Inventory tips and AI forecasting trend
Recent social posts emphasize prioritizing critical spares, improving visibility, and diversifying suppliers for MRO inventory while urging mastery of inventory‑turn metrics. Separate posts note small retailers and SMBs are adopting AI‑driven forecasting and shrink control to reduce stockouts and excess inventory. (x.com) (x.com)
Manufacturers and small retailers are pushing the same fix for inventory in 2026: know which items are critical, track them in real time, and forecast demand with software instead of guesswork. (ibm.com) (nrf.com) In maintenance, repair and operations — the spare parts and supplies used to keep equipment running — a missing low-cost part can idle a high-cost asset. IBM said many MRO inventories contain tens or hundreds of thousands of items, making manual ranking of critical spares impractical. (ibm.com) IBM said MRO teams are using “spares criticality” scoring to decide which parts justify safety stock and which can be ordered later. Its MRO optimization software says the goal is to keep the right parts available while minimizing unplanned downtime and excess stock. (ibm.com 1) (ibm.com 2) That same logic is showing up in retail, where forecasting tools are being sold as a way to cut both stockouts and overstocks. The National Retail Federation said retailers in 2025 are moving beyond traditional forecasting toward more responsive inventory systems tied to demand signals and fulfillment data. (nrf.com) Large chains are already describing those systems in operational terms. NRF reported that Macy’s, Stitch Fix, Kraft Heinz and Ocado have been using artificial intelligence and machine learning for inventory visibility, while PYMNTS said Target’s AI-powered core inventory systems covered about 40% of its assortment as of its August 20, 2025 earnings commentary. (nrf.com) (pymnts.com) For smaller businesses, the basic yardstick is still inventory turnover — how many times stock is sold and replaced in a period. Corporate Finance Institute and Shopify both define it as cost of goods sold divided by average inventory. (corporatefinanceinstitute.com) (shopify.com) A higher turnover ratio usually means goods move faster; a lower ratio can signal weak sales or too much stock on hand. Days sales of inventory measures the same problem from the other direction by estimating how long inventory sits before it is sold. (corporatefinanceinstitute.com) (investopedia.com) Shrink is part of the equation too, because inventory records fail when goods disappear or are miscounted. McKinsey said retail shrink is not synonymous with theft and called for a store-by-store, data-informed approach to reduce losses. (mckinsey.com) Supply risk is pushing companies to spread orders across more than one source instead of relying on a single supplier. McKinsey’s 2024 global supply chain survey found continuing gaps in how organizations identify and mitigate supply-chain risk, including weak board-level oversight. (mckinsey.com) The thread running through both factory storerooms and shop floors is simple: the old inventory playbook of periodic counts and rough forecasts is giving way to critical-parts ranking, live visibility and software-assisted planning. (ibm.com) (deloitte.com)
