- Reported result:
- 85 - 90% Weekly DC forecast accuracy in fresh, excluding promotions
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- Not available in record
Machine Learning & Predictive Analytics in Retail & E-Commerce Supply Chain
24 documented Machine Learning & Predictive Analytics deployments in Retail & E-Commerce Supply Chain. Source-extracted; not independently verified.
This evidence set isolates Machine Learning & Predictive Analytics deployments within Retail & E-Commerce Supply Chain. The records below identify the implementing organization, technology and vendor when reported, source-reported results, cited source, and missing evidence explicitly.
- Last updated
- Maintained by
- Peter KorpakLead Editor
- Methodology
- How evidence is checked
24
Case Studies
2
Vendors
Documented Machine Learning & Predictive Analytics implementations in Retail & E-Commerce Supply Chain
D
Retail & E-Commerce Supply ChainDemand Forecasting & PlanningMachine Learning & Predictive Analytics
B
Biyoute Trading
Biyoute Trading reaches 89% regional weekly forecast accuracy and over 98% on-shelf availability with RELEX
Retail & E-Commerce Supply ChainDemand Forecasting & PlanningMachine Learning & Predictive Analytics
- Reported result:
- 89% Weekly forecast accuracy, regional level
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- Not available in record
S
Super Hosokawa
Super Hosokawa trial: tofu and fried food waste at 0.20% vs 0.52% overall, using Imamura Shoji forecasts
Retail & E-Commerce Supply ChainDemand Forecasting & PlanningMachine Learning & Predictive Analytics
- Reported result:
- 0.20% Waste rate, tofu and fried products (overall 0.52%)
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- Not available in record
Cited source: Microsoft Customer StoriesSource published Source link checked Automated evidence gate passed
V
Retail & E-Commerce Supply ChainInventory OptimizationMachine Learning & Predictive Analytics
- Reported result:
- 58% Reduction in surplus orders
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- Not available in record
General Merchandise Retailer
Global General Merchandise Retailer Masters Hyper-Growth with AI-Powered Omnichannel Planning Across 500K SKUs
Retail & E-Commerce Supply ChainDemand Forecasting & PlanningMachine Learning & Predictive Analytics
- Reported result:
- Not reported by source
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- o9 Solutions
G
Global Retail Giant (unnamed, Fortune 100)
Global retail giant reduces dead stock from $230M to $92M with AI-driven inventory optimization
Retail & E-Commerce Supply ChainInventory OptimizationMachine Learning & Predictive Analytics
- Reported result:
- $230M → $92M (60% reduction) Dead Stock Volume
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- Not available in record
W
Retail & E-Commerce Supply ChainInventory OptimizationMachine Learning & Predictive Analytics
- Reported result:
- Not reported by source
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- Not available in record
Chow Tai Fook Jewellery Group
Chow Tai Fook unifies retail planning across 6,000 stores with o9 Digital Brain platform
Retail & E-Commerce Supply ChainInventory OptimizationMachine Learning & Predictive Analytics
- Reported result:
- Not reported by source
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- o9 Solutions
Cited source: www.o9solutions.comSource published Source link checked Automated evidence gate passed
W
Walmart
Walmart's 'Wally' AI Agent Reduces Out-of-Stock Rates 20–25% with Self-Healing Inventory System
Retail & E-Commerce Supply ChainInventory OptimizationMachine Learning & Predictive Analytics
- Reported result:
- 20–25% Out-of-Stock Rate Reduction
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- Not available in record
Cited source: www.financialcontent.comSource published Source link checked Automated evidence gate passed
T
Target
Target improves on-shelf availability 150 bps for top 5,000 items with machine learning forecasting
Retail & E-Commerce Supply ChainInventory OptimizationMachine Learning & Predictive Analytics
- Reported result:
- 150 bps improvement for top 5,000 items On-Shelf Availability
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- Not available in record
I
Retail & E-Commerce Supply ChainRoute & Fleet OptimizationMachine Learning & Predictive Analytics
- Reported result:
- 28% of total Ikea retail sales (FY2024) Online Sales Share
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- Not available in record
I
Retail & E-Commerce Supply ChainDemand Forecasting & PlanningMachine Learning & Predictive Analytics
- Reported result:
- 98% (up from 92%) Forecast Acceptance Rate
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- Not available in record
TBInternational
TBInternational goes live in six months with AI-powered demand forecasting and operations planning via o9 Digital Brain
Retail & E-Commerce Supply ChainDemand Forecasting & PlanningMachine Learning & Predictive Analytics
- Reported result:
- 6 months from selection to go-live Deployment Timeline
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- o9 Solutions
T
Target
Target eliminates unknown out-of-stocks across ~2,000 stores using ensemble ML Inventory Ledger
Retail & E-Commerce Supply ChainInventory OptimizationMachine Learning & Predictive Analytics
- Reported result:
- Not reported by source
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- Not available in record
I
Retail & E-Commerce Supply ChainRoute & Fleet OptimizationMachine Learning & Predictive Analytics
- Reported result:
- €100 million (~$117M) Annual Delivery Cost Savings
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- Not available in record
n
national retailer
Leading national retailer recovers $80M in sales with AI-driven inventory anomaly detection
Retail & E-Commerce Supply ChainInventory OptimizationMachine Learning & Predictive Analytics
- Reported result:
- $80M Total Recovered Revenue
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- Not available in record
K
Retail & E-Commerce Supply ChainWarehouse Automation & RoboticsMachine Learning & Predictive Analytics
- Reported result:
- 4–5x faster than original process Order Fulfillment Speed
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- Not available in record
N
National Supermarket Chain (Second-Largest in North America)
National supermarket chain drives $200M incremental profit with SymphonyAI vertical AI for retail merchandising
Retail & E-Commerce Supply ChainDemand Forecasting & PlanningMachine Learning & Predictive Analytics
- Reported result:
- $200M Incremental Profit
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- Not available in record
M
Major Global Convenience Store Retailer
Major Global Convenience Retailer Achieves 3% Revenue Growth and 8% Fewer Stock-Outs with AI-Powered Demand Forecasting
Retail & E-Commerce Supply ChainDemand Forecasting & PlanningMachine Learning & Predictive Analytics
- Reported result:
- 8% fewer out-of-stock situations Stock-Out Reduction
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- Not available in record
A
Retail & E-Commerce Supply ChainDemand Forecasting & PlanningMachine Learning & Predictive Analytics
- Reported result:
- 20% Regional Forecast Improvement
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- Not available in record
Cited source: www.constellationr.comSource published Source link checked Automated evidence gate passed
Leading European Shoe Retailer
Leading European shoe retailer unlocks $21.4M in additional sales with AI-powered inventory optimization
Retail & E-Commerce Supply ChainInventory OptimizationMachine Learning & Predictive Analytics
- Reported result:
- $21.4M Additional Sales Revenue
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- invent.ai
Retail & E-Commerce Supply ChainInventory OptimizationMachine Learning & Predictive Analytics
- Reported result:
- Not reported by source
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- invent.ai
Retail & E-Commerce Supply ChainDemand Forecasting & PlanningMachine Learning & Predictive Analytics
- Reported result:
- 12% Lost Sales Reduction
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- invent.ai
W
Retail & E-Commerce Supply ChainInventory OptimizationMachine Learning & Predictive Analytics
- Reported result:
- $55M+ Excess Inventory Losses Prevented
- Deployment timeframe:
- Not reported by source
- Technology:
- Machine Learning & Predictive Analytics
- Vendor:
- Not available in record