Table of Content

1 INTRODUCTION 29
1.1 STUDY OBJECTIVES 29
1.2 MARKET DEFINITION 29
1.2.1 INCLUSIONS & EXCLUSIONS 30
1.3 MARKET SCOPE 30
1.3.1 MARKET SEGMENTATION 31
1.3.2 REGIONS COVERED 32
1.3.3 YEARS CONSIDERED 32
1.4 CURRENCY CONSIDERED 33
1.5 STAKEHOLDERS 33
2 RESEARCH METHODOLOGY 34
2.1 RESEARCH DATA 34
FIGURE 1 COMPOSITE AI MARKET: RESEARCH DESIGN 34
2.1.1 SECONDARY DATA 35
2.1.2 PRIMARY DATA 35
TABLE 1 PRIMARY INTERVIEWS 35
2.1.2.1 Breakup of primary profiles 36
2.1.2.2 Key industry insights 36
2.2 MARKET BREAKUP AND DATA TRIANGULATION 37
FIGURE 2 DATA TRIANGULATION 37
2.3 MARKET SIZE ESTIMATION 38
FIGURE 3 COMPOSITE AI MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 38
2.3.1 TOP-DOWN APPROACH 38
2.3.2 BOTTOM-UP APPROACH 39
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY SIDE): REVENUE FROM SOLUTIONS/SERVICES 39
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY- APPROACH 2, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES 40
FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 3, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES 41
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM-UP (DEMAND SIDE): SHARE OF COMPOSITE AI THROUGH OVERALL COMPOSITE AI SPENDING 41
2.4 MARKET FORECAST 42
TABLE 2 FACTOR ANALYSIS 42
2.5 RESEARCH ASSUMPTIONS 43
2.6 LIMITATIONS 45
2.7 IMPLICATIONS OF RECESSION ON COMPOSITE AI MARKET 45
TABLE 3 IMPACT OF RECESSION ON GLOBAL COMPOSITE AI MARKET 46
3 EXECUTIVE SUMMARY 47
TABLE 4 GLOBAL COMPOSITE AI MARKET SIZE AND GROWTH RATE, 2019–2022 (USD MILLION, Y-O-Y %) 48
TABLE 5 GLOBAL COMPOSITE AI MARKET SIZE AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y %) 49
FIGURE 8 SOFTWARE SEGMENT TO DOMINATE MARKET IN 2023 49
FIGURE 9 AI DEVELOPMENT PLATFORMS AND TOOLS TO HOLD LARGEST MARKET SHARE IN 2023 49
FIGURE 10 PROCESSORS SEGMENT TO DOMINATE MARKET IN 2023 50
FIGURE 11 SYSTEM INTEGRATION AND IMPLEMENTATION SEGMENT TO LEAD MARKET IN 2023 50
FIGURE 12 DATA PROCESSING SEGMENT TO HOLD LARGEST MARKET SHARE IN 2023 50
FIGURE 13 PRODUCT DESIGN & DEVELOPMENT SEGMENT TO LEAD MARKET IN 2023 51
FIGURE 14 HEALTHCARE AND LIFE SCIENCES SEGMENT TO GROW AT HIGHEST CAGR 51
FIGURE 15 NORTH AMERICA TO HOLD LARGEST SHARE, WHILE ASIA PACIFIC TO GROW AT HIGHEST CAGR 52
4 PREMIUM INSIGHTS 53
4.1 ATTRACTIVE OPPORTUNITIES FOR COMPANIES IN COMPOSITE AI MARKET 53
FIGURE 16 GROWING INTRICACY OF AI APPLICATIONS FOR BETTER PERFORMANCE AND ACCURACY TO DRIVE MARKET GROWTH 53
4.2 OVERVIEW OF RECESSION IN GLOBAL COMPOSITE AI MARKET 54
FIGURE 17 COMPOSITE AI MARKET TO WITNESS MINOR DECLINE IN Y-O-Y GROWTH IN 2023 54
4.3 COMPOSITE AI MARKET: TOP THREE APPLICATIONS 54
FIGURE 18 CUSTOMER SERVICE SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 54
4.4 NORTH AMERICA: COMPOSITE AI MARKET, BY OFFERING AND TOP THREE VERTICALS 55
FIGURE 19 SOFTWARE AND BFSI SEGMENTS TO HOLD LARGEST SHARES IN NORTH AMERICA IN 2023 55
4.5 COMPOSITE AI MARKET, BY REGION 55
FIGURE 20 NORTH AMERICA TO HOLD LARGEST SHARE IN 2023 55
5 MARKET OVERVIEW AND INDUSTRY TRENDS 56
5.1 INTRODUCTION 56
5.2 BRIEF HISTORY OF COMPOSITE AI 56
FIGURE 21 EVOLUTION OF COMPOSITE AI 56
5.3 COMPOSITE AI: ARCHITECTURE 57
FIGURE 22 COMPOSITE AI MARKET ARCHITECTURE 57
5.4 MARKET DYNAMICS 59
FIGURE 23 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: COMPOSITE AI MARKET 59
5.4.1 DRIVERS 59
5.4.1.1 Growing intricacy of AI applications for better performance and accuracy 59
5.4.1.2 Increasing demand for more customized and flexible solutions to improve efficiency and productivity 60
5.4.1.3 Advancements in hardware components and infrastructure for better scalability 60
5.4.1.4 Rising usage of composite AI for industry-specific applications 60
5.4.2 RESTRAINTS 61
5.4.2.1 Concerns related to data privacy and security 61
5.4.2.2 Shortage of skilled and talented workforce 61
5.4.3 OPPORTUNITIES 61
5.4.3.1 Integration with edge computing and IoT for real-time decision-making 61
5.4.3.2 Rising demand for explainable AI and trustworthiness across healthcare and BFSI sectors 62
5.4.4 CHALLENGES 62
5.4.4.1 Data availability and quality 62
5.4.4.2 High infrastructure costs with lower ROI 62
5.5 CASE STUDY ANALYSIS 63
5.5.1 CASE STUDY 1: CREATION OF HOLISTIC VIEW OF CLIENTS AND ACTIVITIES OF TIER-1 BANK USING DATA FABRIC CONCEPT 63
5.5.2 CASE STUDY 2: INTUIT USED AMAZON SAGEMAKER TO MANAGE MACHINE LEARNING AT SCALE 63
5.5.3 CASE STUDY 3: SAS ANALYTICS SOLUTIONS HELPED USG CORPORATION TO IMPROVE ITS MANUFACTURING PROCESS 64
5.5.4 CASE STUDY 4: ORLANDO MAGIC USED MOBILE APP DATA AND MACHINE LEARNING TO PERSONALIZE MARKETING CAMPAIGNS 64
5.5.5 CASE STUDY 5: AMSTERDAM UMC USED ANALYTICS AND AI TO INCREASE SPEED AND ACCURACY OF TUMOR EVALUATIONS 65
5.5.6 CASE STUDY 6: IN SPECIAL OLYMPICS, ABU DHABI USED SAS ANALYTICS AND AI SOLUTIONS TO KEEP ATHLETES SAFE 65
5.5.7 CASE STUDY 7: HPE HELPED NEW WORK TO ADDRESS COMPLEX DATA PRIVACY REQUIREMENTS AND IMPROVE OPERATIONAL EFFICIENCY 66
5.6 SUPPLY CHAIN ANALYSIS 67
FIGURE 24 COMPOSITE AI MARKET: SUPPLY CHAIN ANALYSIS 67
5.7 PATENT ANALYSIS 68
5.7.1 METHODOLOGY 68
5.7.2 DOCUMENT TYPE 68
TABLE 6 PATENTS FILED, 2013–2023 68
5.7.3 INNOVATION AND PATENT APPLICATIONS 68
FIGURE 25 TOTAL NUMBER OF PATENTS GRANTED, 2013–2023 68
5.7.3.1 Top applicants 69
FIGURE 26 TOP TEN COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS, 2013–2023 69
TABLE 7 TOP 20 PATENT OWNERS IN COMPOSITE AI MARKET, 2013–2023 69
TABLE 8 LIST OF PATENTS IN COMPOSITE AI MARKET, 2023 70
FIGURE 27 REGIONAL ANALYSIS OF PATENTS GRANTED IN COMPOSITE AI MARKET, 2023 73
5.8 PRICING ANALYSIS 73
TABLE 9 COMPOSITE AI MARKET: PRICING MODEL ANALYSIS, 2023 74
5.9 PORTER’S FIVE FORCES ANALYSIS 75
FIGURE 28 PORTER’S FIVE FORCES ANALYSIS 75
5.9.1 THREAT OF NEW ENTRANTS 75
5.9.2 THREAT OF SUBSTITUTES 76
5.9.3 BARGAINING POWER OF SUPPLIERS 76
5.9.4 BARGAINING POWER OF BUYERS 76
5.9.5 INTENSITY OF COMPETITIVE RIVALRY 76
5.10 KEY CONFERENCES & EVENTS, 2023–2024 77
TABLE 10 DETAILED LIST OF CONFERENCES & EVENTS, 2023–2024 77
5.11 TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS IN COMPOSITE AI MARKET 78
FIGURE 29 COMPOSITE AI MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS 78
5.12 REGULATORY LANDSCAPE 79
5.12.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 79
TABLE 11 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 79
TABLE 12 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80
TABLE 13 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80
TABLE 14 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 81
TABLE 15 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 81
5.13 KEY STAKEHOLDERS AND BUYING CRITERIA 82
5.13.1 KEY STAKEHOLDERS IN BUYING PROCESS 82
TABLE 16 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS (%) 82
5.13.2 BUYING CRITERIA 82
FIGURE 30 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 82
TABLE 17 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 83
5.14 TECHNOLOGY ROADMAP OF COMPOSITE AI MARKET UNTIL 2030 83
FIGURE 31 COMPOSITE AI ROADMAP UNTIL 2030 83
5.15 TECHNOLOGY ANALYSIS 85
5.15.1 RELATED TECHNOLOGIES 85
5.15.1.1 Supervised learning 85
5.15.1.2 Unsupervised learning 85
5.15.1.3 Natural language processing 85
5.15.1.4 Deep learning 86
5.15.1.5 AI governance (ethical, explainable, and responsible AI) 86
5.15.1.6 Knowledge graphs 86
5.15.2 ALLIED TECHNOLOGIES 86
5.15.2.1 Cloud computing 86
5.15.2.2 Computer vision 87
5.15.2.3 Federated learning 87
5.15.2.4 Digital twin 87
5.16 ECOSYSTEM ANALYSIS 88
FIGURE 32 ECOSYSTEM ANALYSIS 88
5.16.1 COMPOSITE AI FRAMEWORK/LIBRARY PROVIDERS 88
5.16.2 COMPOSITE AI PLATFORM PROVIDERS 88
5.16.3 COMPOSITE AI SOFTWARE TOOL PROVIDERS 88
5.16.4 COMPOSITE AI HARDWARE PROVIDERS 89
5.16.5 COMPOSITE AI SERVICE PROVIDERS 89
5.16.6 REGULATORY BODIES 89
5.17 BUSINESS MODELS FOR DEVELOPMENT OF COMPOSITE AI 89
6 COMPOSITE AI MARKET, BY OFFERING 90
6.1 INTRODUCTION 91
6.1.1 OFFERING: COMPOSITE AI MARKET DRIVERS 91
FIGURE 33 HARDWARE SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 91
TABLE 18 COMPOSITE AI MARKET, BY OFFERING, 2019–2022 (USD MILLION) 92
TABLE 19 COMPOSITE AI MARKET, BY OFFERING, 2023–2028 (USD MILLION) 92
6.2 HARDWARE 92
FIGURE 34 NETWORKS TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 93
TABLE 20 COMPOSITE AI MARKET, BY HARDWARE, 2019–2022 (USD MILLION) 93
TABLE 21 COMPOSITE AI MARKET, BY HARDWARE, 2023–2028 (USD MILLION) 93
6.2.1 PROCESSORS 94
6.2.1.1 Cost-effectiveness, flexibility, and scalability of composite AI systems to drive demand for processors 94
TABLE 22 PROCESSORS: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 94
TABLE 23 PROCESSORS: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 94
6.2.2 MEMORY UNITS 95
6.2.2.1 Memory units to enable cloud-based services and provide high-capacity storage and quick data access 95
TABLE 24 MEMORY UNITS: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 95
TABLE 25 MEMORY UNITS: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 95
6.2.3 NETWORKS 96
6.2.3.1 Networks to ensure efficient communication and collaboration between different AI components 96
TABLE 26 NETWORKS: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 96
TABLE 27 NETWORKS: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 96
6.2.4 OTHER HARDWARE 97
TABLE 28 OTHER HARDWARE: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 97
TABLE 29 OTHER HARDWARE: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 98
6.3 SOFTWARE 98
FIGURE 35 AI MIDDLEWARE TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 98
TABLE 30 COMPOSITE AI MARKET, BY SOFTWARE, 2019–2022 (USD MILLION) 99
TABLE 31 COMPOSITE AI MARKET, BY SOFTWARE, 2023–2028 (USD MILLION) 99
6.3.1 MACHINE LEARNING FRAMEWORKS 99
6.3.1.1 Machine learning frameworks to provide cost-effective, flexible, and scalable composite AI systems 99
TABLE 32 MACHINE LEARNING FRAMEWORKS: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 100
TABLE 33 MACHINE LEARNING FRAMEWORKS: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 100
6.3.2 AI DEVELOPMENT PLATFORMS AND TOOLS 100
6.3.2.1 AI development platforms and tools to empower organizations to leverage capabilities of various AI technologies 100
TABLE 34 AI DEVELOPMENT PLATFORMS AND TOOLS: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 101
TABLE 35 AI DEVELOPMENT PLATFORMS AND TOOLS: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 101
6.3.3 AI MIDDLEWARE 101
6.3.3.1 Increasing need to facilitate integration of AI components, tools, and frameworks to drive market growth 101
TABLE 36 AI MIDDLEWARE: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 102
TABLE 37 AI MIDDLEWARE: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 102
6.3.4 OTHER SOFTWARE 102
TABLE 38 OTHER SOFTWARE: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 103
TABLE 39 OTHER SOFTWARE: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 103
6.4 SERVICES 104
FIGURE 36 TRAINING AND CONSULTING SERVICES SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 104
TABLE 40 SERVICES: COMPOSITE AI MARKET, BY TYPE, 2019–2022 (USD MILLION) 104
TABLE 41 SERVICES: COMPOSITE AI MARKET, BY TYPE, 2023–2028 (USD MILLION) 105
6.4.1 TRAINING AND CONSULTING 105
6.4.1.1 Training and consulting services to play vital role in managing operations and technology updates 105
TABLE 42 TRAINING AND CONSULTING: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 105
TABLE 43 TRAINING AND CONSULTING: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 106
6.4.2 SYSTEM INTEGRATION AND IMPLEMENTATION 106
6.4.2.1 System integration and implementation services to gain traction to ensure effective system communication 106
TABLE 44 SYSTEM INTEGRATION AND IMPLEMENTATION: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 106
TABLE 45 SYSTEM INTEGRATION AND IMPLEMENTATION: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 107
6.4.3 SUPPORT AND MAINTENANCE 107
6.4.3.1 Demand for support and maintenance services to increase with rising composite AI deployment 107
TABLE 46 SUPPORT AND MAINTENANCE: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 107
TABLE 47 SUPPORT AND MAINTENANCE: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 108
7 COMPOSITE AI MARKET, BY TECHNIQUE 109
7.1 INTRODUCTION 110
7.1.1 TECHNIQUE: COMPOSITE AI MARKET DRIVERS 110
FIGURE 37 DATA MINING & MACHINE LEARNING SEGMENT TO REGISTER HIGHEST CAGR DURING THE FORECAST PERIOD 110
TABLE 48 COMPOSITE AI MARKET, BY TECHNIQUE, 2019–2022 (USD MILLION) 111
TABLE 49 COMPOSITE AI MARKET, BY TYPE, 2023–2028 (USD MILLION) 111
7.2 CONDITIONED MONITORING 111
7.2.1 CONDITIONED MONITORING TO HELP COMPANIES REDUCE COSTS ASSOCIATED WITH MAINTENANCE 111
TABLE 50 CONDITIONED MONITORING: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 112
TABLE 51 CONDITIONED MONITORING: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 112
7.3 PATTERN RECOGNITION 112
7.3.1 PATTERN RECOGNITION TO ALLOW COMPANIES TO QUICKLY AND ACCURATELY ANALYZE LARGE AMOUNTS OF DATA 112
TABLE 52 PATTERN RECOGNITION: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 113
TABLE 53 PATTERN RECOGNITION: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 113
7.4 DATA PROCESSING 113
7.4.1 DATA PROCESSING USED TO ANALYZE CUSTOMER DATA AND IDENTIFY PATTERNS IN BEHAVIOR AND PREFERENCES 113
TABLE 54 DATA PROCESSING: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 114
TABLE 55 DATA PROCESSING: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 114
7.5 PROACTIVE MECHANISM 114
7.5.1 PROACTIVE MECHANISM TO ENCOURAGE ADOPTION OF ADVANCED TECHNOLOGY FOR PREDICTING AND PREVENTING PROBLEMS 114
TABLE 56 PROACTIVE MECHANISM: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 115
TABLE 57 PROACTIVE MECHANISM: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 115
7.6 DATA MINING & MACHINE LEARNING 115
7.6.1 DATA MINING & MACHINE LEARNING TO ENABLE MACHINES TO ANALYZE DATA AND MAKE DECISIONS 115
TABLE 58 DATA MINING & MACHINE LEARNING: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 116
TABLE 59 DATA MINING & MACHINE LEARNING: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 116
7.7 OTHER TECHNIQUES 116
TABLE 60 OTHER TECHNIQUES: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 117
TABLE 61 OTHER TECHNIQUES: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 117
8 COMPOSITE AI MARKET, BY APPLICATION 118
8.1 INTRODUCTION 119
8.1.1 APPLICATION: COMPOSITE AI MARKET DRIVERS 119
FIGURE 38 CUSTOMER SERVICE SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 119
TABLE 62 COMPOSITE AI MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 120
TABLE 63 COMPOSITE AI MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 120
8.2 PRODUCT DESIGN & DEVELOPMENT 121
8.2.1 STREAMLINING DESIGN & TESTING TO ENABLE COMPANIES TO LAUNCH PRODUCTS FASTER 121
TABLE 64 PRODUCT DESIGN & DEVELOPMENT: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 121
TABLE 65 PRODUCT DESIGN & DEVELOPMENT: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 121
8.3 QUALITY CONTROL 122
8.3.1 QUALITY CONTROL TO MINIMIZE RISKS ASSOCIATED WITH USE OF AI 122
TABLE 66 QUALITY CONTROL: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 122
TABLE 67 QUALITY CONTROL: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 122
8.4 PREDICTIVE MAINTENANCE 123
8.4.1 RISING NEED TO ENABLE PROACTIVE MAINTENANCE STRATEGIES AND DRIVE OPERATIONAL EFFICIENCY TO FUEL MARKET GROWTH 123
TABLE 68 PREDICTIVE MAINTENANCE: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 123
TABLE 69 PREDICTIVE MAINTENANCE: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 123
8.5 SECURITY & SURVEILLANCE 124
8.5.1 GROWING DEMAND FOR ADVANCED COMPOSITE AI SOLUTIONS FOR ENHANCED SECURITY & SURVEILLANCE TO BOOST MARKET GROWTH 124
TABLE 70 SECURITY & SURVEILLANCE: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 124
TABLE 71 SECURITY & SURVEILLANCE: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 124
8.6 CUSTOMER SERVICE 125
8.6.1 CUSTOMER SERVICE TO ENSURE CUSTOMER SATISFACTION, INCREASE OPERATIONAL EFFICIENCY, AND OPTIMIZE EXPERIENCE 125
TABLE 72 CUSTOMER SERVICE: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 125
TABLE 73 CUSTOMER SERVICE: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 125
8.7 OTHER APPLICATIONS 126
TABLE 74 OTHER APPLICATIONS: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 126
TABLE 75 OTHER APPLICATIONS: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 126
9 COMPOSITE AI MARKET, BY VERTICAL 127
9.1 INTRODUCTION 128
9.1.1 VERTICAL: COMPOSITE AI MARKET DRIVERS 128
FIGURE 39 HEALTHCARE AND LIFE SCIENCES SEGMENT TO WITNESS HIGHEST GROWTH RATE DURING FORECAST PERIOD 128
9.1.2 MAJOR USE CASES, BY VERTICAL 129
TABLE 76 COMPOSITE AI MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 130
TABLE 77 COMPOSITE AI MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 131
9.2 BFSI 131
9.2.1 TEXT COMPOSITE AI TO HANDLE MULTIPLE CUSTOMER INTERACTIONS AND REDUCE WAIT TIMES IN BFSI SECTOR 131
TABLE 78 BFSI: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 132
TABLE 79 BFSI: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 132
9.3 RETAIL AND ECOMMERCE 132
9.3.1 GROWTH OF ECOMMERCE TO CREATE ENORMOUS AMOUNT OF DATA THAT CAN BE ANALYZED USING COMPOSITE AI 132
TABLE 80 RETAIL AND ECOMMERCE: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 133
TABLE 81 RETAIL AND ECOMMERCE: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 133
9.4 MANUFACTURING 133
9.4.1 COMPOSITE AI TO BE USED TO CREATE MORE ADVANCED AUTOMATION SYSTEMS IN MANUFACTURING VERTICAL 133
TABLE 82 MANUFACTURING: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 134
TABLE 83 MANUFACTURING: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 134
9.5 ENERGY AND UTILITIES 134
9.5.1 COMPOSITE AI TO HELP THIS VERTICAL OPTIMIZE ITS OPERATIONS AND REDUCE COSTS 134
TABLE 84 ENERGY AND UTILITIES: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 135
TABLE 85 ENERGY AND UTILITIES: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 135
9.6 TRANSPORTATION AND LOGISTICS 135
9.6.1 COMPOSITE AI TO HELP PREVENT ACCIDENTS, THEFT, AND OTHER SECURITY BREACHES 135
TABLE 86 TRANSPORTATION AND LOGISTICS: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 136
TABLE 87 TRANSPORTATION AND LOGISTICS: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 136
9.7 HEALTHCARE AND LIFE SCIENCES 136
9.7.1 COMPOSITE AI TO DRIVE NEED FOR MORE PRECISE AND TARGETED TREATMENTS 136
TABLE 88 HEALTHCARE AND LIFE SCIENCES: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 137
TABLE 89 HEALTHCARE AND LIFE SCIENCES: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 137
9.8 MEDIA AND ENTERTAINMENT 137
9.8.1 INCREASING DEMAND FOR PERSONALIZED CONTENT TO BOOST MARKET 137
TABLE 90 MEDIA AND ENTERTAINMENT: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 138
TABLE 91 MEDIA AND ENTERTAINMENT: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 138
9.9 GOVERNMENT AND DEFENSE 138
9.9.1 INCREASING DEMAND FOR ADVANCED SURVEILLANCE AND INTELLIGENCE GATHERING CAPABILITIES TO DRIVE DEMAND FOR COMPOSITE AI 138
TABLE 92 GOVERNMENT AND DEFENSE: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 139
TABLE 93 GOVERNMENT AND DEFENSE: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 139
9.10 TELECOM 139
9.10.1 COMPOSITE AI USED TO OPTIMIZE NETWORKS AND ENSURE EFFICIENT AND RELIABLE PERFORMANCE IN TELECOM VERTICAL 139
TABLE 94 TELECOM: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 140
TABLE 95 TELECOM: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 140
9.11 OTHER VERTICALS 140
TABLE 96 OTHER VERTICALS: COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 141
TABLE 97 OTHER VERTICALS: COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 141
10 COMPOSITE AI MARKET, BY REGION 142
10.1 INTRODUCTION 143
FIGURE 40 ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 143
FIGURE 41 INDIA TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 144
TABLE 98 COMPOSITE AI MARKET, BY REGION, 2019–2022 (USD MILLION) 144
TABLE 99 COMPOSITE AI MARKET, BY REGION, 2023–2028 (USD MILLION) 144
10.2 NORTH AMERICA 145
10.2.1 NORTH AMERICA: COMPOSITE AI MARKET DRIVERS 145
10.2.2 NORTH AMERICA: RECESSION IMPACT 145
FIGURE 42 NORTH AMERICA: MARKET SNAPSHOT 146
TABLE 100 NORTH AMERICA: COMPOSITE AI MARKET, BY OFFERING, 2019–2022 (USD MILLION) 147
TABLE 101 NORTH AMERICA: COMPOSITE AI MARKET, BY OFFERING, 2023–2028 (USD MILLION) 147
TABLE 102 NORTH AMERICA: COMPOSITE AI MARKET, BY HARDWARE, 2019–2022 (USD MILLION) 147
TABLE 103 NORTH AMERICA: COMPOSITE AI MARKET, BY HARDWARE, 2023–2028 (USD MILLION) 147
TABLE 104 NORTH AMERICA: COMPOSITE AI MARKET, BY SOFTWARE, 2019–2022 (USD MILLION) 148
TABLE 105 NORTH AMERICA: COMPOSITE AI MARKET, BY SOFTWARE, 2023–2028 (USD MILLION) 148
TABLE 106 NORTH AMERICA: COMPOSITE AI MARKET, BY SERVICE, 2019–2022 (USD MILLION) 148
TABLE 107 NORTH AMERICA: COMPOSITE AI MARKET, BY SERVICE, 2023–2028 (USD MILLION) 149
TABLE 108 NORTH AMERICA: COMPOSITE AI MARKET, BY TECHNIQUE, 2019–2022 (USD MILLION) 149
TABLE 109 NORTH AMERICA: COMPOSITE AI MARKET, BY TECHNIQUE, 2023–2028 (USD MILLION) 149
TABLE 110 NORTH AMERICA: COMPOSITE AI MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 150
TABLE 111 NORTH AMERICA: COMPOSITE AI MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 150
TABLE 112 NORTH AMERICA: COMPOSITE AI MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 151
TABLE 113 NORTH AMERICA: COMPOSITE AI MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 151
TABLE 114 NORTH AMERICA: COMPOSITE AI MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 152
TABLE 115 NORTH AMERICA: COMPOSITE AI MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 152
10.2.3 US 152
10.2.3.1 Proliferation of digital technologies generating vast amounts of data to fuel adoption of composite AI 152
10.2.4 CANADA 153
10.2.4.1 Rising adoption of cutting-edge technologies to enhance customer services 153
10.3 EUROPE 153
10.3.1 EUROPE: COMPOSITE AI MARKET DRIVERS 153
10.3.2 EUROPE: RECESSION IMPACT 154
TABLE 116 EUROPE: COMPOSITE AI MARKET, BY OFFERING, 2019–2022 (USD MILLION) 154
TABLE 117 EUROPE: COMPOSITE AI MARKET, BY OFFERING, 2023–2028 (USD MILLION) 155
TABLE 118 EUROPE: COMPOSITE AI MARKET, BY HARDWARE, 2019–2022 (USD MILLION) 155
TABLE 119 EUROPE: COMPOSITE AI MARKET, BY HARDWARE, 2023–2028 (USD MILLION) 155
TABLE 120 EUROPE: COMPOSITE AI MARKET, BY SOFTWARE, 2019–2022 (USD MILLION) 156
TABLE 121 EUROPE: COMPOSITE AI MARKET, BY SOFTWARE, 2023–2028 (USD MILLION) 156
TABLE 122 EUROPE: COMPOSITE AI MARKET, BY SERVICE, 2019–2022 (USD MILLION) 156
TABLE 123 EUROPE: COMPOSITE AI MARKET, BY SERVICE, 2023–2028 (USD MILLION) 157
TABLE 124 EUROPE: COMPOSITE AI MARKET, BY TECHNIQUE, 2019–2022 (USD MILLION) 157
TABLE 125 EUROPE: COMPOSITE AI MARKET, BY TECHNIQUE, 2023–2028 (USD MILLION) 157
TABLE 126 EUROPE: COMPOSITE AI MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 158
TABLE 127 EUROPE: COMPOSITE AI MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 158
TABLE 128 EUROPE: COMPOSITE AI MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 159
TABLE 129 EUROPE: COMPOSITE AI MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 159
TABLE 130 EUROPE: COMPOSITE AI MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 160
TABLE 131 EUROPE: COMPOSITE AI MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 160
10.3.3 UK 160
10.3.3.1 Growing adoption of composite AI in eCommerce and rising number of startups to fuel market growth 160
10.3.4 GERMANY 161
10.3.4.1 Growing adoption of cutting-edge digital technologies, coupled with government initiatives, to fuel adoption of composite AI 161
10.3.5 FRANCE 161
10.3.5.1 Growing number of startups and active support by government to drive demand for composite AI 161
10.3.6 ITALY 162
10.3.6.1 Availability of advanced algorithms, frameworks, and tools to enable integration of different AI components 162
10.3.7 SPAIN 162
10.3.7.1 Rapid adoption of emerging technologies to enhance customer experience to drive market 162
10.3.8 REST OF EUROPE 162
10.3.8.1 Initiatives taken by governments and rising application of composite AI across verticals to fuel market 162
10.4 ASIA PACIFIC 163
10.4.1 ASIA PACIFIC: COMPOSITE AI MARKET DRIVERS 163
10.4.2 ASIA PACIFIC: RECESSION IMPACT 163
FIGURE 43 ASIA PACIFIC: MARKET SNAPSHOT 164
TABLE 132 ASIA PACIFIC: COMPOSITE AI MARKET, BY OFFERING, 2019–2022 (USD MILLION) 165
TABLE 133 ASIA PACIFIC: COMPOSITE AI MARKET, BY OFFERING, 2023–2028 (USD MILLION) 165
TABLE 134 ASIA PACIFIC: COMPOSITE AI MARKET, BY HARDWARE, 2019–2022 (USD MILLION) 165
TABLE 135 ASIA PACIFIC: COMPOSITE AI MARKET, BY HARDWARE, 2023–2028 (USD MILLION) 165
TABLE 136 ASIA PACIFIC: COMPOSITE AI MARKET, BY SOFTWARE, 2019–2022 (USD MILLION) 166
TABLE 137 ASIA PACIFIC: COMPOSITE AI MARKET, BY SOFTWARE, 2023–2028 (USD MILLION) 166
TABLE 138 ASIA PACIFIC: COMPOSITE AI MARKET, BY SERVICE, 2019–2022 (USD MILLION) 166
TABLE 139 ASIA PACIFIC: COMPOSITE AI MARKET, BY SERVICE, 2023–2028 (USD MILLION) 167
TABLE 140 ASIA PACIFIC: COMPOSITE AI MARKET, BY TECHNIQUE, 2019–2022 (USD MILLION) 167
TABLE 141 ASIA PACIFIC: COMPOSITE AI MARKET, BY TECHNIQUE, 2023–2028 (USD MILLION) 167
TABLE 142 ASIA PACIFIC: COMPOSITE AI MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 168
TABLE 143 ASIA PACIFIC: COMPOSITE AI MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 168
TABLE 144 ASIA PACIFIC: COMPOSITE AI MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 169
TABLE 145 ASIA PACIFIC: COMPOSITE AI MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 169
TABLE 146 ASIA PACIFIC: COMPOSITE AI MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 170
TABLE 147 ASIA PACIFIC: COMPOSITE AI MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 170
TABLE 148 ASIA PACIFIC: COMPOSITE AI MARKET, BY ASEAN COUNTRY, 2019–2022 (USD MILLION) 170
TABLE 149 ASIA PACIFIC: COMPOSITE AI MARKET, BY ASEAN COUNTRY, 2023–2028 (USD MILLION) 171
10.4.3 CHINA 171
10.4.3.1 Growing composite AI solutions in various verticals to drive market growth 171
10.4.4 INDIA 171
10.4.4.1 High adoption of AI technology to drive market 171
10.4.5 JAPAN 172
10.4.5.1 Advancements in technologies and need to prevent data breaches to drive market 172
10.4.6 ANZ 172
10.4.6.1 Rising need to reduce overall operational costs to drive composite AI market 172
10.4.7 SOUTH KOREA 172
10.4.7.1 Adoption of AI and related technologies to help create favorable environment for composite AI market growth 172
10.4.8 ASEAN COUNTRIES 173
10.4.8.1 Growing data generation to boost demand for composite AI in ASEAN countries 173
10.4.9 REST OF ASIA PACIFIC 173
10.5 MIDDLE EAST & AFRICA 173
10.5.1 MIDDLE EAST & AFRICA: COMPOSITE AI MARKET DRIVERS 173
10.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT 174
TABLE 150 MIDDLE EAST & AFRICA: COMPOSITE AI MARKET, BY OFFERING, 2019–2022 (USD MILLION) 174
TABLE 151 MIDDLE EAST & AFRICA:



12 COMPANY PROFILES 209
12.1 INTRODUCTION 209
12.2 KEY PLAYERS 209
(Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View)*
12.2.1 IBM 209
TABLE 192 IBM: BUSINESS OVERVIEW 209
FIGURE 50 IBM: COMPANY SNAPSHOT 210
TABLE 193 IBM: PRODUCTS OFFERED 210
TABLE 194 IBM: PRODUCT LAUNCHES 211
TABLE 195 IBM: DEALS 212
12.2.2 SAS INSTITUTE 213
TABLE 196 SAS INSTITUTE: BUSINESS OVERVIEW 213
TABLE 197 SAS INSTITUTE: PRODUCTS OFFERED 213
TABLE 198 SAS INSTITUTE: DEALS 214
12.2.3 MICROSOFT 215
TABLE 199 MICROSOFT: BUSINESS OVERVIEW 215
FIGURE 51 MICROSOFT: COMPANY SNAPSHOT 216
TABLE 200 MICROSOFT: PRODUCTS OFFERED 216
TABLE 201 MICROSOFT: PRODUCT LAUNCHES 217
TABLE 202 MICROSOFT: DEALS 217
12.2.4 GOOGLE 219
TABLE 203 GOOGLE: BUSINESS OVERVIEW 219
FIGURE 52 GOOGLE: COMPANY SNAPSHOT 220
TABLE 204 GOOGLE: PRODUCTS OFFERED 220
TABLE 205 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS 221
12.2.5 AWS 222
TABLE 206 AWS: BUSINESS OVERVIEW 222
FIGURE 53 AWS: COMPANY SNAPSHOT 222
TABLE 207 AWS: PRODUCTS OFFERED 223
TABLE 208 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS 223
TABLE 209 AWS: DEALS 224
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12.2.6 SALESFORCE 225
TABLE 210 SALESFORCE: BUSINESS OVERVIEW 225
FIGURE 54 SALESFORCE: COMPANY SNAPSHOT 226
TABLE 211 SALESFORCE: PRODUCTS OFFERED 226
TABLE 212 SALESFORCE: DEALS 227
12.2.7 BLACKSWAN TECHNOLOGIES 228
TABLE 213 BLACKSWAN TECHNOLOGIES: BUSINESS OVERVIEW 228
TABLE 214 BLACKSWAN TECHNOLOGIES: PRODUCTS OFFERED 228
TABLE 215 BLACKSWAN TECHNOLOGIES: PRODUCT LAUNCHES 229
TABLE 216 BLACKSWAN TECHNOLOGIES: DEALS 229
12.2.8 ORACLE 230
TABLE 217 ORACLE: BUSINESS OVERVIEW 230
FIGURE 55 ORACLE: COMPANY SNAPSHOT 231
TABLE 218 ORACLE: PRODUCTS OFFERED 231
TABLE 219 ORACLE: PRODUCT LAUNCHES 232
TABLE 220 ORACLE: DEALS 233
12.2.9 OPENTEXT 234
TABLE 221 OPENTEXT: BUSINESS OVERVIEW 234
FIGURE 56 OPENTEXT: COMPANY SNAPSHOT 235
TABLE 222 OPENTEXT: PRODUCTS OFFERED 235
12.2.9.3 Recent developments 236
TABLE 223 OPENTEXT: PRODUCT LAUNCHES AND ENHANCEMENTS 236
TABLE 224 OPENTEXT: DEALS 236
12.2.10 SAP 237
TABLE 225 SAP: BUSINESS OVERVIEW 237
FIGURE 57 SAP: COMPANY SNAPSHOT 238
TABLE 226 SAP: PRODUCTS OFFERED 238
TABLE 227 SAP: DEALS 239
12.2.11 HPE 240
TABLE 228 HPE: BUSINESS OVERVIEW 240
FIGURE 58 HPE: COMPANY SNAPSHOT 241
TABLE 229 HPE: PRODUCTS OFFERED 241
TABLE 230 HPE: DEALS 242
12.2.12 PEGA 243
TABLE 231 PEGA: BUSINESS OVERVIEW 243
FIGURE 59 PEGA: COMPANY SNAPSHOT 244
TABLE 232 PEGA: PRODUCTS OFFERED 244
TABLE 233 PEGA: PRODUCT LAUNCHES AND ENHANCEMENTS 245
TABLE 234 PEGA: DEALS 245
12.3 OTHER KEY PLAYERS 246
12.3.1 NVIDIA 246
12.3.2 INTEL 247
12.3.3 UIPATH 248
12.3.4 ZEST AI 248
12.3.5 DYNAMIC YIELD 249
12.3.6 DATAROBOT 249
12.3.7 H20.AI 250
12.3.8 SQUIRRO 251
12.3.9 COGNITIVESCALE 251
12.3.10 SPARKCOGNITION 252
12.3.11 DIWO 252
12.4 STARTUPS/SMES 253
12.4.1 ACTICO 253
12.4.2 KYNDI 253
12.4.3 NAUTO 254
12.4.4 NETRA 254
12.4.5 EXPONENTIAL AI 255
*Details on Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View might not be captured in case of unlisted companies.
13 ADJACENT AND RELATED MARKETS 256
13.1 INTRODUCTION 256
13.2 NLP MARKET - GLOBAL FORECAST TO 2027 256
13.2.1 MARKET DEFINITION 256
13.2.2 MARKET OVERVIEW 256
13.2.2.1 NLP market, by component 256
TABLE 235 NATURAL LANGUAGE PROCESSING MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 257
TABLE 236 NATURAL LANGUAGE PROCESSING MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 257
13.2.2.2 NLP market, by type 257
TABLE 237 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2016–2021 (USD MILLION) 257
TABLE 238 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2022–2027 (USD MILLION) 258
13.2.2.3 NLP market, by deployment mode 258
TABLE 239 NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 258
TABLE 240 NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 258
13.2.2.4 NLP market, by organization size 259
TABLE 241 NATURAL LANGUAGE PROCESSING MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 259
TABLE 242 NATURAL LANGUAGE PROCESSING MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 259
13.2.2.5 NLP market, by application 259
TABLE 243 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2016–2021 (USD MILLION) 260
TABLE 244 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 260
13.2.2.6 NLP market, by technology 260
TABLE 245 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2016–2021 (USD MILLION) 261
TABLE 246 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION) 261
13.2.2.7 NLP market, by vertical 261
TABLE 247 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 262
TABLE 248 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 262
13.2.2.8 NLP market, by region 263
TABLE 249 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2016–2021 (USD MILLION) 263
TABLE 250 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2022–2027 (USD MILLION) 263
13.3 ARTIFICIAL INTELLIGENCE MARKET - GLOBAL FORECAST TO 2027 264
13.3.1 MARKET DEFINITION 264
13.3.2 MARKET OVERVIEW 264
13.3.2.1 Artificial intelligence market, by offering 264
TABLE 251 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2016–2021 (USD BILLION) 264
TABLE 252 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2022–2027 (USD BILLION) 265
13.3.2.2 Artificial intelligence market, by technology 265
TABLE 253 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016–2021 (USD BILLION) 265
TABLE 254 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION) 265
13.3.2.3 Artificial intelligence market, by deployment mode 266
TABLE 255 ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD BILLION) 266
TABLE 256 ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD BILLION) 266
13.3.2.4 Artificial intelligence market, by organization size 266
TABLE 257 ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD BILLION) 267
TABLE 258 ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD BILLION) 267
13.3.2.5 Artificial intelligence market, by business function 267
TABLE 259 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2016–2021 (USD BILLION) 267
TABLE 260 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2022–2027 (USD BILLION) 268
13.3.2.6 Artificial intelligence market, by vertical 268
TABLE 261 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2016–2021 (USD BILLION) 268
TABLE 262 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD BILLION) 269
13.3.2.7 Artificial intelligence market, by region 269
TABLE 263 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 269
TABLE 264 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 270
14 APPENDIX 271
14.1 DISCUSSION GUIDE 271
14.2 KNOWLEDGESTORE: MARKETSANDMARKETS? SUBSCRIPTION PORTAL 277
14.3 CUSTOMIZATION OPTIONS 279
14.4 RELATED REPORTS 279
14.5 AUTHOR DETAILS 280