サプライチェーン市場におけるAI – 2030年までの世界予測

AI in Supply Chain Market - Global Forecast to 2030

サプライチェーン市場におけるAI - 用途 (需要計画と予測、サプライ チェーンリスク管理、在庫管理、倉庫と輸送管理)、サービス (プロフェッショナルおよびマネージド)、ソフトウェア - 2030年までの世界予測
AI in Supply Chain Market by Application (Demand Planning & Forecasting, Supply Chain Risk Management, Inventory Management, Warehouse & Transportation Management), Services (Professional, and Managed), Software - Global Forecast to 2030

商品番号 : SMB-69225

出版社MarketsandMarkets
出版年月2024年11月
ページ数276
図表数317
価格タイプシングルユーザライセンス
価格USD 4,950
種別英文調査報告書

Report Overview

The AI in supply chain market is projected to grow from USD 9.15 billion in 2024 and is expected to reach USD 40.53 billion by 2030, growing at a CAGR of 28.2%  from 2024 to 2030.

サプライチェーン市場におけるAI は、2024 年の 91 億 5,000 万米ドルから成長し、2030 年までに 405 億 3,000 万米ドルに達すると予測されており、2024 年から 2030 年にかけて 28.2% の CAGR で成長します。

Al has improved customers satisfaction toward consumer products. This improvement benefits the organization by maintaining sales tracking and hence garnering more customers. The machine learning techniques that involve deep analytics and real-time monitoring significantly enhance the supply chain visibility of the businesses and hence enable them to deliver better customer experiences and maintain the pace within the delivery timelines. Therefore, market players are employing Al-based supply chain management solutions to increase efficiency and productivity.

サプライチェーン市場におけるAI - 2030年までの世界予測
ai-in-supply-chain-market

“The cloud segment in the AI in supply chain market to witness higher growth rate during the forecast period.”

Cloud segment is mainly driven by cloud-based solutions that are increasingly being adopted by small and medium enterprises, primarily because they provide the flexibility, scalability, and cost-effectiveness features that the organizations require. In addition, the speed in developing sophisticated security solutions for cloud-based deployment offers answers to issues that existed on data privacy and thus attract businesses seeking to adopt AI without investing in big premises-based infrastructure.

サプライチェーン市場におけるAI - 2030年までの世界予測 region
ai-in-supply-chain-market-region

“The US is expected to hold the largest market size in the North America region during the forecast period.”

The US companies face pressure and competition to reduce costs while maintaining high levels of customer service. AI supply chain solutions allow for the automation of tasks, analyzing big data, and generating actionable insights that might make efficiency, transparency, and agility inside the supply chain more efficient. There has been a manufacturing and logistics labor shortfall in the US. The use of AI helps to eliminate a human workforce so that activities relate more to higher-value tasks requiring expertise and experience. Further, the US is a leading country in AI research and development. This encourages the development of advanced AI solutions specifically for supply chain applications.

  • By Company Type: Tier 1 – 20%, Tier 2 – 35%, and Tier 3 – 45%
  • By Designation: C-level Executives – 15%, Directors –20%, and Others – 65%
  • By Region: North America –20%, Europe – 15%, Asia Pacific– 60%, and RoW – 5%

Players profiled in this report are SAP SE (Germany), Oracle (US), Blue Yonder Group, Inc. (US), Kinaxis Inc. (Canada), Manhattan Associates (US), NVIDIA Corporation (US), Advanced Micro Devices, Inc. (US), Intel Corporation (US), Micron Technology, Inc. (US), Qualcomm Technologies, Inc. (US), SAMSUNG (South Korea),  IBM (US), Microsoft (US), Amazon Web Services, Inc. (US), Google (US), Anaplan, Inc. (US), Logility Supply Chain Solutions, Inc. (US), Coupa (US), O9 Solutions, Inc. (US), Alibaba Group Holding Limited (China), FedEx Corporation (US), Deutsche Post AG (Germany), ServiceNow (US), Project44 (US), Resilinc Corporation (US), FourKites, Inc. (US), RELEX Solutions (Finland), C.H. Robinson Worldwide, Inc. (US), e2open, LLC (US), FERO.Ai (UAE) among a few other key companies in the AI in supply chain ecosystem.

サプライチェーン市場におけるAI - 2030年までの世界予測 ecosystem
ai-in-supply-chain-market-ecosystem

Report Coverage

The report defines, describes, and forecasts the AI in supply chain market based on offering, deployment, organization size, application, end-use industry, and region. It provides detailed information regarding drivers, restraints, opportunities, and challenges influencing the growth of the AI in supply chain market. It also analyzes competitive developments such as acquisitions, product launches, expansions, and actions carried out by the key players to grow in the market.

Reasons to Buy This Report

The report will help the market leaders/new entrants in the market with information on the closest approximations of the revenue for the overall AI in supply chain market and the subsegments. The report will help stakeholders understand the competitive landscape and gain more insight to position their business better and plan suitable go-to-market strategies. The report also helps stakeholders understand the pulse of the market and provides them with information on key drivers, restraints, opportunities, and challenges.

The report will provide insights into the following pointers:

Analysis of key drivers (Big data enhance supply chain efficiency through data-driven decision making) restraints (Shortage of skilled workforce) opportunities (Surge in increasing demand for intelligent business processes and automation), and challenges (Difficulties in data integration from multiple sources) of the AI in supply chain market.

  • Product development /Innovation: Detailed insights on upcoming technologies, research & development activities, and new product launches in the AI in supply chain market.
  • Market Development: Comprehensive information about lucrative markets; the report analyses the AI in supply chain market across various regions.
  • Market Diversification: Exhaustive information about new products launched, untapped geographies, recent developments, and investments in the AI in supply chain market.
  • Competitive Assessment: In-depth assessment of market share, growth strategies, and offering of leading players like SAP SE (Germany), Oracle (US), Blue Yonder Group, Inc. (US), Kinaxis Inc. (Canada), Manhattan Associates (US) among others in the AI in supply chain market.

Table of Contents

1               INTRODUCTION              24

1.1           STUDY OBJECTIVES       24

1.2           MARKET DEFINITION   24

1.3           STUDY SCOPE   25

1.3.1        MARKET SEGMENTATION           25

1.3.2        INCLUSIONS AND EXCLUSIONS 26

1.4           YEARS CONSIDERED      26

1.5           CURRENCY CONSIDERED            27

1.6           UNITS CONSIDERED      27

1.7           STAKEHOLDERS               27

1.8           SUMMARY OF CHANGES               27

2               RESEARCH METHODOLOGY       28

2.1           RESEARCH DATA              28

2.1.1        SECONDARY DATA          29

2.1.1.1    List of secondary sources    29

2.1.1.2    Key data from secondary sources       29

2.1.2        PRIMARY DATA 30

2.1.2.1    List of interview participants              30

2.1.2.2    Breakdown of primary interviews      30

2.1.2.3    Key data from primary sources           31

2.1.2.4    Insights from industry experts            32

2.1.3        SECONDARY AND PRIMARY RESEARCH 32

2.2           MARKET SIZE ESTIMATION         33

2.2.1        BOTTOM-UP APPROACH              33

2.2.1.1    Approach to estimate market size using bottom-up analysis

(supply side)         33

2.2.2        TOP-DOWN APPROACH                35

2.2.2.1    Approach to estimate market size using top-down analysis

(demand side)       35

2.3           DATA TRIANGULATION                36

2.4           RESEARCH ASSUMPTIONS           37

2.5           RESEARCH LIMITATIONS             37

2.6           RISK ASSESSMENT           38

3               EXECUTIVE SUMMARY  39

4               PREMIUM INSIGHTS       44

4.1           ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN AI IN SUPPLY CHAIN MARKET               44

4.2           AI IN SUPPLY CHAIN MARKET, BY OFFERING      44

4.3           AI IN SUPPLY CHAIN MARKET, BY DEPLOYMENT                 45

4.4           AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE                 45

4.5           NORTH AMERICA: AI IN SUPPLY CHAIN MARKET, BY DEPLOYMENT AND COUNTRY  46

4.6           GLOBAL AI IN SUPPLY CHAIN MARKET, BY COUNTRY                 46

5               MARKET OVERVIEW       47

5.1           INTRODUCTION              47

5.2           MARKET DYNAMICS       47

5.2.1        DRIVERS               48

5.2.1.1    Growing implementation of big data and AI technologies                 48

5.2.1.2    Need for enhanced visibility in supply chain processes  48

5.2.1.3    Rapid AI integration to improve customer satisfaction  48

5.2.1.4    Shift toward cloud-based supply chain solutions             48

5.2.2        RESTRAINTS      49

5.2.2.1    Shortage of skilled workforce              49

5.2.2.2    Security and data privacy concerns   49

5.2.3        OPPORTUNITIES              50

5.2.3.1    Surge in demand for intelligent business processes and automation             50

5.2.3.2    Improved operational efficiency with AI           50

5.2.4        CHALLENGES    51

5.2.4.1    Difficulties in seamless data integration from multiple sources                 51

5.3           VALUE CHAIN ANALYSIS               52

5.4           ECOSYSTEM ANALYSIS  53

5.5           TRENDS AND DISRUPTIONS IMPACTING CUSTOMER BUSINESS            55

5.6           TECHNOLOGY ANALYSIS             55

5.6.1        KEY TECHNOLOGIES     55

5.6.1.1    Machine Learning                 55

5.6.1.2    Natural Language Processing             55

5.6.1.3    Computer Vision  56

5.6.2        COMPLEMENTARY TECHNOLOGIES       56

5.6.2.1    Internet of Things                 56

5.6.3        ADJACENT TECHNOLOGIES       56

5.6.3.1    Robotic Process Automation               56

5.6.3.2    Internet of Things                 56

5.6.3.3    Edge Computing  56

5.7           INVESTMENT AND FUNDING SCENARIO               57

5.8           PORTER’S FIVE FORCES ANALYSIS           58

5.8.1        INTENSITY OF COMPETITIVE RIVALRY 59

5.8.2        BARGAINING POWER OF SUPPLIERS       59

5.8.3        BARGAINING POWER OF BUYERS             59

5.8.4        THREAT OF SUBSTITUTES          59

5.8.5        THREAT OF NEW ENTRANTS      59

5.9           KEY STAKEHOLDERS AND BUYING CRITERIA     60

5.9.1        KEY STAKEHOLDERS IN BUYING PROCESS           60

5.9.2        BUYING CRITERIA           61

5.10         CASE STUDY ANALYSIS 62

5.10.1      INTEL CORPORATION BRINGS GRAPHICS PROCESSING UNIT TO VEHICLE COCKPIT       62

5.10.2      IBM AND NABP DEVELOP BLOCKCHAIN-BASED PLATFORM TO ENHANCE DRUG SUPPLY CHAIN SECURITY                 62

5.10.3      UNIPER SE ENHANCES ENERGY OPERATIONS WITH MICROSOFT COPILOT   63

5.10.4      NORGREN STREAMLINES SUPPLY CHAIN WITH SAP SE INTEGRATED SOLUTIONS           63

5.10.5      TERADYNE ENHANCES SUPPLY CHAIN EFFICIENCY WITH C.H. ROBINSON WORLDWIDE’S INTEGRATED LOGISTICS SOLUTIONS        64

5.11         TRADE ANALYSIS             64

5.11.1      IMPORT SCENARIO (HS CODE 854231)    64

5.11.2      EXPORT SCENARIO (HS CODE 854231)    66

5.12         PATENT ANALYSIS          68

5.13         KEY CONFERENCES AND EVENTS, 2024–2025        70

5.14         REGULATORY LANDSCAPE         71

5.14.1      REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS             71

5.14.2      REGULATORY STANDARDS         73

5.14.3      GOVERNMENT REGULATIONS  74

5.15         PRICING ANALYSIS          75

6               AI IN SUPPLY CHAIN MARKET, BY OFFERING      76

6.1           INTRODUCTION              77

6.2           SOFTWARE         78

6.2.1        INCLINATION TOWARD SMART AUTOMATION TO DRIVE MARKET 78

6.3           SERVICES             80

6.3.1        MANAGED SERVICES      82

6.3.1.1    Extensive use in supply chain management to drive market                 82

6.3.2        PROFESSIONAL SERVICES            83

6.3.2.1    Critical role in business innovation to drive market        83

7               AI IN SUPPLY CHAIN MARKET, BY DEPLOYMENT                 84

7.1           INTRODUCTION              85

7.2           CLOUD 86

7.2.1        GROWING POPULARITY DUE TO SIGNIFICANT ADVANTAGES TO DRIVE MARKET            86

7.3           ON-PREMISES   87

7.3.1        COMPLIANCE WITH STRINGENT REGULATORY REQUIREMENTS TO DRIVE MARKET       87

7.4           HYBRID                88

7.4.1        NEED FOR CLOUD SCALABILITY AND ON-PREMISES CONTROL TO DRIVE MARKET   88

8               AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE                 90

8.1           INTRODUCTION              91

8.2           LARGE ORGANIZATION                92

8.2.1        RAPID AI INTEGRATION ACROSS GLOBAL SUPPLY CHAIN NETWORKS TO DRIVE MARKET 92

8.3           SMALL & MEDIUM ORGANIZATION         92

8.3.1        ADVENT OF SCALABLE AND COST-EFFECTIVE AI SOLUTIONS TO DRIVE MARKET                92

9               AI IN SUPPLY CHAIN MARKET, BY APPLICATION                 93

9.1           INTRODUCTION              94

9.2           DEMAND PLANNING & FORECASTING  95

9.2.1        REAL-TIME DATASET PROCESSING CAPACITY TO DRIVE MARKET 95

9.3           PROCUREMENT & SOURCING    96

9.3.1        AUTOMATION OF DATA-DRIVEN DECISION-MAKING TO DRIVE MARKET         96

9.4           INVENTORY MANAGEMENT       96

9.4.1        NEED FOR STEADY FLOW OF SUPPLIES AND FINISHED GOODS TO DRIVE MARKET         96

9.5           PRODUCTION PLANNING & SCHEDULING           97

9.5.1        ENHANCED SCHEDULING AND INVENTORY MANAGEMENT WITH AI ALGORITHMS TO DRIVE MARKET                 97

9.6           WAREHOUSE & TRANSPORTATION MANAGEMENT                 97

9.6.1        AI-DRIVEN DEMAND FORECASTING AND ROUTE OPTIMIZATION CAPABILITIES TO DRIVE MARKET           97

9.7           SUPPLY CHAIN RISK MANAGEMENT       98

9.7.1        ABILITY TO MITIGATE POTENTIAL DISRUPTIONS TO DRIVE MARKET 98

9.8           OTHER APPLICATIONS 98

10            AI IN SUPPLY CHAIN MARKET, BY END-USE INDUSTRY                 99

10.1         INTRODUCTION              100

10.2         RETAIL 102

10.2.1      RAPID ADOPTION OF AI TO ENHANCE CUSTOMER EXPERIENCE TO DRIVE MARKET               102

10.3         HEALTHCARE & PHARMACEUTICALS     103

10.3.1      INCREASED FUNDING TO ENHANCE OPERATIONAL EFFICIENCY TO DRIVE MARKET                103

10.4         FOOD & BEVERAGES      105

10.4.1      EXTENSIVE USE OF AI IN SUPPLY CHAIN TO PREDICT DEMAND TO DRIVE MARKET     105

10.5         AUTOMOTIVE   106

10.5.1      SURGE IN DEMAND FOR ELECTRIC AND AUTONOMOUS VEHICLES TO DRIVE MARKET    106

10.6         LOGISTICS & TRANSPORTATION              108

10.6.1      IMPLEMENTATION OF CLOUD-BASED SOLUTIONS TO REDUCE COSTS TO DRIVE MARKET        108

10.7         AEROSPACE & DEFENSE                110

10.7.1      GOVERNMENT INITIATIVES TO STRENGTHEN NATIONAL SECURITY TO DRIVE MARKET            110

10.8         CHEMICALS        111

10.8.1      NEED FOR PROCESS OPTIMIZATION IN SUPPLY CHAIN TO DRIVE MARKET         111

10.9         ELECTRONICS & SEMICONDUCTOR        113

10.9.1      RISE IN TECHNOLOGICAL INNOVATIONS TO DRIVE MARKET               113

10.10       ENERGY & UTILITIES     115

10.10.1   NEED FOR EFFICIENT ENERGY UTILIZATION TO DRIVE MARKET               115

10.11       MANUFACTURING          116

10.11.1   INCORPORATION OF INTELLIGENT SYSTEMS TO AUTOMATE OPERATIONS TO DRIVE MARKET   116

10.12       OTHER END-USE INDUSTRIES   118

11            AI IN SUPPLY CHAIN MARKET, BY REGION           120

11.1         INTRODUCTION              121

11.2         NORTH AMERICA             122

11.2.1      MACROECONOMIC OUTLOOK  123

11.2.2      US           128

11.2.2.1  Increasing adoption of technology infrastructure and growth initiatives by US government to drive market 128

11.2.3      CANADA               129

11.2.3.1  Rising investments to boost adoption of AI across industries                 129

11.2.4      MEXICO                130

11.2.4.1  Government initiatives to boost manufacturing capabilities in Mexico   130

11.3         EUROPE               131

11.3.1      MACROECONOMIC OUTLOOK  131

11.3.2      GERMANY           136

11.3.2.1  Increasing adoption of AI to drive market growth           136

11.3.3      UK          137

11.3.3.1  Continuous investments and initiatives by UK government to bolster growth       137

11.3.4      FRANCE                138

11.3.4.1  AI initiatives and investments to push French market forward                 138

11.3.5      REST OF EUROPE             139

11.4         ASIA PACIFIC     140

11.4.1      MACROECONOMIC OUTLOOK  140

11.4.2      CHINA  145

11.4.2.1  Government initiatives and rising investments to drive market growth    145

11.4.3      JAPAN   146

11.4.3.1  Growth in investments and government initiatives to drive innovation              146

11.4.4      SOUTH KOREA  147

11.4.4.1  Government investments in artificial intelligence to accelerate market growth       147

11.4.5      INDIA    148

11.4.5.1  Rapid surge in development and adoption of AI technologies to propel market        148

11.4.6      REST OF ASIA PACIFIC   149

11.5         REST OF THE WORLD    150

11.5.1      MACROECONOMIC OUTLOOK  150

11.5.2      MIDDLE EAST & AFRICA                154

11.5.2.1  Commitment to digital transformation and technological innovation to drive growth  154

11.5.2.2  GCC       155

11.5.2.3  Rest of Middle East & Africa               156

11.5.3      SOUTH AMERICA             157

11.5.3.1  Growing interest of private enterprises to boost market                 157

12            COMPETITIVE LANDSCAPE         158

12.1         OVERVIEW          158

12.2         KEY PLAYER STRATEGIES/RIGHT TO WIN            158

12.3         REVENUE ANALYSIS, 2019–2023  161

12.4         MARKET SHARE ANALYSIS, 2023                 161

12.5         COMPANY VALUATION AND FINANCIAL METRICS                 164

12.6         BRAND/PRODUCT COMPARISON             165

12.7         COMPANY EVALUATION MATRIX: KEY PLAYERS, 2023                 166

12.7.1      STARS   166

12.7.2      EMERGING LEADERS     166

12.7.3      PERVASIVE PLAYERS      166

12.7.4      PARTICIPANTS 166

12.7.5      COMPANY FOOTPRINT: KEY PLAYERS, 2023         168

12.7.5.1  Company footprint               168

12.7.5.2  Offering footprint 169

12.7.5.3  Deployment footprint          170

12.7.5.4  Organization size footprint 171

12.7.5.5  Application footprint            172

12.7.5.6  End-use industry footprint 173

12.7.5.7  Region footprint   174

12.8         COMPANY EVALUATION MATRIX: STARTUPS/SMES, 2023        175

12.8.1      PROGRESSIVE COMPANIES         175

12.8.2      RESPONSIVE COMPANIES            175

12.8.3      DYNAMIC COMPANIES  175

12.8.4      STARTING BLOCKS         175

12.8.5      COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2023                 177

12.8.5.1  Detailed list of key startups/SMEs    177

12.8.5.2  Competitive benchmarking of key startups/SMEs          178

12.8.5.2.1                Competitive benchmarking, by offering and region                 178

12.8.5.2.2                Competitive benchmarking, by application and deployment            179

12.8.5.2.3                Competitive benchmarking, by end-use industry and organization size  180

12.9         COMPETITIVE SCENARIO             181

12.9.1      PRODUCT LAUNCHES/DEVELOPMENTS               181

12.9.2      DEALS  185

13            COMPANY PROFILES      194

13.1         KEY PLAYERS     194

13.1.1      SAP SE  194

13.1.1.1  Business overview 194

13.1.1.2  Products/Services/Solutions offered 196

13.1.1.3  Recent developments           197

13.1.1.3.1                Deals      197

13.1.1.4  MnM view              197

13.1.1.4.1                Key strengths/Right to win 197

13.1.1.4.2                Strategic choices   197

13.1.1.4.3                Weaknesses/Competitive threats       197

13.1.2      ORACLE                198

13.1.2.1  Business overview 198

13.1.2.2  Products/Services/Solutions offered 199

13.1.2.3  Recent developments           200

13.1.2.3.1                Product launches/developments        200

13.1.2.3.2                Deals      200

13.1.2.4  MnM view              201

13.1.2.4.1                Key strengths/Right to win 201

13.1.2.4.2                Strategic choices   201

13.1.2.4.3                Weaknesses/Competitive threats       201

13.1.3      BLUE YONDER GROUP, INC.       202

13.1.3.1  Business overview 202

13.1.3.2  Products/Services/Solutions offered 202

13.1.3.3  Recent developments           203

13.1.3.3.1                Deals      203

13.1.3.4  MnM view              204

13.1.3.4.1                Key strengths/Right to win 204

13.1.3.4.2                Strategic choices   204

13.1.3.4.3                Weaknesses/Competitive threats       204

13.1.4      KINAXIS INC.      205

13.1.4.1  Business overview 205

13.1.4.2  Products/Services/Solutions offered 206

13.1.4.3  Recent developments           207

13.1.4.3.1                Product launches/developments        207

13.1.4.3.2                Deals      207

13.1.4.4  MnM view              208

13.1.4.4.1                Key strengths/Right to win 208

13.1.4.4.2                Strategic choices   208

13.1.4.4.3                Weaknesses/Competitive threats       208

13.1.5      MANHATTAN ASSOCIATES          209

13.1.5.1  Business overview 209

13.1.5.2  Products/Services/Solutions offered 210

13.1.5.3  Recent developments           211

13.1.5.3.1                Product launches/developments        211

13.1.5.3.2                Deals      211

13.1.5.4  MnM view              211

13.1.5.4.1                Key strengths/Right to win 211

13.1.5.4.2                Strategic choices   211

13.1.5.4.3                Weaknesses/Competitive threats       212

13.1.6      NVIDIA CORPORATION 213

13.1.6.1  Business overview 213

13.1.6.2  Products/Services/Solutions offered 214

13.1.6.3  Recent developments           216

13.1.6.3.1                Product launches/developments        216

13.1.6.3.2                Deals      217

13.1.7      ADVANCED MICRO DEVICES, INC.           218

13.1.7.1  Business overview 218

13.1.7.2  Products/Services/Solutions offered 219

13.1.7.3  Recent developments           220

13.1.7.3.1                Product launches/developments        220

13.1.7.3.2                Deals      221

13.1.8      INTEL CORPORATION   222

13.1.8.1  Business overview 222

13.1.8.2  Products/Services/Solutions offered 223

13.1.8.3  Recent developments           226

13.1.8.3.1                Product launches/developments        226

13.1.9      MICRON TECHNOLOGY, INC.     227

13.1.9.1  Business overview 227

13.1.9.2  Products/Services/Solutions offered 229

13.1.9.3  Recent developments           229

13.1.9.3.1                Deals      229

13.1.10   QUALCOMM TECHNOLOGIES, INC.         231

13.1.10.1                 Business overview 231

13.1.10.2                 Products/Services/Solutions offered 232

13.1.10.3                 Recent developments           233

13.1.10.3.1             Product launches/developments        233

13.1.10.3.2             Deals      234

13.1.11   SAMSUNG            235

13.1.11.1                 Business overview 235

13.1.11.2                 Products/Services/Solutions offered 236

13.1.11.3                 Recent developments           237

13.1.11.3.1             Product launches/developments        237

13.1.11.3.2             Deals      238

13.1.12   IBM        239

13.1.12.1                 Business overview 239

13.1.12.2                 Products/Services/Solutions offered 240

13.1.12.3                 Recent developments           241

13.1.12.3.1             Deals      241

13.1.13   MICROSOFT       242

13.1.13.1                 Business overview 242

13.1.13.2                 Products/Services/Solutions offered 243

13.1.13.3                 Recent developments           244

13.1.13.3.1             Deals      244

13.1.14   AMAZON WEB SERVICES, INC.    245

13.1.14.1                 Business overview 245

13.1.14.2                 Products/Services/Solutions offered 246

13.1.14.3                 Recent developments           247

13.1.14.3.1             Product launches/developments        247

13.1.14.3.2             Deals      248

13.1.15   GOOGLE              249

13.1.15.1                 Business overview 249

13.1.15.2                 Products/Services/Solutions offered 250

13.1.15.3                 Recent developments           251

13.1.15.3.1             Product launches/developments        251

13.1.15.3.2             Deals      251

13.1.16   ANAPLAN, INC. 252

13.1.16.1                 Business overview 252

13.1.16.2                 Products/Services/Solutions offered 252

13.1.16.3                 Recent developments           253

13.1.16.3.1             Deals      253

13.2         OTHER PLAYERS              254

13.2.1      LOGILITY SUPPLY CHAIN SOLUTIONS, INC.        254

13.2.2      COUPA 255

13.2.3      O9 SOLUTIONS, INC.      256

13.2.4      ALIBABA GROUP HOLDING LIMITED     257

13.2.5      FEDEX CORPORATION  258

13.2.6      DEUTSCHE POST AG      259

13.2.7      SERVICENOW    260

13.2.8      PROJECT44          261

13.2.9      RESILINC CORPORATION             262

13.2.10   FOURKITES, INC.              263

13.2.11   RELEX SOLUTIONS          264

13.2.12   C.H. ROBINSON WORLDWIDE, INC.          265

13.2.13   E2OPEN, LLC      266

13.2.14   FERO.AI                267

14            APPENDIX           268

14.1         DISCUSSION GUIDE        268

14.2         KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL                272

14.3         CUSTOMIZATION OPTIONS        274

14.4         RELATED REPORTS         274

14.5         AUTHOR DETAILS           275

LIST OF TABLES

TABLE 1                ROLE OF COMPANIES IN ECOSYSTEM    54

TABLE 2                INVESTMENT AND FUNDING SCENARIO, 2023–2024 (USD MILLION)       57

TABLE 3                IMPACT OF PORTER’S FIVE FORCES ANALYSIS                 58

TABLE 4                INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP

THREE END-USE INDUSTRIES (%)            60

TABLE 5                KEY BUYING CRITERIA FOR TOP THREE END-USE INDUSTRIES              61

TABLE 6                IMPORT DATA FOR HS CODE 854231, BY COUNTRY, 2019–2023 (USD BILLION)      65

TABLE 7                EXPORT DATA FOR HS CODE 854231, BY COUNTRY, 2019–2023 (USD BILLION)      66

TABLE 8                PATENT ANALYSIS, 2023                69

TABLE 9                KEY CONFERENCES AND EVENTS, 2024–2025                 70

TABLE 10              NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS                 71

TABLE 11              EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS           72

TABLE 12              ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS                 72

TABLE 13              REST OF THE WORLD: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS                 73

TABLE 14              INDICATIVE PRICING LEVELS OF AI IN SUPPLY CHAIN MANAGEMENT SOLUTIONS AND SERVICES          75

TABLE 15              AI IN SUPPLY CHAIN MARKET, BY OFFERING, 2020–2023 (USD MILLION)            77

TABLE 16              AI IN SUPPLY CHAIN MARKET, BY OFFERING, 2024–2030 (USD MILLION)            77

TABLE 17              AI SOFTWARE IN SUPPLY CHAIN MARKET, BY END-USE INDUSTRY,

2020–2023 (USD MILLION)            78

TABLE 18              AI SOFTWARE IN SUPPLY CHAIN MARKET, BY END-USE INDUSTRY,

2024–2030 (USD MILLION)            79

TABLE 19              AI SOFTWARE IN SUPPLY CHAIN MARKET, BY REGION, 2020–2023 (USD MILLION)          79

TABLE 20              AI SOFTWARE IN SUPPLY CHAIN MARKET, BY REGION, 2024–2030 (USD MILLION)          79

TABLE 21              AI SERVICES IN SUPPLY CHAIN MARKET, BY TYPE, 2020–2023 (USD MILLION)                80

TABLE 22              AI SERVICES IN SUPPLY CHAIN MARKET, BY TYPE, 2024–2030 (USD MILLION)                80

TABLE 23              AI SERVICES IN SUPPLY CHAIN MARKET, BY END-USE INDUSTRY,

2020–2023 (USD MILLION)            81

TABLE 24              AI SERVICES IN SUPPLY CHAIN MARKET, BY END-USE INDUSTRY,

2024–2030 (USD MILLION)            81

TABLE 25              AI SERVICES IN SUPPLY CHAIN MARKET, BY REGION, 2020–2023 (USD MILLION)          82

TABLE 26              AI SERVICES IN SUPPLY CHAIN MARKET, BY REGION, 2024–2030 (USD MILLION)          82

TABLE 27             AI IN SUPPLY CHAIN MARKET, BY DEPLOYMENT, 2020–2023 (USD MILLION)            85

TABLE 28             AI IN SUPPLY CHAIN MARKET, BY DEPLOYMENT, 2024–2030 (USD MILLION)            86

TABLE 29              CLOUD: AI IN SUPPLY CHAIN MARKET, BY REGION, 2020–2023 (USD MILLION)          87

TABLE 30              CLOUD: AI IN SUPPLY CHAIN MARKET, BY REGION, 2024–2030 (USD MILLION)          87

TABLE 31              ON-PREMISES: AI IN SUPPLY CHAIN MARKET, BY REGION,

2020–2023 (USD MILLION)            88

TABLE 32              ON-PREMISES: AI IN SUPPLY CHAIN MARKET, BY REGION,

2024–2030 (USD MILLION)            88

TABLE 33              HYBRID: AI IN SUPPLY CHAIN MARKET, BY REGION, 2020–2023 (USD MILLION)          89

TABLE 34              HYBRID: AI IN SUPPLY CHAIN MARKET, BY REGION, 2024–2030 (USD MILLION)          89

TABLE 35              AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE, 2020–2023 (USD MILLION)               91

TABLE 36              AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE, 2024–2030 (USD MILLION)               91

TABLE 37             AI IN SUPPLY CHAIN MARKET, BY APPLICATION, 2020–2023 (USD MILLION)            94

TABLE 38             AI IN SUPPLY CHAIN MARKET, BY APPLICATION, 2024–2030 (USD MILLION)            95

TABLE 39              AI IN SUPPLY CHAIN MARKET, BY END-USE INDUSTRY, 2020–2023 (USD MILLION)    101

TABLE 40              AI IN SUPPLY CHAIN MARKET, BY END-USE INDUSTRY, 2024–2030 (USD MILLION)    101

TABLE 41              RETAIL: AI IN SUPPLY CHAIN MARKET, BY OFFERING, 2020–2023 (USD MILLION)     102

TABLE 42              RETAIL: AI IN SUPPLY CHAIN MARKET, BY OFFERING, 2024–2030 (USD MILLION)     103

TABLE 43              RETAIL: AI IN SUPPLY CHAIN MARKET, BY REGION, 2020–2023 (USD MILLION)          103

TABLE 44              RETAIL: AI IN SUPPLY CHAIN MARKET, BY REGION, 2024–2030 (USD MILLION)          103

TABLE 45              HEALTHCARE & PHARMACEUTICALS: AI IN SUPPLY CHAIN MARKET, BY OFFERING, 2020–2023 (USD MILLION)            104

TABLE 46              HEALTHCARE & PHARMACEUTICALS: AI IN SUPPLY CHAIN MARKET, BY OFFERING, 2024–2030 (USD MILLION)            104

TABLE 47              HEALTHCARE & PHARMACEUTICALS: AI IN SUPPLY CHAIN MARKET, BY REGION, 2020–2023 (USD MILLION)                 104

TABLE 48              HEALTHCARE & PHARMACEUTICALS: AI IN SUPPLY CHAIN MARKET, BY REGION, 2024–2030 (USD MILLION)                 105

TABLE 49              FOOD & BEVERAGES: AI IN SUPPLY CHAIN MARKET, BY OFFERING,

2020–2023 (USD MILLION)            105

TABLE 50              FOOD & BEVERAGES: AI IN SUPPLY CHAIN MARKET, BY OFFERING,

2024–2030 (USD MILLION)            106

TABLE 51              FOOD & BEVERAGES: AI IN SUPPLY CHAIN MARKET, BY REGION,

2020–2023 (USD MILLION)            106

TABLE 52              FOOD & BEVERAGES: AI IN SUPPLY CHAIN MARKET, BY REGION,

2024–2030 (USD MILLION)            106

TABLE 53              AUTOMOTIVE: AI IN SUPPLY CHAIN MARKET, BY OFFERING,

2020–2023 (USD MILLION)            107

TABLE 54              AUTOMOTIVE: AI IN SUPPLY CHAIN MARKET, BY OFFERING,

2024–2030 (USD MILLION)            107

TABLE 55              AUTOMOTIVE: AI IN SUPPLY CHAIN MARKET, BY REGION,

2020–2023 (USD MILLION)            108

TABLE 56              AUTOMOTIVE: AI IN SUPPLY CHAIN MARKET, BY REGION,

2024–2030 (USD MILLION)            108

TABLE 57              LOGISTICS & TRANSPORTATION: AI IN SUPPLY CHAIN MARKET, BY OFFERING, 2020–2023 (USD MILLION)                 109

TABLE 58              LOGISTICS & TRANSPORTATION: AI IN SUPPLY CHAIN MARKET, BY OFFERING, 2024–2030 (USD MILLION)                 109

TABLE 59              LOGISTICS & TRANSPORTATION: AI IN SUPPLY CHAIN MARKET, BY REGION,

2020–2023 (USD MILLION)            109

TABLE 60              LOGISTICS & TRANSPORTATION: AI IN SUPPLY CHAIN MARKET, BY REGION,

2024–2030 (USD MILLION)            109

TABLE 61              AEROSPACE & DEFENSE: AI IN SUPPLY CHAIN MARKET, BY OFFERING,

2020–2023 (USD MILLION)            110

TABLE 62              AEROSPACE & DEFENSE: AI IN SUPPLY CHAIN MARKET, BY OFFERING,

2024–2030 (USD MILLION)            110

TABLE 63              AEROSPACE & DEFENSE: AI IN SUPPLY CHAIN MARKET, BY REGION,

2020–2023 (USD MILLION)            111

TABLE 64              AEROSPACE & DEFENSE: AI IN SUPPLY CHAIN MARKET, BY REGION,

2024–2030 (USD MILLION)            111

TABLE 65              CHEMICALS: AI IN SUPPLY CHAIN MARKET, BY OFFERING,

2020–2023 (USD MILLION)            112

TABLE 66              CHEMICALS: AI IN SUPPLY CHAIN MARKET, BY OFFERING,

2024–2030 (USD MILLION)            112

TABLE 67              CHEMICALS: AI IN SUPPLY CHAIN MARKET, BY REGION,

2020–2023 (USD MILLION)            112

TABLE 68              CHEMICALS: AI IN SUPPLY CHAIN MARKET, BY REGION,

2024–2030 (USD MILLION)            112

TABLE 69              ELECTRONICS & SEMICONDUCTOR: AI IN SUPPLY CHAIN MARKET, BY OFFERING, 2020–2023 (USD MILLION)            113

TABLE 70              ELECTRONICS & SEMICONDUCTOR: AI IN SUPPLY CHAIN MARKET, BY OFFERING, 2024–2030 (USD MILLION)            113

TABLE 71              ELECTRONICS & SEMICONDUCTOR: AI IN SUPPLY CHAIN MARKET, BY TYPE,

2020–2023 (USD MILLION)            113

TABLE 72              ELECTRONICS & SEMICONDUCTOR: AI IN SUPPLY CHAIN MARKET, BY TYPE,

2024–2030 (USD MILLION)            114

TABLE 73              ELECTRONICS & SEMICONDUCTOR: AI IN SUPPLY CHAIN MARKET, BY REGION, 2020–2023 (USD MILLION)                 114

TABLE 74              ELECTRONICS & SEMICONDUCTOR: AI IN SUPPLY CHAIN MARKET, BY REGION, 2024–2030 (USD MILLION)                 114

TABLE 75              ENERGY & UTILITIES: AI IN SUPPLY CHAIN MARKET, BY OFFERING,

2020–2023 (USD MILLION)            115

TABLE 76              ENERGY & UTILITIES: AI IN SUPPLY CHAIN MARKET, BY OFFERING,

2024–2030 (USD MILLION)            115

TABLE 77              ENERGY & UTILITIES: AI IN SUPPLY CHAIN MARKET, BY REGION,

2020–2023 (USD MILLION)            116

TABLE 78              ENERGY & UTILITIES: AI IN SUPPLY CHAIN MARKET, BY REGION,

2024–2030 (USD MILLION)            116

TABLE 79              MANUFACTURING: AI IN SUPPLY CHAIN MARKET, BY OFFERING,

2020–2023 (USD MILLION)            117

TABLE 80              MANUFACTURING: AI IN SUPPLY CHAIN MARKET, BY OFFERING,

2024–2030 (USD MILLION)            117

TABLE 81              MANUFACTURING: AI IN SUPPLY CHAIN MARKET, BY REGION,

2020–2023 (USD MILLION)            117

TABLE 82              MANUFACTURING: AI IN SUPPLY CHAIN MARKET, BY REGION,

2024–2030 (USD MILLION)            117

TABLE 83              OTHER END-USE INDUSTRIES: AI IN SUPPLY CHAIN MARKET, BY OFFERING,

2020–2023 (USD MILLION)            118

TABLE 84              OTHER END-USE INDUSTRIES: AI IN SUPPLY CHAIN MARKET, BY OFFERING,

2024–2030 (USD MILLION)            118

TABLE 85              OTHER END-USE INDUSTRIES: AI IN SUPPLY CHAIN MARKET, BY REGION,

2020–2023 (USD MILLION)            118

TABLE 86              OTHER END-USE INDUSTRIES: AI IN SUPPLY CHAIN MARKET, BY REGION,

2024–2030 (USD MILLION)            119

TABLE 87              AI IN SUPPLY CHAIN MARKET, BY REGION, 2020–2023 (USD MILLION)       121

TABLE 88              AI IN SUPPLY CHAIN MARKET, BY REGION, 2024–2030 (USD MILLION)       122

TABLE 89             NORTH AMERICA: AI IN SUPPLY CHAIN MARKET, BY OFFERING,

2020–2023 (USD MILLION)            124

TABLE 90             NORTH AMERICA: AI IN SUPPLY CHAIN MARKET, BY OFFERING,

2024–2030 (USD MILLION)            125

TABLE 91             NORTH AMERICA: AI IN SUPPLY CHAIN MARKET, BY DEPLOYMENT,

2020–2023 (USD MILLION)            125

TABLE 92             NORTH AMERICA: AI IN SUPPLY CHAIN MARKET, BY DEPLOYMENT,

2024–2030 (USD MILLION)            125

TABLE 93             NORTH AMERICA: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2020–2023 (USD MILLION)            125

TABLE 94             NORTH AMERICA: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2024–2030 (USD MILLION)            126

TABLE 95             NORTH AMERICA: AI IN SUPPLY CHAIN MARKET, BY END-USE INDUSTRY,

2020–2023 (USD MILLION)            126

TABLE 96             NORTH AMERICA: AI IN SUPPLY CHAIN MARKET, BY END-USE INDUSTRY,

2024–2030 (USD MILLION)            127

TABLE 97             NORTH AMERICA: AI IN SUPPLY CHAIN MARKET, BY COUNTRY,

2020–2023 (USD MILLION)            128

TABLE 98             NORTH AMERICA: AI IN SUPPLY CHAIN MARKET, BY COUNTRY,

2024–2030 (USD MILLION)            128

TABLE 99              US: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2020–2023 (USD MILLION)            129

TABLE 100            US: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2024–2030 (USD MILLION)            129

TABLE 101            CANADA: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2020–2023 (USD MILLION)            130

TABLE 102            CANADA: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2024–2030 (USD MILLION)            130

TABLE 103            MEXICO: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2020–2023 (USD MILLION)            131

TABLE 104            MEXICO: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2024–2030 (USD MILLION)            131

TABLE 105            EUROPE: AI IN SUPPLY CHAIN MARKET, BY OFFERING, 2020–2023 (USD MILLION)     133

TABLE 106            EUROPE: AI IN SUPPLY CHAIN MARKET, BY OFFERING, 2024–2030 (USD MILLION)     133

TABLE 107            EUROPE: AI IN SUPPLY CHAIN MARKET, BY DEPLOYMENT,

2020–2023 (USD MILLION)            133

TABLE 108            EUROPE: AI IN SUPPLY CHAIN MARKET, BY DEPLOYMENT,

2024–2030 (USD MILLION)            133

TABLE 109            EUROPE: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2020–2023 (USD MILLION)            134

TABLE 110            EUROPE: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2024–2030 (USD MILLION)            134

TABLE 111            EUROPE: AI IN SUPPLY CHAIN MARKET, BY END-USE INDUSTRY,

2020–2023 (USD MILLION)            134

TABLE 112            EUROPE: AI IN SUPPLY CHAIN MARKET, BY END-USE INDUSTRY,

2024–2030 (USD MILLION)            135

TABLE 113            EUROPE: AI IN SUPPLY CHAIN MARKET, BY COUNTRY, 2020–2023 (USD MILLION)     136

TABLE 114            EUROPE: AI IN SUPPLY CHAIN MARKET, BY COUNTRY, 2024–2030 (USD MILLION)     136

TABLE 115            GERMANY: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2020–2023 (USD MILLION)            137

TABLE 116            GERMANY: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2024–2030 (USD MILLION)            137

TABLE 117            UK: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2020–2023 (USD MILLION)            138

TABLE 118            UK: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2024–2030 (USD MILLION)            138

TABLE 119            FRANCE: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2020–2023 (USD MILLION)            139

TABLE 120            FRANCE: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2024–2030 (USD MILLION)            139

TABLE 121          REST OF EUROPE: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2020–2023 (USD MILLION)            139

TABLE 122          REST OF EUROPE: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2024–2030 (USD MILLION)            140

TABLE 123            ASIA PACIFIC: AI IN SUPPLY CHAIN MARKET, BY OFFERING,

2020–2023 (USD MILLION)            141

TABLE 124            ASIA PACIFIC: AI IN SUPPLY CHAIN MARKET, BY OFFERING,

2024–2030 (USD MILLION)            141

TABLE 125            ASIA PACIFIC: AI IN SUPPLY CHAIN MARKET, BY DEPLOYMENT,

2020–2023 (USD MILLION)            142

TABLE 126            ASIA PACIFIC: AI IN SUPPLY CHAIN MARKET, BY DEPLOYMENT,

2024–2030 (USD MILLION)            142

TABLE 127            ASIA PACIFIC: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2020–2023 (USD MILLION)            142

TABLE 128            ASIA PACIFIC: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2024–2030 (USD MILLION)            143

TABLE 129            ASIA PACIFIC: AI IN SUPPLY CHAIN MARKET, BY END-USE INDUSTRY,

2020–2023 (USD MILLION)            143

TABLE 130            ASIA PACIFIC: AI IN SUPPLY CHAIN MARKET, BY END-USE INDUSTRY,

2024–2030 (USD MILLION)            144

TABLE 131            ASIA PACIFIC: AI IN SUPPLY CHAIN MARKET, BY COUNTRY,

2020–2023 (USD MILLION)            145

TABLE 132            ASIA PACIFIC: AI IN SUPPLY CHAIN MARKET, BY COUNTRY,

2024–2030 (USD MILLION)            145

TABLE 133            CHINA: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2020–2023 (USD MILLION)            146

TABLE 134            CHINA: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2024–2030 (USD MILLION)            146

TABLE 135            JAPAN: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2020–2023 (USD MILLION)            147

TABLE 136            JAPAN: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2024–2030 (USD MILLION)            147

TABLE 137            SOUTH KOREA: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2020–2023 (USD MILLION)            148

TABLE 138            SOUTH KOREA: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2024–2030 (USD MILLION)            148

TABLE 139            INDIA: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2020–2023 (USD MILLION)            148

TABLE 140            INDIA: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2024–2030 (USD MILLION)            149

TABLE 141            REST OF ASIA PACIFIC: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE, 2020–2023 (USD MILLION)                 149

TABLE 142            REST OF ASIA PACIFIC: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE, 2024–2030 (USD MILLION)                 149

TABLE 143            ROW: AI IN SUPPLY CHAIN MARKET, BY OFFERING, 2020–2023 (USD MILLION)     150

TABLE 144            ROW: AI IN SUPPLY CHAIN MARKET, BY OFFERING, 2024–2030 (USD MILLION)     151

TABLE 145            ROW: AI IN SUPPLY CHAIN MARKET, BY DEPLOYMENT, 2020–2023 (USD MILLION)             151

TABLE 146            ROW: AI IN SUPPLY CHAIN MARKET, BY DEPLOYMENT, 2024–2030 (USD MILLION)             151

TABLE 147            ROW: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2020–2023 (USD MILLION)            151

TABLE 148            ROW: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2024–2030 (USD MILLION)            152

TABLE 149            ROW: AI IN SUPPLY CHAIN MARKET, BY END-USE INDUSTRY,

2020–2023 (USD MILLION)            152

TABLE 150            ROW: AI IN SUPPLY CHAIN MARKET, BY END-USE INDUSTRY,

2024–2030 (USD MILLION)            153

TABLE 151            ROW: AI IN SUPPLY CHAIN MARKET, BY REGION, 2020–2023 (USD MILLION)            153

TABLE 152            ROW: AI IN SUPPLY CHAIN MARKET, BY REGION, 2024–2030 (USD MILLION)            154

TABLE 153            MIDDLE EAST & AFRICA: AI IN SUPPLY CHAIN MARKET, BY REGION,

2020–2023 (USD MILLION)            154

TABLE 154            MIDDLE EAST & AFRICA: AI IN SUPPLY CHAIN MARKET, BY REGION,

2024–2030 (USD MILLION)            154

TABLE 155            MIDDLE EAST & AFRICA: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE, 2020–2023 (USD MILLION)                 155

TABLE 156            MIDDLE EAST & AFRICA: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE, 2024–2030 (USD MILLION)                 155

TABLE 157            GCC: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2020–2023 (USD MILLION)            156

TABLE 158            GCC: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2024–2030 (USD MILLION)            156

TABLE 159            REST OF MIDDLE EAST & AFRICA: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE, 2020–2023 (USD MILLION)            156

TABLE 160            REST OF MIDDLE EAST & AFRICA: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE, 2024–2030 (USD MILLION)            157

TABLE 161          SOUTH AMERICA: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2020–2023 (USD MILLION)            157

TABLE 162          SOUTH AMERICA: AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE,

2024–2030 (USD MILLION)            157

TABLE 163            KEY PLAYER STRATEGIES/RIGHT TO WIN, FEBRUARY 2022–SEPTEMBER 2024             158

TABLE 164            AI IN SUPPLY CHAIN MARKET: DEGREE OF COMPETITION, 2023       162

TABLE 165            AI IN SUPPLY CHAIN MARKET: OFFERING FOOTPRINT       169

TABLE 166            AI IN SUPPLY CHAIN MARKET: DEPLOYMENT FOOTPRINT       170

TABLE 167            AI IN SUPPLY CHAIN MARKET: ORGANIZATION SIZE FOOTPRINT              171

TABLE 168            AI IN SUPPLY CHAIN MARKET: APPLICATION FOOTPRINT       172

TABLE 169            AI IN SUPPLY CHAIN MARKET: END-USE INDUSTRY FOOTPRINT 173

TABLE 170            AI IN SUPPLY CHAIN MARKET: REGION FOOTPRINT       174

TABLE 171            AI IN SUPPLY CHAIN MARKET: DETAILED LIST OF KEY STARTUPS/SMES              177

TABLE 172            AI IN SUPPLY CHAIN MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES, BY OFFERING AND REGION                178

TABLE 173            AI IN SUPPLY CHAIN MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES, BY APPLICATION AND DEPLOYMENT        179

TABLE 174            AI IN SUPPLY CHAIN MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES, BY END-USE INDUSTRY AND ORGANIZATION SIZE    180

TABLE 175            AI IN SUPPLY CHAIN MARKET: PRODUCT LAUNCHES/DEVELOPMENTS,

FEBRUARY 2022–SEPTEMBER 2024             181

TABLE 176            AI IN SUPPLY CHAIN MARKET: DEALS, FEBRUARY 2022–SEPTEMBER 2024             185

TABLE 177            SAP SE: COMPANY OVERVIEW   194

TABLE 178            SAP SE: PRODUCTS/SERVICES/SOLUTIONS OFFERED             196

TABLE 179            SAP SE: DEALS   197

TABLE 180            ORACLE: COMPANY OVERVIEW                198

TABLE 181            ORACLE: PRODUCTS/SERVICES/SOLUTIONS OFFERED             199

TABLE 182            ORACLE: PRODUCT LAUNCHES/DEVELOPMENTS    200

TABLE 183            ORACLE: DEALS                200

TABLE 184            BLUE YONDER GROUP, INC.: COMPANY OVERVIEW          202

TABLE 185            BLUE YONDER GROUP, INC.: PRODUCTS/SERVICES/SOLUTIONS OFFERED    202

TABLE 186            BLUE YONDER GROUP, INC.: DEALS       203

TABLE 187            KINAXIS INC.: COMPANY OVERVIEW       205

TABLE 188            KINAXIS INC.: PRODUCTS/SERVICES/SOLUTIONS OFFERED    206

TABLE 189            KINAXIS INC.: PRODUCT LAUNCHES/DEVELOPMENTS    207

TABLE 190            KINAXIS INC.: DEALS      207

TABLE 191            MANHATTAN ASSOCIATES: COMPANY OVERVIEW          209

TABLE 192            MANHATTAN ASSOCIATES: PRODUCTS/SERVICES/SOLUTIONS OFFERED    210

TABLE 193            MANHATTAN ASSOCIATES: PRODUCT LAUNCHES/DEVELOPMENTS    211

TABLE 194            MANHATTAN ASSOCIATES: DEALS          211

TABLE 195            NVIDIA CORPORATION: COMPANY OVERVIEW                 213

TABLE 196            NVIDIA CORPORATION: PRODUCTS/SERVICES/SOLUTIONS OFFERED    214

TABLE 197            NVIDIA CORPORATION: PRODUCT LAUNCHES/DEVELOPMENTS    216

TABLE 198            NVIDIA CORPORATION: DEALS 217

TABLE 199            ADVANCED MICRO DEVICES, INC.: COMPANY OVERVIEW          218

TABLE 200            ADVANCED MICRO DEVICES, INC.: PRODUCTS/SERVICES/SOLUTIONS OFFERED    219

TABLE 201            ADVANCED MICRO DEVICES, INC.: PRODUCT LAUNCHES/DEVELOPMENTS    220

TABLE 202            ADVANCED MICRO DEVICES, INC.: DEALS                 221

TABLE 203            INTEL CORPORATION: COMPANY OVERVIEW                 222

TABLE 204            INTEL CORPORATION: PRODUCTS/SERVICES/SOLUTIONS OFFERED    223

TABLE 205            INTEL CORPORATION: PRODUCT LAUNCHES/DEVELOPMENTS    226

TABLE 206            MICRON TECHNOLOGY, INC.: COMPANY OVERVIEW          227

TABLE 207            MICRON TECHNOLOGY, INC.: PRODUCTS/SERVICES/SOLUTIONS OFFERED    229

TABLE 208            MICRON TECHNOLOGY, INC.: DEALS     229

TABLE 209            QUALCOMM TECHNOLOGIES, INC.: COMPANY OVERVIEW          231

TABLE 210            QUALCOMM TECHNOLOGIES, INC.: PRODUCTS/SERVICES/SOLUTIONS OFFERED    232

TABLE 211            QUALCOMM TECHNOLOGIES, INC.: PRODUCT LAUNCHES/DEVELOPMENTS    233

TABLE 212            QUALCOMM TECHNOLOGIES, INC.: DEALS                 234

TABLE 213            SAMSUNG: COMPANY OVERVIEW            235

TABLE 214            SAMSUNG: PRODUCTS/SERVICES/SOLUTIONS OFFERED             236

TABLE 215            SAMSUNG: PRODUCT LAUNCHES/DEVELOPMENTS    237

TABLE 216            SAMSUNG: DEALS            238

TABLE 217            IBM: COMPANY OVERVIEW         239

TABLE 218            IBM: PRODUCTS/SERVICES/SOLUTIONS OFFERED             240

TABLE 219            IBM: DEALS        241

TABLE 220            MICROSOFT: COMPANY OVERVIEW        242

TABLE 221            MICROSOFT: PRODUCTS/SERVICES/SOLUTIONS OFFERED    243

TABLE 222            MICROSOFT: DEALS       244

TABLE 223            AMAZON WEB SERVICES, INC.: COMPANY OVERVIEW          245

TABLE 224            AMAZON WEB SERVICES, INC.: PRODUCTS/SERVICES/SOLUTIONS OFFERED    246

TABLE 225            AMAZON WEB SERVICES, INC.: PRODUCT LAUNCHES/DEVELOPMENTS    247

TABLE 226            AMAZON WEB SERVICES, INC.: DEALS    248

TABLE 227            GOOGLE: COMPANY OVERVIEW               249

TABLE 228            GOOGLE: PRODUCTS/SERVICES/SOLUTIONS OFFERED             250

TABLE 229            GOOGLE: PRODUCT LAUNCHES/DEVELOPMENTS    251

TABLE 230            GOOGLE: DEALS              251

TABLE 231            ANAPLAN, INC.: COMPANY OVERVIEW  252

TABLE 232            ANAPLAN, INC.: PRODUCTS/SERVICES/SOLUTIONS OFFERED    252

TABLE 233            ANAPLAN, INC.: DEALS 253

TABLE 234            LOGILITY SUPPLY CHAIN SOLUTIONS, INC.: COMPANY OVERVIEW   254

TABLE 235            COUPA: COMPANY OVERVIEW  255

TABLE 236            O9 SOLUTIONS, INC.: COMPANY OVERVIEW                 256

TABLE 237            ALIBABA GROUP HOLDING LIMITED: COMPANY OVERVIEW   257

TABLE 238            FEDEX CORPORATION: COMPANY OVERVIEW                 258

TABLE 239            DEUTSCHE POST AG: COMPANY OVERVIEW                 259

TABLE 240            SERVICENOW: COMPANY OVERVIEW     260

TABLE 241            PROJECT44: COMPANY OVERVIEW          261

TABLE 242            RESILINC CORPORATION: COMPANY OVERVIEW          262

TABLE 243            FOURKITES, INC.: COMPANY OVERVIEW                 263

TABLE 244            RELEX SOLUTIONS: COMPANY OVERVIEW                 264

TABLE 245            C.H. ROBINSON WORLDWIDE, INC.: COMPANY OVERVIEW          265

TABLE 246            E2OPEN, LLC: COMPANY OVERVIEW      266

TABLE 247            FERO.AI: COMPANY OVERVIEW 267

LIST OF FIGURES

FIGURE 1              AI IN SUPPLY CHAIN MARKET SEGMENTATION AND REGIONAL SCOPE 25

FIGURE 2              RESEARCH DESIGN         28

FIGURE 3              RESEARCH FLOW             33

FIGURE 4              BOTTOM-UP APPROACH              34

FIGURE 5              MARKET SIZE ESTIMATION METHODOLOGY (SUPPLY SIDE): REVENUE GENERATED BY AI IN SUPPLY CHAIN MANUFACTURERS           34

FIGURE 6              TOP-DOWN APPROACH                35

FIGURE 7              DATA TRIANGULATION                36

FIGURE 8              CLOUD SEGMENT TO ACCOUNT FOR LARGEST SHARE IN 2024   40

FIGURE 9              SERVICES SEGMENT TO EXHIBIT FASTEST GROWTH DURING FORECAST PERIOD  40

FIGURE 10            LARGE ORGANIZATION SEGMENT TO BE DOMINANT DURING FORECAST PERIOD              41

FIGURE 11            DEMAND PLANNING & FORECASTING SEGMENT TO BE PREVALENT DURING FORECAST PERIOD                 41

FIGURE 12            AUTOMOTIVE SEGMENT TO RECORD HIGHEST CAGR DURING FORECAST PERIOD          42

FIGURE 13            NORTH AMERICA TO BE LARGEST MARKET DURING FORECAST PERIOD       43

FIGURE 14            RISING ADOPTION OF AI IN RETAIL SUPPLY CHAIN TO DRIVE MARKET DURING FORECAST PERIOD                 44

FIGURE 15            SOFTWARE SEGMENT TO BE DOMINANT DURING FORECAST PERIOD       44

FIGURE 16            CLOUD SEGMENT TO SURPASS OTHER SEGMENTS IN TERMS OF GROWTH DURING FORECAST PERIOD                 45

FIGURE 17            LARGE ORGANIZATION SEGMENT TO ACCOUNT FOR LARGER SHARE THAN SMALL & MEDIUM ORGANIZATION SEGMENT DURING FORECAST PERIOD                 45

FIGURE 18            CLOUD SEGMENT AND US TO BE MAJOR STAKEHOLDERS IN 2023                46

FIGURE 19            INDIA TO BE FASTEST-GROWING MARKET DURING FORECAST PERIOD       46

FIGURE 20            AI IN SUPPLY CHAIN MARKET DYNAMICS                 47

FIGURE 21            IMPACT OF DRIVERS ON AI IN SUPPLY CHAIN MARKET               49

FIGURE 22            IMPACT OF RESTRAINTS ON AI IN SUPPLY CHAIN MARKET                50

FIGURE 23            IMPACT OF OPPORTUNITIES ON AI IN SUPPLY CHAIN MARKET                51

FIGURE 24            IMPACT OF CHALLENGES ON AI IN SUPPLY CHAIN MARKET                51

FIGURE 25            VALUE CHAIN ANALYSIS               52

FIGURE 26            ECOSYSTEM ANALYSIS  53

FIGURE 27            TRENDS AND DISRUPTIONS IMPACTING CUSTOMER BUSINESS   55

FIGURE 28            INVESTMENT AND FUNDING SCENARIO, 2023–2024 (USD MILLION)       57

FIGURE 29            PORTER’S FIVE FORCES ANALYSIS           58

FIGURE 30            INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END-USE INDUSTRIES             60

FIGURE 31            KEY BUYING CRITERIA FOR TOP THREE END-USE INDUSTRIES              61

FIGURE 32            IMPORT DATA FOR HS CODE 854231, BY COUNTRY, 2019–2023 (USD BILLION)      65

FIGURE 33            EXPORT DATA FOR HS CODE 854231, BY COUNTRY, 2019–2023 (USD BILLION)      67

FIGURE 34            PATENT ANALYSIS, 2013–2023     68

FIGURE 35            AI IN SUPPLY CHAIN MARKET, BY OFFERING, 2024–2030 (USD MILLION)            77

FIGURE 36           AI IN SUPPLY CHAIN MARKET, BY DEPLOYMENT, 2024–2030 (USD MILLION)            85

FIGURE 37            AI IN SUPPLY CHAIN MARKET, BY ORGANIZATION SIZE, 2024–2030 (USD MILLION)               91

FIGURE 38           AI IN SUPPLY CHAIN MARKET, BY APPLICATION, 2024–2030 (USD MILLION)            94

FIGURE 39            AI IN SUPPLY CHAIN MARKET, BY END-USE INDUSTRY, 2024–2030 (USD MILLION)    100

FIGURE 40            SOFTWARE SEGMENT TO LEAD AI IN SUPPLY CHAIN MARKET

FOR AUTOMOTIVE INDUSTRY  107

FIGURE 41            NORTH AMERICA TO LEAD MARKET DURING FORECAST PERIOD         121

FIGURE 42            NORTH AMERICA: AI IN SUPPLY CHAIN MARKET SNAPSHOT          124

FIGURE 43            US TO LEAD AI IN SUPPLY CHAIN MARKET IN NORTH AMERICA DURING FORECAST PERIOD  127

FIGURE 44            EUROPE: AI IN SUPPLY CHAIN MARKET SNAPSHOT          132

FIGURE 45            GERMANY TO LEAD AI IN SUPPLY CHAIN MARKET IN EUROPE DURING FORECAST PERIOD            135

FIGURE 46            ASIA PACIFIC: AI IN SUPPLY CHAIN MARKET SNAPSHOT          141

FIGURE 47            CHINA TO LEAD AI IN SUPPLY CHAIN MARKET IN ASIA PACIFIC DURING FORECAST PERIOD     144

FIGURE 48            MIDDLE EAST & AFRICA TO LEAD AI IN SUPPLY CHAIN MARKET IN ROW DURING FORECAST PERIOD    153

FIGURE 49            AI IN SUPPLY CHAIN MARKET: REVENUE ANALYSIS OF KEY PLAYERS,

2019–2023 (USD BILLION)             161

FIGURE 50            MARKET SHARE ANALYSIS OF KEY PLAYERS, 2023        162

FIGURE 51            COMPANY VALUATION, 2024      164

FIGURE 52            EV/EBITDA, 2024               164

FIGURE 53            BRAND/PRODUCT COMPARISON             165

FIGURE 54            AI IN SUPPLY CHAIN MARKET: COMPANY EVALUATION MATRIX

(KEY COMPANIES), 2023                 167

FIGURE 55            AI IN SUPPLY CHAIN MARKET: COMPANY FOOTPRINT       168

FIGURE 56            AI IN SUPPLY CHAIN MARKET: COMPANY EVALUATION MATRIX

(STARTUPS/SMES), 2023                176

FIGURE 57            SAP SE: COMPANY SNAPSHOT   195

FIGURE 58            ORACLE: COMPANY SNAPSHOT                199

FIGURE 59            KINAXIS INC.: COMPANY SNAPSHOT      206

FIGURE 60            MANHATTAN ASSOCIATES: COMPANY SNAPSHOT          210

FIGURE 61            NVIDIA CORPORATION: COMPANY SNAPSHOT                 214

FIGURE 62            ADVANCED MICRO DEVICES, INC.: COMPANY SNAPSHOT          219

FIGURE 63            INTEL CORPORATION: COMPANY SNAPSHOT                 223

FIGURE 64            MICRON TECHNOLOGY, INC.: COMPANY SNAPSHOT          228

FIGURE 65            QUALCOMM TECHNOLOGIES, INC.: COMPANY SNAPSHOT          232

FIGURE 66            SAMSUNG: COMPANY SNAPSHOT            236

FIGURE 67            IBM: COMPANY SNAPSHOT         240

FIGURE 68            MICROSOFT: COMPANY SNAPSHOT        243

FIGURE 69            AMAZON WEB SERVICES, INC.: COMPANY SNAPSHOT          246

FIGURE 70            GOOGLE: COMPANY SNAPSHOT               250