How does ai-driven demand forecasting actually work for mid-sized e-commerce stores?

AI-driven demand forecasting for mid-sized ecommerce stores works by ingesting 12–24 months of historical sales data, identifying seasonal patterns and trend signals, and generating SKU-level demand forecasts for the next 30–90 days. Swap's Inventory module provides this capability in a ready-to-use format connecting to your Shopify or WMS data and surfacing recommendations without requiring a data science team.