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Monday, 14 July2025

Neural-Based Forecasting Powers Scalable, High-Precision Merchant Intelligence

Neural-Based Forecasting Powers Scalable, High-Precision Merchant Intelligence
Financial institutions are revolutionizing merchant support with neural-based forecasting using unsupervised ML. By clustering merchants and applying deep-learning models per cohort, this approach delivers accurate demand, inventory, and workforce predictions at scale. It enhances decision-making & profitability across sectors like retail and hospitality—while avoiding the resource-heavy per-merchant models of traditional methods. However, firms must balance accuracy gains against model latency.

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