AI supply chain Case Studies — 150+ Real Implementations

Maersk

Maersk cuts unplanned fleet downtime 20-30% and fuel use 5-10% with ML predictive maintenance

20-30% Unplanned Downtime Reduction5-10% per voyage (~$100M+ annual savings) Fuel Consumption Reduction

Route & Fleet Optimization

Logistics & Freight

Customs Assured

Customs Assured achieves 30% productivity gain automating customs declarations with AI

30% Productivity Gain

Supply Chain Visibility & Tracking

Logistics & Freight

nGroup

nGroup achieves 229% warehouse productivity boost with Locus Robotics AMRs and Optoro for returns putaway

229% increase Warehouse Productivity~1 million units putaway Monthly Returns Volume

Returns & Reverse Logistics

Warehousing & Distribution

Leading Middle East Port Operator (unnamed)

Leading Middle East Port Operator Cuts Customs Clearance Time 60% with AI-Powered Trade Facilitation Platform

60% reduction Customs Clearance Time90% Risk-Based Inspection Accuracy

Supply Chain Visibility & Tracking

Logistics & Freight

XPO

XPO cuts trailer damage claims with AI real-time loading inspection at dock

Weeks vs. 6 months previously Development Time Reduction

Quality Control & Inspection

Logistics & Freight

Teknosa

Teknosa reduces lost sales and increases gross profit with AI-driven inventory optimization

Inventory Optimization

Retail & E-Commerce Supply Chain

by invent.ai

Fortune 50 Food & Beverage Company (unnamed)

Fortune 50 food and beverage company cuts inspection time 20% and training time 50% with SymphonyAI Connected Worker

50% reduction Worker Training Time35% improvement Knowledge Worker Efficiency

Quality Control & Inspection

Food & Beverage Supply Chain

Maersk Tankers

Maersk Tankers cuts data-to-action cycle from 3 days to 8 hours with embedded AI analytics

Reduced from 3 days to 8 hours Data-to-Action Cycle

Route & Fleet Optimization

Logistics & Freight

Nestlé

Nestlé achieves 100% supply chain transparency with AGRIVI Food Traceability platform

100% Supply Chain Transparency

Supply Chain Visibility & Tracking

Food & Beverage Supply Chain

Everlane

Everlane reduces return fraud 85% and stops $30K-$40K monthly with AI-powered Return Vision™

$30,000–$40,000 per month Monthly Fraud Savings (FTID)85% reduction Fraud Reduction vs Mail Returns

Returns & Reverse Logistics

Retail & E-Commerce Supply Chain

FLO

FLO reduces lost sales by 12% and boosts product availability from 71% to 94% with AI-powered demand forecasting, allocation and replenishment

12% Lost Sales ReductionImproved from 71% to 94% Product Availability

Demand Forecasting & Planning

Retail & E-Commerce Supply Chain

by invent.ai

API Group

API Group reduces over-stock 8.5% and improves on-time delivery 11% with AI inventory optimisation

11% increase On-Time Delivery Improvement8.5% decrease Over-Stock Reduction

Inventory Optimization

Warehousing & Distribution

ArcBest

ArcBest saves $1M per month with AI city route optimization for ABF Freight

$1M+ Monthly Operating Income Improvement28% Operating Income Growth (Q4 YoY)

Route & Fleet Optimization

Logistics & Freight

DFDS

DFDS saves 15 minutes per vessel loading operation with AI-powered autonomous drone trailer inspection

15 minutes average Time Saved Per Loading/Discharging

Supply Chain Visibility & Tracking

Logistics & Freight

Time Manufacturing Company

Time Manufacturing cuts sourcing costs by $5M+ with LightSource AI-powered procurement platform

$5M+ Awarded Savings$20M+ Total Awarded Spend Managed

Procurement Analytics

Procurement & Sourcing

Unnamed Global Brewer (one of the world's largest brewers)

Global Beer Leader achieves 10% forecast accuracy boost by replacing SAP APO with o9 AI-powered planning

10% improvement Forecast Accuracy32+ countries global rollout Supply Chain Scope

Demand Forecasting & Planning

Food & Beverage Supply Chain

by o9 Solutions

Tesco

Tesco reduces dwell times and improves stock accuracy across 3,000 locations with Roambee AI visibility

23,000+ unique journeys Container Journeys Tracked6.21 million miles Miles of Network Covered

Supply Chain Visibility & Tracking

Retail & E-Commerce Supply Chain

Eberspächer Group

Eberspächer implements AI demand forecasting achieving greater accuracy and reduced inventory in 5-week deployment

Kickoff to go-live in 5 weeks Implementation Time

Demand Forecasting & Planning

Automotive Supply Chain

UPS

UPS ORION route optimization saves $400M annually and 100M miles with AI-powered delivery routing

$400 million (projected 2025) Annual Cost Savings100 million miles Miles Saved Annually

Route & Fleet Optimization

Logistics & Freight

DHL Supply Chain

DHL Supply Chain achieves 1 billion warehouse picks with Locus Robotics AMR fleet

30–180% Picks Per Hour Improvement80% Onboarding Time Reduction

Warehouse Automation & Robotics

Warehousing & Distribution

by Locus Robotics

J.B. Hunt

J.B. Hunt achieves 100% on-time delivery and zero accidents in autonomous freight trial with Waymo Via

100% On-Time Pickup & Delivery862,179 lbs Freight Delivered

Route & Fleet Optimization

Logistics & Freight

DHL Supply Chain

DHL Supply Chain achieves 300%+ throughput increase with Addverb robotic sortation system

300%+ (20 → 100+ units/hour) Throughput Increase99.99% Order Fulfilment Accuracy

Warehouse Automation & Robotics

Logistics & Freight

Aliaxis

Aliaxis reduces European logistics costs 8-9% by building supply chain digital twin with AIMMS SC Navigator

~8–9% of total logistics costs Logistics Cost ReductionMonths reduced to days for network analysis Decision Speed

Supply Chain Digital Twin

Energy & Chemicals Supply Chain

eShipper+

eShipper+ achieves 73% faster D2C order processing and 67% shrinkage reduction with Logiwa IO

73% faster D2C Order Processing Speed67% reduction (6% → under 2%) Inventory Shrinkage

Order Management & Fulfillment

Warehousing & Distribution

KION Group

KION Group shifts from reactive firefighting to proactive supplier risk management with Everstream Analytics

Hundreds of thousands in profit protected through proactive mitigation Financial Risk Reduction24/7 coverage across 3 continents (APAC, EMEA, Americas) with 10+ person team Global Risk Team Coverage

Supplier Risk Management

Automotive Supply Chain

by Everstream Analytics

Toyota

Toyota cuts supply planning team from 50+ to 6-10 planners and eliminates 75 spreadsheets with agentic AI

Reduced from 50+ to 6–10 planners (~87% reduction) Planning Team Size75+ spreadsheets removed Spreadsheets Eliminated

Demand Forecasting & Planning

Automotive Supply Chain

Unigloves

Unigloves cuts order processing time 79% and triples capacity with AI order automation

79% (10 min → 2 min per order) Order Processing Time Reduction85% of orders require zero human intervention Full Automation Rate

Order Management & Fulfillment

Pharmaceutical & Healthcare Supply Chain

Nestlé India

Nestlé India reduces collisions 36% with AI dashcams and GPS fleet monitoring

36% decrease in 7 months Total Collision Reduction26% decrease in 7 months Serious Collision Reduction

Route & Fleet Optimization

Food & Beverage Supply Chain

Clariant

Clariant achieves record ocean shipment tracking coverage within 6 weeks using FourKites visibility platform

6 weeks Time to Record Tracking Coverage

Supply Chain Visibility & Tracking

Energy & Chemicals Supply Chain

by FourKites

Unnamed Airline Parts Warehouse

Airline Parts Warehouse Achieves $22,127 Annual Savings and 22% Productivity Gain by Automating Parts Dispatch

$22,127 Annual Savings8.13 months ROI Period

Warehouse Automation & Robotics

Warehousing & Distribution

MAHLE

MAHLE reduces group-wide inventory 20% across 148 plants with Celonis Process Intelligence

20% group-wide Inventory Reduction148 Plants Connected

Inventory Optimization

Automotive Supply Chain

Maersk

Maersk launches first commercial autonomous trucking lane with Kodiak Robotics on Dallas–San Antonio corridor

First commercial autonomous trucking lane in the US Commercial milestone

Route & Fleet Optimization

Logistics & Freight

PepsiCo

PepsiCo achieves 20% throughput increase and 10-15% CAPEX reduction using AI-powered digital twins with Siemens and NVIDIA

20% at Gatorade plant within 3 months Throughput Increase10–15% estimated across operations CAPEX Reduction

Supply Chain Digital Twin

Food & Beverage Supply Chain

Amazon

Amazon achieves 10% travel efficiency gain deploying DeepFleet AI across 1 million warehouse robots

10% improvement Robot Travel Efficiency1 million+ Robots Deployed

Warehouse Automation & Robotics

Warehousing & Distribution

DHL Express

DHL Express increases parcel sorting capacity 40% with AI-powered DHLBots

40% Sorting Capacity Increase1,000+ Parcels Sorted Per Hour

Warehouse Automation & Robotics

Warehousing & Distribution

Walmart

Walmart Mexico City self-healing inventory AI prevents $55M+ in excess inventory losses

$55M+ Excess Inventory Losses Prevented

Inventory Optimization

Retail & E-Commerce Supply Chain

AI supply chain Case Studies: 150+ Real Implementations

Real-world AI implementations in supply chain with measurable results. Browse AI for Supply Chain's database of case studies by industry, use case, and technology.

Maersk

Customs Assured

nGroup

Leading Middle East Port Operator (unnamed)

XPO

Teknosa

Fortune 50 Food & Beverage Company (unnamed)

Maersk Tankers

Nestlé

Everlane

FLO

API Group

ArcBest

DFDS

Time Manufacturing Company

Unnamed Global Brewer (one of the world's largest brewers)

Tesco

Eberspächer Group

UPS

DHL Supply Chain

J.B. Hunt

DHL Supply Chain

Aliaxis

eShipper+

KION Group

Toyota

Unigloves

Nestlé India

Clariant

Unnamed Airline Parts Warehouse

MAHLE

Maersk

PepsiCo

Amazon

DHL Express

Walmart