Demand Forecasting is the process of predicting future consumer or operational demand for products, services, or resources using historical data, statistical models, and machine learning techniques. Accurate forecasts inform inventory management, production planning, procurement, and logistics decisions across industries including retail, manufacturing, energy, and telecommunications. Research challenges include handling demand volatility, sparse data for new products, external factors such as seasonality and economic shifts, and multi-horizon prediction accuracy.
Procurement teams lose time and money to inaccurate demand forecasts and manual supplier negotiations. A new framework from NEC Corporation and NEC Laboratories America combines automated negotiation with multimodal AI forecasting to optimize both sides of the procurement process.
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NEC Laboratories America, Inc. (NEC Labs) is the US-based center for NEC Corporation’s global network of corporate research laboratories. Our diverse research groups collaborate with industry, academia and governments to provide disruptive solutions to complex problems. A leader in the integration of IT and network technologies with more than 100 years of expertise, NEC provides a combination of products and solutions that cross-utilize the company’s experience and global resources to meet the complex and ever-changing needs of its customers.