AI for inventory optimization
Dynamic safety stock, automated replenishment, multi-echelon optimization: what AI changes in inventory management, with the latest articles from our watch.
Too much inventory ties up cash, too little loses sales. AI helps set that balance product by product and site by site: dynamic safety stock, automated replenishment, allocation between warehouses and stores.
Recent approaches go beyond computing parameters. They recommend actions (transfer, order, clear stock) and, in some cases, execute them on their own within limits set by the company. The value depends on the reliability of inventory records and supplier lead times, which are often worse than assumed.
Latest articles on this topic
List updated continuously by the SmartSupplyAI watch.
Material Management Market To 2035: AI-Driven Inventory Optimization Fuels Expansion — October 2, 2026, indexbox.io
The global material management market is forecasted to grow at a compound annual growth rate of 7.2% from 2026 to 2035, driven by AI-driven inventory optimization, automation, and the integration of IoT technologies…
Macy’s To Use AI for Better Inventory Management — September 26, 2026, wwd.com
Macy’s is scaling an AI pilot into broader execution, adding an AI forecast overlay capability to its replenishment processes to improve in-stock levels and deploy inventory more efficiently. The retailer expects the…
Macy's rolls out AI inventory replenishment tool — September 18, 2026, retaildive.com
Macy's Inc. is expanding an artificial intelligence forecast overlay capability in its replenishment operations from pilot to broader rollout, according to a Sept. 10 earnings call. The move is part of the retailer's…
Sightline OS Launches Continuity AI, Turning Restaurant Stockouts From a Crisis Into a Non-Event — September 15, 2026, prnewswire.com
Sightline OS has launched Continuity AI, an intelligent reasoning engine built into its inventory and supply chain platform for multi-unit restaurant chains. The tool identifies supply gap risks up to 12 weeks in…
Highstock Raises $30 Million Series A Led By a16z For AI-Powered Excess Inventory Marketplace — September 11, 2026, pulse2.com
Highstock has raised a $30 million Series A led by Andreessen Horowitz to expand its AI-powered B2B marketplace that helps consumer brands sell excess inventory to vetted wholesale buyers outside traditional…
Healthcare Supply Chain Management Market Set to Reach US$11.58 Billion by 2033 | AI, Autonomous Inventory, Digital Traceability and Supply Chain Resilience — September 8, 2026, openpr.com
The global healthcare supply chain management market is projected to grow from US$3.92 billion in 2025 to US$11.58 billion by 2033, at a CAGR of 14.9%. This growth is driven by AI-powered, data-driven supply chain…
How Novartis optimized its supply chain with real-time risk insight — September 2, 2026, ey.com
Novartis implemented a data-driven, globally integrated solution to manage its slow-moving and non-moving inventory risks more effectively. By redesigning their inventory provisioning process with SAP Profitability and…
AI could make hospital inventory counting obsolete — September 1, 2026, it-online.co.za
Gartner reports that chief supply chain officers in healthcare should prepare to replace manual inventory counting with autonomous supply rooms using AI and computer vision to track supplies and trigger replenishment…
Agentic AI for Retail Stockouts and Returns — August 26, 2026, logisticsbusiness.com
Blue Yonder has announced new retail innovations as part of its 'Cognitive Solutions' portfolio, using agentic AI to connect forecasting, inventory planning, fulfilment, customer service and returns on the Blue Yonder…
Predictive Logistics: How Connected Data and AI Drive Dynamic Inventory Balancing — August 18, 2026, iotforall.com
This article explores how enterprise distributors operating multi-location networks can overcome 'phantom stockouts' by shifting from static, historical forecasting toward dynamic inventory balancing powered by AI and…
How FourKites Connects Stockout Detection to Freight Execution in Minutes - Logistics Viewpoints — May 12, 2026, logisticsviewpoints.com
FourKites has launched a new solution integrating Inventory Twin and Booking Connect AI to bridge stockout detection with freight execution. The system reduces resolution time from hours to under five minutes by…
FourKites Connects Supply Chain Planning and Execution with AI Inventory Twin Upgrades — May 8, 2026, enterprisetimes.co.uk
FourKites has announced upgrades to its AI-powered Inventory Twin platform, bridging the gap between supply chain planning and real-time execution. The new capabilities enable companies to synchronize inventory…- How FourKites Connects Stockout Detection to Freight Execution in Minutes — May 7, 2026, logisticsviewpoints.com
FourKites has integrated its Inventory Twin and Booking Connect AI to create a closed-loop system that reduces stockout resolution time from hours to under five minutes. The solution detects inventory risks two to six… 
LG CNS, SAP Partner on AI-Driven Supply Chain Planning and Inventory Integration — April 29, 2026, ajupress.com
LG CNS has signed an MOU with SAP to drive AI-based supply chain innovation using SAP IBP, integrating data across demand forecasting, production planning, and inventory management. The partnership leverages SAP's…
65% less electricity costs in the warehouse ⚡️💡 The storage and retrieval machine 🏭🤖 that pays for itself in three years ⏳💰 — April 26, 2026, xpert.digital
The article introduces the Smart Power Technology in storage and retrieval machines (SRMs) like the CAPDRIVE system from LTW Intralogistics, which uses supercapacitors to store braking energy for reuse, resulting in up…
Lowe’s taps tech to unify inventory planning, replenishment — April 24, 2026, supplychaindive.com
Lowe's is expanding its partnership with Relex Solutions to unify and optimize end-to-end inventory management using a single AI-driven platform. The platform combines Lowe's in-house supply chain technology with…
Visual Comfort Highlights Data-Driven Approach to Scaling New Product Introductions at the Gartner Supply Chain Symposium/Xpo — April 21, 2026, newswire.com
Visual Comfort & Co., a premier lighting manufacturer and retailer, will present at the Gartner Supply Chain Symposium/Xpo about their data-driven approach to managing approximately 3,000 new SKU introductions…
Zebra Barcode Scanner (Retail/B2B): AI Integration Boosts Efficiency Amid Retail Tech Surge — April 20, 2026, ad-hoc-news.de
Zebra Technologies is enhancing its barcode scanners with AI capabilities to improve efficiency in retail and B2B operations, reducing checkout times by up to 50% and misreads by 40%. The company holds over 30% market…
Verusen Appoints Kevin Epp as Principal Functional Consultant, Expanding MRO Inventory Optimization Expertise — April 20, 2026, manilatimes.net
Verusen, an AI-driven supply chain optimization company, has appointed Kevin Epp as Principal Functional Consultant to enhance its MRO inventory optimization capabilities. Epp brings over 20 years of supply chain…
Inventory Reimagined: How AI Will Optimize Stock for Speed, Cost, and Precision in a Predictive World — April 4, 2026, sdcexec.com
The article explores how AI is transforming inventory management from a static, reactive system into a predictive, self-correcting network that anticipates demand before it materializes. It discusses how AI-driven…
Walmart expands digital shelf technology into Mexico — March 31, 2026, dcvelocity.com
Walmart de México y Centroamérica is expanding its use of digital store modernization technology through a collaboration with Vusion, deploying the EdgeSense connected store platform across Walmart Express stores by…
Boeing Global Services Invests In AI, USM, Inventory To Boost Supply — March 31, 2026, aviationweek.com
Boeing Global Services is leveraging AI and data analytics to address ongoing supply chain challenges, with full recovery to pre-pandemic benchmarks unlikely this decade. The company is investing in inventory…
RBMSoft Announces AI Commerce Layer Delivering Up to 80% Reduction in Retail Out-of-Stock Rates Transforming Modern Logistics Efficiency — March 25, 2026, openpr.com
RBMSoft has developed an AI commerce intelligence layer that helps a global fashion retailer address inventory imbalances caused by disaggregated data and unstable consumer behavior. The solution provides real-time…
KC-backed (and built) AI startup rebrands amid shift to tackling America's supply chain pain points — March 23, 2026, startlandnews.com
Kansas City-based AI startup dScribe AI has rebranded to Rebulk as it pivots from video transcriptions to bulk inventory tracking using AI-powered computer vision. The company is already piloting with major clients…
Can Accenture and RELEX Deliver on the Promise of Unified AI Supply Chains for Retail Giants? — March 18, 2026, futurumgroup.com
Accenture and RELEX Solutions have expanded their partnership with Lowe's to unify the retailer's inventory replenishment and allocation platform using AI-driven technology. The initiative aims to improve efficiency…
How artificial intelligence is powering supply chains — March 18, 2026, drapersonline.com
Businesses including Hackett London, Luca Faloni, Farfetch, Hugo Boss, Pentland Brands and London Sock Company are using artificial intelligence to optimize inventory management and mitigate disruption in supply…
How Burger King's "Patty" in BK Assistant Bridges Frontline Ops and Supply-Chain Flow — March 18, 2026, blog.gettransport.com
Burger King's AI assistant Patty integrates with POS systems and inventory feeds to generate real-time replenishment triggers and dispatch decisions. The system guides kitchen staff through preparation tasks while…
Best Buy counters memory shortage with inventory, vendor tweaks — March 12, 2026, supplychaindive.com
Best Buy is addressing memory chip shortages and price inflation by implementing strategic inventory management and vendor collaboration. The retailer is bringing in as much inventory as possible, adjusting product…
MIT CTL and Mecalux develop an AI-based simulator to optimize inventory across warehouses — March 11, 2026, mmh.com
MIT Center for Transportation & Logistics and Mecalux have developed GENESIS, an AI-based simulator that optimizes inventory distribution across warehouses within a logistics network. The platform uses machine learning…
MIT and Mecalux Launch AI Simulator to Optimize Warehouse Inventory — March 11, 2026, globaltrademag.com
MIT researchers and Mecalux have developed GENESIS, an AI-powered simulator that uses machine learning and genetic algorithms to optimize inventory distribution across warehouse networks. The system analyzes…
Frequently asked questions
What does AI change compared with a classic safety stock calculation?
The classic calculation relies on fixed assumptions about demand and lead-time variability. Recent models re-estimate these parameters continuously, at a granular level (item, site), and account for multiple constraints such as capacity or shelf life.
What is multi-echelon optimization?
Optimizing inventory across the whole network (plants, central warehouses, regional hubs, stores) rather than site by site, so that each tier does not separately buffer against the same risk.
Where to start?
With measurement: inventory accuracy, actual supplier lead times, service level per item. Without that data, an optimization engine produces recommendations that teams will not follow.
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