replenishment
5 posts tagged with “replenishment”
The Inventory Reduction Equation: What 31% Better Forecasts Actually Mean for Your Safety Stock
Organizations deploying AI-based forecasting are cutting Mean Absolute Percentage Error by 31% on average — and translating that accuracy into 20-30% inventory reductions. Here's what the numbers actually mean for your safety stock strategy.
CXTMS InsightsJune 10, 2026 · 5 min read
AutoZone’s Mega-Hub Strategy Turns Store Replenishment Into a Network Design Problem
AutoZone’s mega-hub expansion shows why store replenishment now depends on transportation frequency, SKU depth, and service-window design—not inventory alone.
CXTMS InsightsJune 8, 2026 · 6 min read
AWG and RELEX Forecast Replenishment: What Grocery Wholesalers Should Learn From AI Planning in 2026
AWG's RELEX forecast replenishment project shows why grocery wholesalers need AI planning connected to transportation execution, appointment scheduling, and exception workflows.
CXTMS InsightsMay 11, 2026 · 6 min read
RELEX State of Supply Chain 2026: How AI Forecast and Replenishment Is Replacing Static Safety Stock Models
RELEX's 2026 survey of 514 supply chain leaders reveals 47% are deploying AI-driven inventory optimization. Here's why static safety stock formulas are failing and what AI replenishment actually delivers in volatile demand environments.
CXTMS InsightsMay 5, 2026 · 6 min read
RELEX State of Supply Chain 2026: AI Moves From Pilot Projects to Operational Decision-Making
RELEX's 2026 survey shows 67% of supply chain leaders now running AI in live planning operations. Here's what that shift means for freight forwarders and logistics operators building their TMS strategy.
CXTMS InsightsMay 3, 2026 · 4 min read