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Commerce · 2026 · Shopify

AI Enters Demand Forecasting to Adjust Inventory Before Markets Change

Growth in U.S. e-commerce increases the importance of accurate inventory and replenishment planning.

Visual reference: AI Enters Demand Forecasting to Adjust Inventory Before Markets Change

Image: Shopify · original publication Image source ↗

What happened

Growth in U.S. e-commerce increases the importance of accurate inventory and replenishment planning.

What changes

AI-assisted forecasting can incorporate demand patterns into inventory decisions.

Why it matters

Overstock and stockouts create different costs that a forecast must help manage.

Implications for businesses

A U.S. retailer should test forecasts against actual sales and define who reviews exceptions before changing replenishment decisions.

Un Rino’s take

A forecast is an input to judgment, not a guarantee of future demand.

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