations and digital transformation, operations and supply-chain management, interdisciplinary research collaboration
