AI in SCM Market will Drive Higher ROI, Improved Process Efficacy and More Efficient Operations
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This report provides detailed analysis and forecasts for AI in SCM by solution (Platforms, Software, and AI as a Service), solution components (Hardware, Software, Services), management function (Automation, Planning and Logistics, Inventory Management, Fleet Management, Freight Brokerage, Risk Management, and Dispute Resolution), AI technologies (Cognitive Computing, Computer Vision, Context-aware Computing, Natural Language Processing, and Machine Learning), and industry verticals (Aerospace, Automotive, Consumer Goods, Healthcare, Manufacturing, and others).
This is the broadest and most detailed report of its type, providing analysis across a wide range of go-to-operational process considerations, such as the need for identity management and real-time location tracking, and market deployment considerations, such as AI type, technologies, platforms, connectivity, IoT integration, and deployment model including AI-as-a-Service (AIaaS).
Each aspect evaluated includes forecasts from 2023 to 2028 such as AIaaS by revenue in China. It provides an analysis of AI in SCM globally, regionally, and by country including the top ten countries per region by market share. The report also provides an analysis of leading companies and solutions that are leveraging AI in their supply chains and those they manage on behalf of others, with an evaluation of key strengths and weaknesses of these solutions.
It assesses AI in SCM by industry vertical and application such as material movement tracking and drug supply management in manufacturing and healthcare respectively. The report also provides a view into the future of AI in SCM including analysis of performance improvements such as optimization of revenues, supply chain satisfaction, and cost reduction.
Select Report Findings:
- AI in SCM solutions as a whole will reach $17.5B globally by 2028
- The Asia Pac region is the largest and fastest-growing for AI in SCM
- Cloud-based AI-as-a-Service for SCM will exceed $3.7B globally by 2028
- AI SCM in edge computing for IoT enabled solutions will reach $6.12B by 2028
- Artificial Intelligence of Things is emerging as a major enabler of SCM optimization
- Material movement and tracking is the largest sub-segment within AI SCM in manufacturing
- AI-enabled supply chains are over 67% more effective with reduced risk and lower overall costs
Modern supply chains represent complex systems of organizations, people, activities, information, and resources involved in moving a product or service from supplier to customer. Supply Chain Management (SCM) solutions are typically manifest in software architecture and systems that facilitate the flow of information among different functions within and between enterprise organizations.
Leading SCM solutions catalyze information sharing across organizational units and geographical locations, enabling decision-makers to have an enterprise-wide view of the information needed in a timely, reliable, and consistent fashion. Various forms of Artificial Intelligence (AI) are being integrated into SCM solutions to improve everything from process automation to overall decision-making. This includes greater data visibility (static and real-time data) as well as related management information system effectiveness.
In addition to fully automated decision-making, AI systems are also leveraging various forms of cognitive computing to optimize the combined efforts of artificial and human intelligence. For example, AI in SCM is enabling improved supply chain automation through the use of virtual assistants, which are used both internally (within a given enterprise) as well as between supply chain members (e.g. customer-supplier chains). It is anticipated that virtual assistants in SCM will leverage an industry-specific knowledge database as well as company, department, and production-specific learning.
AI-enabled improvements in supply chain member satisfaction causes a positive feedback loop, leading to better overall SCM performance. One of the primary goals is to leverage AI to make supply chain improvements from production to consumption within product-related industries as well as create opportunities for supporting “servitization” of products in a cloud-based “as a service” model. AI will identify opportunities for supply chain members to have greater ownership of “outcomes as a service” and control of overall product/service experience and profitability.
With Internet of Things (IoT) technologies and solutions taking an ever-increasing role in SCM, the inclusion of AI algorithms and software-driven processes with IoT represents a very important opportunity to leverage the Artificial Intelligence of Things (AIoT) in supply chains. More specifically, AIoT solutions leverage the connectivity and communications power of IoT, along with the machine learning and decision-making capabilities of AI, as a means of optimizing SCM by way of data-driven managed services.
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Table of Contents
1. Executive Summary
2. Introduction
2.1 Supply Chain Management
2.1.1 Challenges
2.1.2 Opportunities
2.2 AI in SCM
2.2.1 Key AI Technologies for SCM
2.2.2 AI and Technology Integration
3. AI in SCM Challenges and Opportunities
3.1 Market Dynamics
3.1.1 Companies with Complex Supply Chains
3.1.2 Logistics Management Companies
3.1.3 SCM Software Solution Companies
3.2 Technology and Solution Opportunities
3.2.1 Leverage Artificial Intelligence
3.2.1.1 Integrate AI with Existing Processes
3.2.1.2 Integrate AI with Existing Systems
3.2.2 Integrate AI with Internet of Things
3.2.2.1 Leverage AIoT Platforms, Software, and Services
3.2.2.2 Leverage Data as a Service Providers
3.3 Implementation Challenges
3.3.1 Management Friction
3.3.2 Legacy Processes and Procedures
3.3.3 Outsource AI SCM Solution vs. Legacy Integration
4. Supply Chain Ecosystem Company Analysis
4.1 Vendor Market Share
4.2 Top Vendor Recent Developments
4.3 3M
4.4 Adidas
4.5 Amazon
4.6 Arvato SCM Solutions
4.7 BASF
4.8 Basware
4.9 BMW
4.10 C. H.Robinson
4.11 Cainiao Network (Alibaba)
4.12 Cisco Systems
4.13 ClearMetal
4.14 Coca-Cola Co.
4.15 Colgate-Palmolive
4.16 Coupa Software
4.17 Descartes Systems Group
4.18 Diageo
4.19 E2open
4.20 Epicor Software Corporation
4.21 FedEx
4.22 Fraight AI
4.23 H&M
4.24 HighJump
4.25 Home Depot
4.26 HP Inc.
4.27 IBM
4.28 Inditex
4.29 Infor Global Solutions
4.30 Intel
4.31 JDA
4.32 Johnson & Johnson
4.33 Kimberly-Clark
4.34 L’Oréal
4.35 LLamasoft Inc.
4.36 Logility
4.37 Manhattan Associates
4.38 Micron Technology
4.39 Microsoft
4.40 Nestlé
4.41 Nike
4.42 Novo Nordisk
4.43 NVidia
4.44 Oracle
4.45 PepsiCo
4.46 Presenso
4.47 Relex Solution
4.48 Sage
4.49 Samsung Electronics
4.50 SAP
4.51 Schneider Electric
4.52 SCM Solutions Corp.
4.53 Splice Machine
4.54 Starbucks
4.55 Teknowlogi
4.56 Unilever
4.57 Walmart
4.58 Xilinx
5. AI in SCM Market Case Studies
5.1 IBM Case Study with the Master Lock Company
5.2 BASF: Supporting Smart Supply Chain Operations with Cognitive Cloud
5.3 Amazon Customer Retention Case Study
5.4 BMW Employs AI for Logistics Processes
5.5 Intelligent Revenue and Supply Chain Management
5.6 AI-Powered Customer Experience
5.7 Rolls Royce uses AI to Safely Transport Cargo
5.8 Robots Deliver Medicine, Groceries and Packages with AI
5.9 Lineage Logistics Company Case Study
6. AI in SCM Market Analysis and Forecasts 2023-2028
6.1 AI in SCM Market 2023-2028
6.2 AI in SCM by Solution 2023-2028
6.2.1 Platforms
6.2.2 Software
6.2.3 AI as a Service
6.3 AI in SCM by Solution Components 2023-2028
6.3.1 Hardware
6.3.1.1 Non-IoT Device
6.3.1.2 IoT Embedded Device
6.3.1.2.1 Security Devices
6.3.1.2.2 Surveillance Robots and Drones
6.3.1.2.3 Networking Devices
6.3.1.2.4 Smart Appliances
6.3.1.2.5 Healthcare Device
6.3.1.2.6 Smart Grid Devices
6.3.1.2.7 In-Vehicle Devices
6.3.1.2.8 Energy Management Device
6.3.1.3 Components
6.3.1.3.1 Wearable and Embedded Components
6.3.1.3.1.1 Real-Time Location System
6.3.1.3.1.2 Barcode
6.3.1.3.1.3 Barcode Scanner
6.3.1.3.1.4 Barcode Stickers
6.3.1.3.1.5 RFID
6.3.1.3.1.6 RFID Tags
6.3.1.3.1.7 Sensor
6.3.1.3.2 Processors
6.3.2 Software
6.3.3 Services
6.3.3.1 Professional Services
6.4 AI in SCM by Management Function 2023-2028
6.4.1 Automation
6.4.2 Planning and Logistics
6.4.3 Inventory Management
6.4.4 Fleet Management
6.4.5 Virtual Assistance
6.4.6 Freight Brokerage
6.4.7 Risk Management and Dispute Resolution
6.5 AI in SCM by Technology 2023-2028
6.5.1 Cognitive Computing
6.5.2 Computer Vision
6.5.3 Context-aware Computing
6.5.4 Natural Language Processing
6.5.5 Predictive Analytics
6.5.6 Machine Learning
6.5.6.1 Reinforcement Learning
6.5.6.2 Supervised Learning
6.5.6.3 Unsupervised Learning
6.5.6.4 Deep Learning
6.6 AI in SCM by Industry Vertical 2023-2028
6.6.1 Aerospace and Government
6.6.2 Automotive and Transportation
6.6.3 Retail and Consumer Electronics
6.6.4 Consumer Goods
6.6.5 Healthcare
6.6.6 Manufacturing
6.6.7 Building and Construction
6.6.8 Others
6.7 AI in SCM by Deployment 2023-2028
6.7.1 Cloud Deployment
6.8 AI in SCM by AI System 2023-2028
6.9 AI in SCM by AI Type 2023-2028
6.10 AI in SCM by Connectivity
6.10.1 Non-Telecom Connectivity
6.10.2 Telecom Connectivity
6.10.3 Connectivity Standard
6.10.4 Enterprise
6.11 AI in SCM Market by IoT Edge Network 2023-2028
6.12 AI in SCM Analytics Market 2023-2028
6.13 AI in SCM Market by Intent Based Networking 2023-2028
6.14 AI in SCM Market by Virtualization 2023-2028
6.15 AI in SCM Market by 5G Network 2023-2028
6.16 AI in SCM Market by Blockchain Network 2023-2028
6.17 AI in SCM by Region 2023-2028
6.17.1 North America
6.17.2 Asia Pacific
6.17.3 Europe
6.17.4 Middle East and Africa
6.17.5 Latin America
6.18 AI in SCM by Country
6.18.1 Top Ten Country Market Share
6.18.2 USA
6.18.3 China
6.18.4 Canada
6.18.5 Mexico
6.18.6 Japan
6.18.7 UK
6.18.8 Germany
6.18.9 South Korea
6.18.10 France
6.18.11 Russia
7. Summary and Recommendations
List of Figures
Figure 1: Supply Chain Management Dynamics
Figure 2: SCM Customer-Supplier Challenges
Figure 3: Digital Transformation in Supply Chains
Figure 4: Artificial Intelligence Technologies
Figure 5: Internet of Things in SCM
Figure 6: Leading Logistics and SCM Companies
Figure 7: Integration of AI and IoT (AIoT)
Figure 8: Future of AI and IoT in SCM
Figure 9: AI in SCM Case Study: Enhancing Management Visibility
Figure 10: AI in SCM Case Study: Leveraging Operational Data
Figure 11: AI in SCM Case Study: Improving Automation
Figure 12: BASF Supply Chain Model
Figure 13: Cainiao Delivery and Warehouse Network
Figure 14: Coupa BSM Platform
Figure 15: E2open Supply Chain Model
Figure 16: HighJump Supply Chain Model
Figure 17: Home Depot Supply Chain Model
Figure 18: IBM Supply Chain Management Strategy
Figure 19: Inditex Supply Chain Management Innovation
Figure 20: Intel Supply Chain Legacy System
Figure 21: Logility Supply Chain Solutions
Figure 22: Microsoft Inventory and Warehouse Management
Figure 23: Presenso Predictive Asset Management Solution
Figure 24: Splice Machine Hybrid RDBMS
Figure 25: Global AI in SCM Market 2023-2028
Figure 26: Global AI in SCM Market by IoT Edge Network 2023-2028
Figure 27: Global AI in SCM Analytics Market 2023-2028
Figure 28: Global AI in SCM Market by Intent-Based Networking 2023-2028
Figure 29: Global AI in SCM Market by Virtualization 2023-2028
Figure 30: Global AI in SCM Market by 5G Network 2023-2028
Figure 31: Global AI in SCM Market by Blockchain Network 2023-2028
Figure 32: AI in SCM Market Share by Top Ten Country 2023-2028
List of Tables
Table 1: SCM Solution Vendor Market Share
Table 2: Global AI in SCM Market by Solution 2023-2028
Table 3: Global AI in SCM Market by Platforms 2023-2028
Table 4: Global AI in SCM Market by Software 2023-2028
Table 5: Global AI in SCM Market by AI-as-a-Service 2023-2028
Table 6: Global AI in SCM Market by Solution Components 2023-2028
Table 7: Global AI in SCM Market by Hardware 2023-2028
Table 8: Global AI in SCM Market by Non-IoT Device 2023-2028
Table 9: Global AI in SCM Market by IoT Embedded Device 2023-2028
Table 10: Global AI in SCM Market by IoT Security Device 2023-2028
Table 11: Global AI in SCM Market by Surveillance Robots and Drone 2023-2028
Table 12: Global AI in SCM Market by Networking Device 2023-2028
Table 13: Global AI in SCM Market by Smart Appliances 2023-2028
Table 14: Global AI in SCM Market by Healthcare Device 2023-2028
Table 15: Global AI in SCM Market by Smart Grid Device 2023-2028
Table 16: Global AI in SCM Market by In-Vehicle IoT Device 2023-2028
Table 17: Global AI in SCM Market by Energy Management Device 2023-2028
Table 18: Global AI in SCM Market by Components 2023-2028
Table 19: Global AI in SCM Market by Wearable and Embedded Components 2023-2028
Table 20: Global AI in SCM Market by RTLS 2023-2028
Table 21: Global AI in SCM Market by Barcode 2023-2028
Table 22: Global AI in SCM Market by Barcode Scanner 2023-2028
Table 23: Global AI in SCM Market by Barcode Scanner Technology Labels 2023-2028
Table 24: Global AI in SCM Market by Barcode Stickers 2023-2028
Table 25: Global AI in SCM Market by RFID 2023-2028
Table 26: Global AI in SCM Market by RFID Tags 2023-2028
Table 27: Global AI in SCM Market by Sensors 2023-2028
Table 28: Global AI in SCM Market by Processors 2023-2028
Table 29: Global AI in SCM Market by Software 2023-2028
Table 30: Global AI in SCM Market by Services 2023-2028
Table 31: Global AI in SCM Market by Professional Services 2023-2028
Table 32: Global AI in SCM Market by Automation 2023-2028
Table 33: Global AI in SCM Market by Planning and Logistics 2023-2028
Table 34: Global AI in SCM Market by Inventory Management 2020 - 2029
Table 35: Global AI in SCM Market by Fleet Management 2023-2028
Table 36: Global AI in SCM Market by Virtual Assistant 2023-2028
Table 37: Global AI in SCM Market by Freight Brokerage 2023-2028
Table 38: Global AI in SCM Market by Risk Management and Dispute Resolution 2023-2028
Table 39: Global AI in SCM Market by Cognitive Computing 2023-2028
Table 40: Global AI in SCM Market by Computer Vision 2023-2028
Table 41: Global AI in SCM Market by Context-aware Computing 2023-2028
Table 42: Global AI in SCM Market by Natural Language Processing 2023-2028
Table 43: Global AI in SCM Market by Predictive Analytics 2023-2028
Table 44: Global AI in SCM Market by Machine Learning 2023-2028
Table 45: Global AI in SCM Market by Reinforcement Learning 2023-2028
Table 46: Global AI in SCM Market by Supervised Learning 2023-2028
Table 47: Global AI in SCM Market by Unsupervised Learning 2023-2028
Table 48: Global AI in SCM Market by Deep Learning 2023-2028
Table 49: Global AI in SCM Market by Industry Vertical 2023-2028
Table 50: Global AI in SCM Market by Aerospace and Government Application 2023-2028
Table 51: Global AI in SCM Market by Automotive and Transportation Application 2023-2028
Table 52: Global AI in SCM Market by Retail and Consumer Electronics Application 2023-2028
Table 53: Global AI in SCM Market by Consumer Goods Application 2023-2028
Table 54: Global AI in SCM Market by Healthcare Application 2023-2028
Table 55: Global AI in SCM Market by Manufacturing Application 2023-2028
Table 56: Global AI in SCM Market by Building and Construction Application 2023-2028
Table 57: Global AI in SCM Market by Building and Construction Application 2023-2028
Table 58: Global AI in SCM Market by Deployment 2023-2028
Table 59: Global AI in SCM Market by Deployment 2023-2028
Table 60: Global AI in SCM Market by AI System 2023-2028
Table 61: Global AI in SCM Market by AI System 2023-2028
Table 62: Global AI in SCM Market by Connectivity 2023-2028
Table 63: Global AI in SCM Market by Non-Telecom Connectivity 2023-2028
Table 64: Global AI in SCM Market by Telecom Connectivity 2023-2028
Table 65: Global AI in SCM Market by Connectivity Standard 2023-2028
Table 66: Global AI in SCM Market by Enterprise 2023-2028
Table 67: Global AI in SCM Market by Region 2023-2028
Table 68: North America AI in SCM Market by Solution 2023-2028
Table 69: North America AI in SCM Market by Platforms 2023-2028
Table 70: North America AI in SCM Market by Solution Components 2023-2028
Table 71: North America AI in SCM Market by Hardware 2023-2028
Table 72: North America AI in SCM Market by Non-IoT Device 2023-2028
Table 73: North America AI in SCM Market by IoT Embedded Device 2023-2028
Table 74: North America AI in SCM Market by IoT Security Device 2023-2028
Table 75: North America AI in SCM Market by Surveillance Robots and Drone 2023-2028
Table 76: North America AI in SCM Market by Networking Device 2023-2028
Table 77: North America AI in SCM Market by Smart Appliances 2023-2028
Table 78: North America AI in SCM Market by Healthcare Device 2023-2028
Table 79: North America AI in SCM Market by Smart Grid Device 2023-2028
Table 80: North America AI in SCM Market by In-Vehicle IoT Device 2023-2028
Table 81: North America AI in SCM Market by Energy Management Device 2023-2028
Table 82: North America AI in SCM Market by Components 2023-2028
Table 83: North America AI in SCM Market by Wearable and Embedded Components 2023-2028
Table 84: North America AI in SCM Market by RTLS 2023-2028
Table 85: North America AI in SCM Market by Barcode 2023-2028
Table 86: North America AI in SCM Market by Barcode Scanner 2023-2028
Table 87: North America AI in SCM Market by Barcode Scanner Technology Labels 2023-2028
Table 88: North America AI in SCM Market by Barcode Stickers 2023-2028
Table 89: North America AI in SCM Market by RFID 2023-2028
Table 90: North America AI in SCM Market by RFID Tags 2023-2028
Table 91: North America AI in SCM Market by Sensors 2023-2028
Table 92: North America AI in SCM Market by Processors 2023-2028
Table 93: North America AI in SCM Market by Software 2023-2028
Table 94: North America AI in SCM Market by Services 2023-2028
Table 95: North America AI in SCM Market by Professional Services 2023-2028
Table 96: North America AI in SCM Market by Management Function 2023-2028
Table 97: North America AI in SCM Market by Technology 2023-2028
Table 98: North America AI in SCM Market by Machine Learning 2023-2028
Table 99: North America AI in SCM Market by Industry Vertical 2023-2028
Table 100: North America AI in SCM Market by Aerospace and Government Application 2023-2028
Table 101: North America AI in SCM Market by Automotive and Transportation Application 2023-2028
Table 102: North America AI in SCM Market by Retail and Consumer Electronics Application 2023-2028
Table 103: North America AI in SCM Market by Consumer Goods Application 2023-2028
Table 104: North America AI in SCM Market by Healthcare Application 2023-2028
Table 105: North America AI in SCM Market by Manufacturing Application 2023-2028
Table 106: North America AI in SCM Market by Building and Construction Application 2023-2028
Table 107: North America AI in SCM Market by Building and Construction Application 2023-2028
Table 108: North America AI in SCM Market by Deployment 2023-2028
Table 109: North America AI in SCM Market by Deployment 2023-2028
Table 110: North America AI in SCM Market by AI System 2023-2028
Table 111: North America AI in SCM Market by AI System 2023-2028
Table 112: North America AI in SCM Market by Connectivity 2023-2028
Table 113: North America AI in SCM Market by Non-Telecom Connectivity 2023-2028
Table 114: North America AI in SCM Market by Telecom Connectivity 2023-2028
Table 115: North America AI in SCM Market by Connectivity Standard 2023-2028
Table 116: North America AI in SCM Market by Enterprise 2023-2028
Table 117: North America AI in SCM Market by Country 2023-2028
Table 118: APAC AI in SCM Market by Solution 2023-2028
Table 119: APAC AI in SCM Market by Platforms 2023-2028
Table 120: APAC AI in SCM Market by Solution Components 2023-2028
Table 121: APAC AI in SCM Market by Hardware 2023-2028
Table 122: APAC AI in SCM Market by Non-IoT Device 2023-2028
Table 123: APAC AI in SCM Market by IoT Embedded Device 2023-2028
Table 124: APAC AI in SCM Market by IoT Security Device 2023-2028
Table 125: APAC AI in SCM Market by Surveillance Robots and Drone 2023-2028
Table 126: APAC AI in SCM Market by Networking Device 2023-2028
Table 127: APAC AI in SCM Market by Smart Appliances 2023-2028
Table 128: APAC AI in SCM Market by Healthcare Device 2023-2028
Table 129: APAC AI in SCM Market by Smart Grid Device 2023-2028
Table 130: APAC AI in SCM Market by In-Vehicle IoT Device 2023-2028
Table 131: APAC AI in SCM Market by Energy Management Device 2023-2028
Table 132: APAC AI in SCM Market by Components 2023-2028
Table 133: APAC AI in SCM Market by Wearable and Embedded Components 2023-2028
Table 134: APAC AI in SCM Market by RTLS 2023-2028
Table 135: APAC AI in SCM Market by Barcode 2023-2028
Table 136: APAC AI in SCM Market by Barcode Scanner 2023-2028
Table 137: APAC AI in SCM Market by Barcode Scanner Technology Labels 2023-2028
Table 138: APAC AI in SCM Market by Barcode Stickers 2023-2028
Table 139: APAC AI in SCM Market by RFID 2023-2028
Table 140: APAC AI in SCM Market by RFID Tags 2023-2028
Table 141: APAC AI in SCM Market by Sensors 2023-2028
Table 142: APAC AI in SCM Market by Processors 2023-2028
Table 143: APAC AI in SCM Market by Software 2023-2028
Table 144: APAC AI in SCM Market by Services 2023-2028
Table 145: APAC AI in SCM Market by Professional Services 2023-2028
Table 146: APAC AI in SCM Market by Management Function 2023-2028
Table 147: APAC AI in SCM Market by Technology 2023-2028
Table 148: APAC AI in SCM Market by Machine Learning 2023-2028
Table 149: APAC AI in SCM Market by Industry Vertical 2023-2028
Table 150: APAC AI in SCM Market by Aerospace and Government Application 2023-2028
Table 151: APAC AI in SCM Market by Automotive and Transportation Application 2023-2028
Table 152: APAC AI in SCM Market by Retail and Consumer Electronics Application 2023-2028
Table 153: APAC AI in SCM Market by Consumer Goods Application 2023-2028
Table 154: APAC AI in SCM Market by Healthcare Application 2023-2028
Table 155: APAC AI in SCM Market by Manufacturing Application 2023-2028
Table 156: APAC AI in SCM Market by Building and Construction Application 2023-2028
Table 157: APAC AI in SCM Market by Building and Construction Application 2023-2028
Table 158: APAC AI in SCM Market by Deployment 2023-2028
Table 159: APAC AI in SCM Market by Deployment 2023-2028
Table 160: APAC AI in SCM Market by AI System 2023-2028
Table 161: APAC AI in SCM Market by AI System 2023-2028
Table 162: APAC AI in SCM Market by Connectivity 2023-2028
Table 163: APAC AI in SCM Market by Non-Telecom Connectivity 2023-2028
Table 164: APAC AI in SCM Market by Telecom Connectivity 2023-2028
Table 165: APAC AI in SCM Market by Connectivity Standard 2023-2028
Table 166: APAC AI in SCM Market by Enterprise 2023-2028
Table 167: APAC AI in SCM Market by Country 2023-2028
Table 168: Europe AI in SCM Market by Solution 2023-2028
Table 169: Europe AI in SCM Market by Platforms 2023-2028
Table 170: Europe AI in SCM Market by Solution Components 2023-2028
Table 171: Europe AI in SCM Market by Hardware 2023-2028
Table 172: Europe AI in SCM Market by Non-IoT Device 2023-2028
Table 173: Europe AI in SCM Market by IoT Embedded Device 2023-2028
Table 174: Europe AI in SCM Market by IoT Security Device 2023-2028
Table 175: Europe AI in SCM Market by Surveillance Robots and Drone 2023-2028
Table 176: Europe AI in SCM Market by Networking Device 2023-2028
Table 177: Europe AI in SCM Market by Smart Appliances 2023-2028
Table 178: Europe AI in SCM Market by Healthcare Device 2023-2028
Table 179: Europe AI in SCM Market by Smart Grid Device 2023-2028
Table 180: Europe AI in SCM Market by In-Vehicle IoT Device 2023-2028
Table 181: Europe AI in SCM Market by Energy Management Device 2023-2028
Table 182: Europe AI in SCM Market by Components 2023-2028
Table 183: Europe AI in SCM Market by Wearable and Embedded Components 2023-2028
Table 184: Europe AI in SCM Market by RTLS 2023-2028
Table 185: Europe AI in SCM Market by Barcode 2023-2028
Table 186: Europe AI in SCM Market by Barcode Scanner 2023-2028
Table 187: Europe AI in SCM Market by Barcode Scanner Technology Labels 2023-2028
Table 188: Europe AI in SCM Market by Barcode Stickers 2023-2028
Table 189: Europe AI in SCM Market by RFID 2023-2028
Table 190: Europe AI in SCM Market by RFID Tags 2023-2028
Table 191: Europe AI in SCM Market by Sensors 2023-2028
Table 192: Europe AI in SCM Market by Processors 2023-2028
Table 193: Europe AI in SCM Market by Software 2023-2028
Table 194: Europe AI in SCM Market by Services 2023-2028
Table 195: Europe AI in SCM Market by Professional Services 2023-2028
Table 196: Europe AI in SCM Market by Management Function 2023-2028
Table 197: Europe AI in SCM Market by Technology 2023-2028
Table 198: Europe AI in SCM Market by Machine Learning 2023-2028
Table 199: Europe AI in SCM Market by Industry Vertical 2023-2028
Table 200: Europe AI in SCM Market by Aerospace and Government Application 2023-2028
Table 201: Europe AI in SCM Market by Automotive and Transportation Application 2023-2028
Table 202: Europe AI in SCM Market by Retail and Consumer Electronics Application 2023-2028
Table 203: Europe AI in SCM Market by Consumer Goods Application 2023-2028
Table 204: Europe AI in SCM Market by Healthcare Application 2023-2028
Table 205: Europe AI in SCM Market by Manufacturing Application 2023-2028
Table 206: Europe AI in SCM Market by Building and Construction Application 2023-2028
Table 207: Europe AI in SCM Market by Building and Construction Application 2023-2028
Table 208: Europe AI in SCM Market by Deployment 2023-2028
Table 209: Europe AI in SCM Market by Deployment 2023-2028
Table 210: Europe AI in SCM Market by AI System 2023-2028
Table 211: Europe AI in SCM Market by AI System 2023-2028
Table 212: Europe AI in SCM Market by Connectivity 2023-2028
Table 213: Europe AI in SCM Market by Non-Telecom Connectivity 2023-2028
Table 214: Europe AI in SCM Market by Telecom Connectivity 2023-2028
Table 215: Europe AI in SCM Market by Connectivity Standard 2023-2028
Table 216: Europe AI in SCM Market by Enterprise 2023-2028
Table 217: Europe AI in SCM Market by Country 2023-2028
Table 218: MEA AI in SCM Market by Solution 2023-2028
Table 219: MEA AI in SCM Market by Platforms 2023-2028
Table 220: MEA AI in SCM Market by Solution Components 2023-2028
Table 221: MEA AI in SCM Market by Hardware 2023-2028
Table 222: MEA AI in SCM Market by Non-IoT Device 2023-2028
Table 223: MEA AI in SCM Market by IoT Embedded Device 2023-2028
Table 224: MEA AI in SCM Market by IoT Security Device 2023-2028
Table 225: MEA AI in SCM Market by Surveillance Robots and Drone 2023-2028
Table 226: MEA AI in SCM Market by Networking Device 2023-2028
Table 227: MEA AI in SCM Market by Smart Appliances 2023-2028
Table 228: MEA AI in SCM Market by Healthcare Device 2023-2028
Table 229: MEA AI in SCM Market by Smart Grid Device 2023-2028
Table 230: MEA AI in SCM Market by In-Vehicle IoT Device 2023-2028
Table 231: MEA AI in SCM Market by Energy Management Device 2023-2028
Table 232: MEA AI in SCM Market by Components 2023-2028
Table 233: MEA AI in SCM Market by Wearable and Embedded Components 2023-2028
Table 234: MEA AI in SCM Market by RTLS 2023-2028
Table 235: MEA AI in SCM Market by Barcode 2023-2028
Table 236: MEA AI in SCM Market by Barcode Scanner 2023-2028
Table 237: MEA AI in SCM Market by Barcode Scanner Technology Labels 2023-2028
Table 238: MEA AI in SCM Market by Barcode Stickers 2023-2028
Table 239: MEA AI in SCM Market by RFID 2023-2028
Table 240: MEA AI in SCM Market by RFID Tags 2023-2028
Table 241: MEA AI in SCM Market by Sensors 2023-2028
Table 242: MEA AI in SCM Market by Processors 2023-2028
Table 243: MEA AI in SCM Market by Software 2023-2028
Table 244: MEA AI in SCM Market by Services 2023-2028
Table 245: MEA AI in SCM Market by Professional Services 2023-2028
Table 246: MEA AI in SCM Market by Management Function 2023-2028
Table 247: MEA AI in SCM Market by Technology 2023-2028
Table 248: MEA AI in SCM Market by Machine Learning 2023-2028
Table 249: MEA AI in SCM Market by Industry Vertical 2023-2028
Table 250: MEA AI in SCM Market by Aerospace and Government Application 2023-2028
Table 251: MEA AI in SCM Market by Automotive and Transportation Application 2023-2028
Table 252: MEA AI in SCM Market by Retail and Consumer Electronics Application 2023-2028
Table 253: MEA AI in SCM Market by Consumer Goods Application 2023-2028
Table 254: MEA AI in SCM Market by Healthcare Application 2023-2028
Table 255: MEA AI in SCM Market by Manufacturing Application 2023-2028
Table 256: MEA AI in SCM Market by Building and Construction Application 2023-2028
Table 257: MEA AI in SCM Market by Building and Construction Application 2023-2028
Table 258: MEA AI in SCM Market by Deployment 2023-2028
Table 259: MEA AI in SCM Market by Deployment 2023-2028
Table 260: MEA AI in SCM Market by AI System 2023-2028
Table 261: MEA AI in SCM Market by AI System 2023-2028
Table 262: MEA AI in SCM Market by Connectivity 2023-2028
Table 263: MEA AI in SCM Market by Non-Telecom Connectivity 2023-2028
Table 264: MEA AI in SCM Market by Telecom Connectivity 2023-2028
Table 265: MEA AI in SCM Market by Connectivity Standard 2023-2028
Table 266: MEA AI in SCM Market by Enterprise 2023-2028
Table 267: MEA AI in SCM Market by Country 2023-2028
Table 268: Latin America AI in SCM Market by Solution 2023-2028
Table 269: Latin America AI in SCM Market by Platforms 2023-2028
Table 270: Latin America AI in SCM Market by Solution Components 2023-2028
Table 271: Latin America AI in SCM Market by Hardware 2023-2028
Table 272: Latin America AI in SCM Market by Non-IoT Device 2023-2028
Table 273: Latin America AI in SCM Market by IoT Embedded Device 2023-2028
Table 274: Latin America AI in SCM Market by IoT Security Device 2023-2028
Table 275: Latin America AI in SCM Market by Surveillance Robots and Drone 2023-2028
Table 276: Latin America AI in SCM Market by Networking Device 2023-2028
Table 277: Latin America AI in SCM Market by Smart Appliances 2023-2028
Table 278: Latin America AI in SCM Market by Healthcare Device 2023-2028
Table 279: Latin America AI in SCM Market by Smart Grid Device 2023-2028
Table 280: Latin America AI in SCM Market by In-Vehicle IoT Device 2023-2028
Table 281: Latin America AI in SCM Market by Energy Management Device 2023-2028
Table 282: Latin America AI in SCM Market by Components 2023-2028
Table 283: Latin America AI in SCM Market by Wearable and Embedded Components 2023-2028
Table 284: Latin America AI in SCM Market by RTLS 2023-2028
Table 285: Latin America AI in SCM Market by Barcode 2023-2028
Table 286: Latin America AI in SCM Market by Barcode Scanner 2023-2028
Table 287: Latin America AI in SCM Market by Barcode Scanner Technology Labels 2023-2028
Table 288: Latin America AI in SCM Market by Barcode Stickers 2023-2028
Table 289: Latin America AI in SCM Market by RFID 2023-2028
Table 290: Latin America AI in SCM Market by RFID Tags 2023-2028
Table 291: Latin America AI in SCM Market by Sensors 2023-2028
Table 292: Latin America AI in SCM Market by Processors 2023-2028
Table 293: Latin America AI in SCM Market by Software 2023-2028
Table 294: Latin America AI in SCM Market by Services 2023-2028
Table 295: Latin America AI in SCM Market by Professional Services 2023-2028
Table 296: Latin America AI in SCM Market by Management Function 2023-2028
Table 297: Latin America AI in SCM Market by Technology 2023-2028
Table 298: Latin America AI in SCM Market by Machine Learning 2023-2028
Table 299: Latin America AI in SCM Market by Industry Vertical 2023-2028
Table 300: Latin America AI in SCM Market by Aerospace and Government Application 2023-2028
Table 301: Latin America AI in SCM Market by Automotive and Transportation Application 2023-2028
Table 302: Latin America AI in SCM Market by Retail and Consumer Electronics Application 2023-2028
Table 303: Latin America AI in SCM Market by Consumer Goods Application 2023-2028
Table 304: Latin America AI in SCM Market by Healthcare Application 2023-2028
Table 305: Latin America AI in SCM Market by Manufacturing Application 2023-2028
Table 306: Latin America AI in SCM Market by Building and Construction Application 2023-2028
Table 307: Latin America AI in SCM Market by Building and Construction Application 2019 - 2025
Table 308: Latin America AI in SCM Market by Deployment 2023-2028
Table 309: Latin America AI in SCM Market by Deployment 2023-2028
Table 310: Latin America AI in SCM Market by AI System 2023-2028
Table 311: Latin America AI in SCM Market by AI System 2023-2028
Table 312: Latin America AI in SCM Market by Connectivity 2023-2028
Table 313: Latin America AI in SCM Market by Non-Telecom Connectivity 2023-2028
Table 314: Latin America AI in SCM Market by Telecom Connectivity 2023-2028
Table 315: Latin America AI in SCM Market by Connectivity Standard 2023-2028
Table 316: Latin America AI in SCM Market by Enterprise 2023-2028
Table 317: Latin America AI in SCM Market by Country 2023-2028
Table 318: USA AI in SCM Market by Solution 2023-2028
Table 319: USA AI in SCM Market by Solution 2023-2028
Table 320: USA AI in SCM Market by Solution Components 2023-2028
Table 321: USA AI in SCM Market by Hardware 2023-2028
Table 322: USA AI in SCM Market by Non-IoT Device 2023-2028
Table 323: USA AI in SCM Market by IoT Embedded Device 2023-2028
Table 324: USA AI in SCM Market by Components 2023-2028
Table 325: USA AI in SCM Market by Software 2023-2028
Table 326: USA AI in SCM Market by Services 2023-2028
Table 327: USA AI in SCM Market by Management Function 2023-2028
Table 328: USA AI in SCM Market by Technology 2023-2028
Table 329: USA AI in SCM Market by Industry Vertical 2023-2028
Table 330: USA AI in SCM Market by Deployment 2023-2028
Table 331: China AI in SCM Market by Solution 2023-2028
Table 332: China AI in SCM Market by Solution 2023-2028
Table 333: China AI in SCM Market by Solution Components 2023-2028
Table 334: China AI in SCM Market by Hardware 2023-2028
Table 335: China AI in SCM Market by Non-IoT Device 2023-2028
Table 336: China AI in SCM Market by IoT Embedded Device 2023-2028
Table 337: China AI in SCM Market by Components 2023-2028
Table 338: China AI in SCM Market by Software 2023-2028
Table 339: China AI in SCM Market by Services 2023-2028
Table 340: China AI in SCM Market by Management Function 2023-2028
Table 341: China AI in SCM Market by Technology 2023-2028
Table 342: China AI in SCM Market by Industry Vertical 2023-2028
Table 343: China AI in SCM Market by Deployment 2023-2028
Table 344: Canada AI in SCM Market by Solution 2023-2028
Table 345: Canada AI in SCM Market by Solution 2023-2028
Table 346: Canada AI in SCM Market by Solution Components 2023-2028
Table 347: Canada AI in SCM Market by Hardware 2023-2028
Table 348: Canada AI in SCM Market by Non-IoT Device 2023-2028
Table 349: Canada AI in SCM Market by IoT Embedded Device 2019 - 2025
Table 350: Canada AI in SCM Market by Components 2023-2028
Table 351: Canada AI in SCM Market by Software 2023-2028
Table 352: Canada AI in SCM Market by Services 2023-2028
Table 353: Canada AI in SCM Market by Management Function 2023-2028
Table 354: Canada AI in SCM Market by Technology 2023-2028
Table 355: Canada AI in SCM Market by Industry Vertical 2023-2028
Table 356: Canada AI in SCM Market by Deployment 2023-2028
Table 357: Mexico AI in SCM Market by Solution 2023-2028
Table 358: Mexico AI in SCM Market by Solution 2023-2028
Table 359: Mexico AI in SCM Market by Solution Components 2023-2028
Table 360: Mexico AI in SCM Market by Hardware 2023-2028
Table 361: Mexico AI in SCM Market by Non-IoT Device 2023-2028
Table 362: Mexico AI in SCM Market by IoT Embedded Device 2023-2028
Table 363: Mexico AI in SCM Market by Components 2023-2028
Table 364: Mexico AI in SCM Market by Software 2023-2028
Table 365: Mexico AI in SCM Market by Services 2023-2028
Table 366: Mexico AI in SCM Market by Management Function 2023-2028
Table 367: Mexico AI in SCM Market by Technology 2023-2028
Table 368: Mexico AI in SCM Market by Industry Vertical 2023-2028
Table 369: Mexico AI in SCM Market by Deployment 2023-2028
Table 370: Japan AI in SCM Market by Solution 2023-2028
Table 371: Japan AI in SCM Market by Solution 2023-2028
Table 372: Japan AI in SCM Market by Solution Components 2023-2028
Table 373: Japan AI in SCM Market by Hardware 2023-2028
Table 374: Japan AI in SCM Market by Non-IoT Device 2023-2028
Table 375: Japan AI in SCM Market by IoT Embedded Device 2023-2028
Table 376: Japan AI in SCM Market by Components 2023-2028
Table 377: Japan AI in SCM Market by Software 2023-2028
Table 378: Japan AI in SCM Market by Services 2023-2028
Table 379: Japan AI in SCM Market by Management Function 2023-2028
Table 380: Japan AI in SCM Market by Technology 2023-2028
Table 381: Japan AI in SCM Market by Industry Vertical 2023-2028
Table 382: Japan AI in SCM Market by Deployment 2023-2028
Table 383: UK AI in SCM Market by Solution 2023-2028
Table 384: UK AI in SCM Market by Solution 2023-2028
Table 385: UK AI in SCM Market by Solution Components 2023-2028
Table 386: UK AI in SCM Market by Hardware 2023-2028
Table 387: UK AI in SCM Market by Non-IoT Device 2023-2028
Table 388: UK AI in SCM Market by IoT Embedded Device 2023-2028
Table 389: UK AI in SCM Market by Components 2023-2028
Table 390: UK AI in SCM Market by Software 2023-2028
Table 391: UK AI in SCM Market by Services 2023-2028
Table 392: UK AI in SCM Market by Management Function 2023-2028
Table 393: UK AI in SCM Market by Technology 2023-2028
Table 394: UK AI in SCM Market by Industry Vertical 2023-2028
Table 395: UK AI in SCM Market by Deployment 2023-2028
Table 396: Germany AI in SCM Market by Solution 2023-2028
Table 397: Germany AI in SCM Market by Solution 2023-2028
Table 398: Germany AI in SCM Market by Solution Components 2023-2028
Table 399: Germany AI in SCM Market by Hardware 2023-2028
Table 400: Germany AI in SCM Market by Non-IoT Device 2023-2028
Table 401: Germany AI in SCM Market by IoT Embedded Device 2023-2028
Table 402: Germany AI in SCM Market by Components 2023-2028
Table 403: Germany AI in SCM Market by Software 2023-2028
Table 404: Germany AI in SCM Market by Services 2023-2028
Table 405: Germany AI in SCM Market by Management Function 2023-2028
Table 406: Germany AI in SCM Market by Technology 2023-2028
Table 407: Germany AI in SCM Market by Industry Vertical 2023-2028
Table 408: Germany AI in SCM Market by Deployment 2023-2028
Table 409: South Korea AI in SCM Market by Solution 2023-2028
Table 410: South Korea AI in SCM Market by Solution 2023-2028
Table 411: South Korea AI in SCM Market by Solution Components 2023-2028
Table 412: South Korea AI in SCM Market by Hardware 2023-2028
Table 413: South Korea AI in SCM Market by Non-IoT Device 2023-2028
Table 414: South Korea AI in SCM Market by IoT Embedded Device 2023-2028
Table 415: South Korea AI in SCM Market by Components 2023-2028
Table 416: South Korea AI in SCM Market by Software 2023-2028
Table 417: South Korea AI in SCM Market by Services 2023-2028
Table 418: South Korea AI in SCM Market by Management Function 2023-2028
Table 419: South Korea AI in SCM Market by Technology 2023-2028
Table 420: South Korea AI in SCM Market by Industry Vertical 2023-2028
Table 421: South Korea AI in SCM Market by Deployment 2023-2028
Table 422: France AI in SCM Market by Solution 2023-2028
Table 423: France AI in SCM Market by Solution 2023-2028
Table 424: France AI in SCM Market by Solution Components 2023-2028
Table 425: France AI in SCM Market by Hardware 2023-2028
Table 426: France AI in SCM Market by Non-IoT Device 2023-2028
Table 427: France AI in SCM Market by IoT Embedded Device 2023-2028
Table 428: France AI in SCM Market by Components 2023-2028
Table 429: France AI in SCM Market by Software 2023-2028
Table 430: France AI in SCM Market by Services 2023-2028
Table 431: France AI in SCM Market by Management Function 2023-2028
Table 432: France AI in SCM Market by Technology 2023-2028
Table 433: France AI in SCM Market by Industry Vertical 2023-2028
Table 434: France AI in SCM Market by Deployment 2023-2028
Table 435: Russia AI in SCM Market by Solution 2023-2028
Table 436: Russia AI in SCM Market by Solution 2023-2028
Table 437: Russia AI in SCM Market by Solution Components 2023-2028
Table 438: Russia AI in SCM Market by Hardware 2023-2028
Table 439: Russia AI in SCM Market by Non-IoT Device 2023-2028
Table 440: Russia AI in SCM Market by IoT Embedded Device 2023-2028
Table 441: Russia AI in SCM Market by Components 2023-2028
Table 442: Russia AI in SCM Market by Software 2023-2028
Table 443: Russia AI in SCM Market by Services 2023-2028
Table 444: Russia AI in SCM Market by Management Function 2023-2028
Table 445: Russia AI in SCM Market by Technology 2023-2028
Table 446: Russia AI in SCM Market by Industry Vertical 2023-2028
Table 447: Russia AI in SCM Market by Deployment 2023-2028
Companies Mentioned
- 3M
- Adidas
- Amazon
- Arvato SCM Solutions
- BASF
- Basware
- BMW
- C. H. Robinson
- Cainiao Network (Alibaba)
- Cisco Systems
- ClearMetal
- Coca-Cola Co.
- Colgate-Palmolive
- Coupa Software
- Descartes Systems Group
- Diageo
- E2open
- Epicor Software Corporation
- FedEx
- Fraight AI
- H&M
- HighJump
- Home Depot
- HP Inc.
- IBM
- Inditex.
- Infor Global Solutions
- Intel
- JDA
- Johnson & Johnson
- Kimberly-Clark
- Lineage Logistics
- LLamasoft, Inc.
- Logility
- L’Oréal
- Manhattan Associates
- Master Lock Company
- Micron Technology
- Microsoft
- Nestlé
- Nike
- Novo Nordisk
- Nvidia
- Oracle
- PepsiCo
- Presenso
- Relex Solution
- Rolls Royce
- Sage
- Samsung Electronics
- SAP
- Schneider Electric
- SCM Solutions Corp.
- Splice Machine
- Starbucks
- Teknowlogi
- Unilever
- Walmart
- Xilinx
Methodology
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