Table of Content


"1    INTRODUCTION    34
1.1    STUDY OBJECTIVES    34
1.2    MARKET DEFINITION    34
1.2.1    INCLUSIONS AND EXCLUSIONS    34
1.3    STUDY SCOPE    35
1.3.1    MARKETS COVERED    35
1.3.2    YEARS CONSIDERED    36
1.4    CURRENCY    36
1.5    STAKEHOLDERS    36
1.6    SUMMARY OF CHANGES    37
2    RESEARCH METHODOLOGY    38
2.1    RESEARCH DATA    38
FIGURE 1    ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET: RESEARCH DESIGN    38
2.1.1    SECONDARY AND PRIMARY RESEARCH    40
2.1.1.1    Key industry insights    40
2.1.2    SECONDARY DATA    41
2.1.2.1    List of major secondary sources    41
2.1.2.2    Secondary sources    42
2.1.3    PRIMARY DATA    42
2.1.3.1    Primary interviews with experts    42
2.1.3.2    Breakdown of primaries    43
2.1.3.3    Primary sources    43
2.2    MARKET SIZE ESTIMATION    44
2.2.1    BOTTOM-UP APPROACH    44
FIGURE 2    MARKET SIZE ESTIMATION OF AI IN MANUFACTURING MARKET (BOTTOM-UP)    44
2.2.1.1    Estimating market size by bottom-up approach (demand side)    44
FIGURE 3    MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH    45
2.2.2    TOP-DOWN APPROACH    45
FIGURE 4    MARKET SIZE ESTIMATION OF AI IN MANUFACTURING MARKET (TOP-DOWN)    45
2.2.2.1    Approach for capturing the market share by top-down analysis (supply side)    46
FIGURE 5    MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH    46
2.3    MARKET BREAKDOWN AND DATA TRIANGULATION    47
FIGURE 6    DATA TRIANGULATION    47
2.4    RESEARCH ASSUMPTIONS    48
TABLE 1    ASSUMPTIONS FOR RESEARCH STUDY    48

2.5    RISK ASSESSMENT    49
2.5.1    AI IN MANUFACTURING MARKET: LIMITATIONS AND ASSOCIATED RISKS    49
TABLE 2    LIMITATIONS AND ASSOCIATED RISKS    49
2.6    LIMITATIONS    50
FIGURE 7    LIMITATIONS FOR RESEARCH STUDY    50
TABLE 3    MARKET FORECASTING METHODOLOGY ADOPTED FROM 2022 TO 2027    50
3    EXECUTIVE SUMMARY    51
FIGURE 8    SOFTWARE SEGMENT TO HOLD LARGEST SHARE OF AI IN MANUFACTURING MARKET DURING FORECAST PERIOD    52
FIGURE 9    MACHINE LEARNING SEGMENT TO HOLD LARGEST SHARE OF AI IN MANUFACTURING MARKET DURING FORECAST PERIOD    52
FIGURE 10    PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION APPLICATION SEGMENT TO HOLD LARGEST SHARE OF AI IN MANUFACTURING MARKET DURING FORECAST PERIOD    53
FIGURE 11    AUTOMOTIVE INDUSTRY TO HOLD LARGEST SHARE OF AI IN MANUFACTURING MARKET DURING FORECAST PERIOD    53
FIGURE 12    ASIA PACIFIC TO REGISTER HIGHEST CAGR IN AI IN MANUFACTURING MARKET DURING FORECAST PERIOD    54
3.1    COVID-19 IMPACT ANALYSIS: AI IN MANUFACTURING MARKET    55
FIGURE 13    PRE- AND POST-COVID-19 SCENARIO ANALYSIS FOR AI IN
MANUFACTURING MARKET    55
3.1.1    REALISTIC SCENARIO (POST-COVID-19)    55
3.1.2    OPTIMISTIC SCENARIO (POST-COVID-19)    55
3.1.3    PESSIMISTIC SCENARIO (POST-COVID-19)    55
4    PREMIUM INSIGHTS    56
4.1    ATTRACTIVE OPPORTUNITIES IN AI IN MANUFACTURING MARKET    56
FIGURE 14    RISING INDUSTRIAL AUTOMATION TO DRIVE MARKET GROWTH    56
4.2    AI IN MANUFACTURING MARKET, BY OFFERING    56
FIGURE 15    SOFTWARE SEGMENT TO HOLD LARGEST SHARE OF AI IN MANUFACTURING MARKET DURING FORECAST PERIOD    56
4.3    AI IN MANUFACTURING MARKET, BY TECHNOLOGY    57
FIGURE 16    MACHINE LEARNING SEGMENT TO HOLD LARGEST SHARE OF AI IN MANUFACTURING MARKET FROM 2022 TO 2027    57
4.4    ASIA PACIFIC AI IN MANUFACTURING MARKET, BY INDUSTRY AND COUNTRY    58
FIGURE 17    AUTOMOTIVE SEGMENT AND CHINA HELD LARGEST SHARES OF ASIA PACIFIC AI IN MANUFACTURING MARKET IN 2021    58
4.5    AI IN MANUFACTURING MARKET, BY COUNTRY    59
FIGURE 18    SPAIN TO REGISTER HIGHEST CAGR IN AI IN MANUFACTURING MARKET BETWEEN 2022 AND 2027 (IN TERMS OF VALUE)    59

5    MARKET OVERVIEW    60
5.1    INTRODUCTION    60
5.2    MARKET DYNAMICS    61
FIGURE 19    INCREASINGLY LARGE AND COMPLEX DATASETS AND INDUSTRY TRENDS SUCH AS IOT AND AUTOMATION ARE DRIVING MARKET GROWTH    61
5.2.1    DRIVERS    62
5.2.1.1    Intensifying need to handle increasingly large and complex dataset    62
5.2.1.2    Evolving industrial IoT and automation technologies    62
5.2.1.3    Improving computing power of AI chipsets    63
5.2.1.4    Increasing venture capital investments in manufacturing AI space    64
5.2.2    RESTRAINTS    64
5.2.2.1    Reluctance among manufacturers to adopt AI-based technologies    64
5.2.3    OPPORTUNITIES    65
5.2.3.1    Growing focus on boosting operational efficiency of
manufacturing plants    65
5.2.3.2    Application of AI for intelligent business processes    65
5.2.3.3    Adoption of automation technologies to mitigate effects of COVID-19    66
5.2.4    CHALLENGES    66
5.2.4.1    Limited availability of skilled workforce, especially in
developing countries    66
5.2.4.2    Concerns regarding data privacy    67
5.3    PORTER’S FIVE FORCES ANALYSIS    67
5.3.1    BARGAINING POWER OF SUPPLIERS    67
5.3.2    BARGAINING POWER OF BUYERS    67
5.3.3    THREAT OF NEW ENTRANTS    68
5.3.4    THREAT OF SUBSTITUTES    68
5.3.5    INTENSITY OF COMPETITIVE RIVALRY    68
TABLE 4    IMPACT OF EACH FORCE ON AI IN MANUFACTURING MARKET    68
5.4    PRICING ANALYSIS    69
FIGURE 20    ASP OF PROCESSORS, 2018–2021 (USD)    69
TABLE 5    ASP RANGE OF PROCESSOR TYPES, 2018–2021 (USD)    69
5.5    TRADE ANALYSIS    69
5.5.1    EXPORT SCENARIO OF AUTOMATIC DATA PROCESSING MACHINES    69
TABLE 6    AUTOMATIC DATA PROCESSING MACHINES EXPORT, BY KEY COUNTRY, 2016–2020 (USD THOUSAND)    70
5.5.2    IMPORT SCENARIO OF AUTOMATIC DATA PROCESSING MACHINES    70
TABLE 7    IMPORT DATA: AUTOMATIC DATA PROCESSING MACHINES, BY KEY COUNTRY, 2016–2020 (USD THOUSAND)    70
5.6    TARIFFS AND REGULATORY LANDSCAPE    71
5.6.1    REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS    71
TABLE 8    NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS    71
TABLE 9    EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS    71
TABLE 10    ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS    72
TABLE 11    REST OF THE WORLD: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS    72
5.7    AI ECOSYSTEM    73
FIGURE 21    AI IN MANUFACTURING MARKET: ECOSYSTEM ANALYSIS    73
TABLE 12    AI IN MANUFACTURING MARKET ECOSYSTEM    74
5.8    AI IN MANUFACTURING MARKET: CASE STUDIES    75
5.8.1    SIEMENS GAMESA USES FUJITSU’S AI SOLUTION TO ACCELERATE INSPECTION OF TURBINE BLADES    75
5.8.2    VOLVO USES MACHINE LEARNING-DRIVEN DATA ANALYTICS FOR PREDICTING BREAKDOWN AND FAILURES    75
5.8.3    ROLLS-ROYCE IS USING MICROSOFT CORTANA INTELLIGENCE FOR PREDICTIVE MAINTENANCE    75
5.8.4    PAPER PACKAGING FIRM USED SIGHT MACHINE’S ENTERPRISE MANUFACTURING ANALYTICS TO IMPROVE PRODUCTION    76
5.9    PATENT ANALYSIS    76
FIGURE 22    NUMBER OF PATENTS GRANTED PER YEAR OVER LAST 10 YEARS    76
TABLE 13    TOP 20 PATENT OWNERS    76
FIGURE 23    TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS    77
TABLE 14    IMPORTANT PATENT REGISTRATIONS, 2015–2020    78
5.10    REVENUE SHIFT IN AI IN MANUFACTURING MARKET    83
5.11    REGULATORY STANDARDS    84
5.11.1    STANDARDS IN ITS/C-ITS    85
TABLE 15    SECURITY AND PRIVACY STANDARDS DEVELOPED BY EUROPEAN TELECOMMUNICATION STANDARDS INSTITUTE (ETSI)    85
5.12    SUPPLY CHAIN ANALYSIS    85
FIGURE 24    AI IN MANUFACTURING MARKET VALUE CHAIN    85
5.13    TECHNOLOGY ANALYSIS    86
5.14    KEY CONFERENCES AND EVENTS IN 2022-2023    87
TABLE 16    AI IN MANUFACTURING MARKET: DETAILED LIST OF CONFERENCES &
EVENTS (2022–2023)    87
5.15    KEY STAKEHOLDER AND BUYING PROCESS AND/OR BUYING CRITERIA    89
5.15.1    KEY STAKEHOLDERS IN BUYING PROCESS    89
FIGURE 25    INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR
TOP 3 APPLICATIONS    89
TABLE 17    INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR
TOP 3 APPLICATIONS (%)    89
5.15.2    BUYING CRITERIA    90
FIGURE 26    KEY BUYING CRITERIA FOR TOP 3 APPLICATIONS    90
TABLE 18    KEY BUYING CRITERIA FOR TOP 3 APPLICATIONS    90

6    ARTIFICIAL INTELLIGENCE (AI) IN MANUFACTURING MARKET, BY OFFERING    91
6.1    INTRODUCTION    92
FIGURE 27    GLOBAL AI IN MANUFACTURING HARDWARE MARKET,
2020–2027 (MILLION UNITS)    92
FIGURE 28    SOFTWARE SEGMENT TO HOLD LARGEST SHARE OF AI IN MANUFACTURING MARKET DURING FORECAST PERIOD    93
TABLE 19    AI IN MANUFACTURING MARKET, BY OFFERING, 2018–2021 (USD MILLION)    93
TABLE 20    AI IN MANUFACTURING MARKET, BY OFFERING, 2022–2027 (USD MILLION)    93
6.2    HARDWARE    94
TABLE 21    AI IN MANUFACTURING MARKET, BY HARDWARE,
2018–2021 (USD MILLION)    94
TABLE 22    AI IN MANUFACTURING MARKET, BY HARDWARE,
2022–2027 (USD MILLION)    94
TABLE 23    AI IN MANUFACTURING MARKET FOR HARDWARE, BY REGION,
2018–2021 (USD MILLION)    95
TABLE 24    AI IN MANUFACTURING MARKET FOR HARDWARE, BY REGION,
2022–2027 (USD MILLION)    95
6.2.1    PROCESSOR    95
6.2.1.1    High parallel processing capabilities and computing power to fuel adoption of processors    95
FIGURE 29    GPU SUB-SEGMENT TO REGISTER HIGHEST CAGR
DURING FORECAST PERIOD    96
TABLE 25    AI IN MANUFACTURING MARKET, BY PROCESSOR,
2018–2021 (USD MILLION)    96
TABLE 26    AI IN MANUFACTURING MARKET, BY PROCESSOR,
2022–2027 (USD MILLION)    96
6.2.1.1.1    Microprocessor unit (MPU)    97
6.2.1.1.2    Graphics processing unit (GPU)    97
6.2.1.1.3    Field programmable gate array (FPGA)    97
6.2.1.1.4    Application-specific integrated circuit (ASIC)    97
6.2.2    MEMORY    98
6.2.2.1    Rising high-bandwidth memory requirements to drive market growth    98
6.2.3    NETWORK    98
6.2.3.1    Growing use of ethernet adaptors and interconnects to
drive market growth    98
6.3    SOFTWARE    98
TABLE 27    AI IN MANUFACTURING MARKET FOR OFFERING, BY SOFTWARE,
2018–2021 (USD MILLION)    99
TABLE 28    AI IN MANUFACTURING MARKET FOR OFFERING, BY SOFTWARE,
2022–2027 (USD MILLION)    99
TABLE 29    AI IN MANUFACTURING MARKET FOR SOFTWARE, BY REGION,
2018–2021 (USD MILLION)    99
TABLE 30    AI IN MANUFACTURING MARKET FOR SOFTWARE, BY REGION,
2022–2027 (USD MILLION)    100

6.3.1    AI SOLUTIONS    100
6.3.1.1    Rising use of list processing and programming in logic languages to fuel adoption of AI solutions    100
TABLE 31    AI IN MANUFACTURING MARKET FOR SOLUTIONS, BY DEPLOYMENT,
2018–2021 (USD MILLION)    100
TABLE 32    AI IN MANUFACTURING MARKET FOR SOLUTIONS, BY DEPLOYMENT,
2022–2027 (USD MILLION)    101
6.3.1.2    On-premise    101
6.3.1.3    Cloud    101
6.3.2    AI PLATFORM    101
6.3.2.1    Natural language processing, image recognition, voice recognition, and predictive analytics features to fuel adoption of AI platforms    101
TABLE 33    AI IN MANUFACTURING MARKET FOR SOFTWARE, BY PLATFORM,
2018–2021 (USD MILLION)    102
TABLE 34    AI IN MANUFACTURING MARKET FOR SOFTWARE, BY PLATFORM,
2022–2027 (USD MILLION)    102
6.3.2.2    Machine learning framework    103
6.3.2.3    Application program interface (API)    103
6.4    SERVICES    103
TABLE 35    AI IN MANUFACTURING MARKET, BY SERVICES, 2018–2021 (USD MILLION)    103
TABLE 36    AI IN MANUFACTURING MARKET, BY SERVICES, 2022–2027 (USD MILLION)    104
TABLE 37    AI IN MANUFACTURING MARKET FOR SERVICES, BY REGION,
2018–2021 (USD MILLION)    104
TABLE 38    AI IN MANUFACTURING MARKET FOR SERVICES, BY REGION,
2022–2027 (USD MILLION)    104
6.4.1    DEPLOYMENT AND INTEGRATION    105
6.4.1.1    Increasing demand for deployment and integration as a key service for configuring AI systems in manufacturing to drive market growth    105
6.4.2    SUPPORT AND MAINTENANCE    105
6.4.2.1    Growing demand for support and maintenance service to eliminate issues related to operations after installation and training to drive market growth    105
7    ARTIFICIAL INTELLIGENCE (AI) IN MANUFACTURING MARKET, BY TECHNOLOGY    106
7.1    INTRODUCTION    107
FIGURE 30    MACHINE LEARNING SEGMENT TO HOLD LARGEST SHARE OF
AI IN MANUFACTURING MARKET BETWEEN 2022 AND 2027    107
TABLE 39    AI IN MANUFACTURING MARKET, BY TECHNOLOGY,
2018–2021 (USD MILLION)    108
TABLE 40    AI IN MANUFACTURING MARKET, BY TECHNOLOGY,
2022–2027 (USD MILLION)    108
7.2    MACHINE LEARNING    108
7.2.1    ADVANCEMENTS IN DEEP LEARNING AND SUPERVISED LEARNING TECHNOLOGIES TO DRIVE MARKET GROWTH    108
TABLE 41    AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY TYPE,
2018–2021 (USD MILLION)    109
TABLE 42    AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY TYPE,
2022–2027 (USD MILLION)    109
TABLE 43    AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY APPLICATION, 2018–2021 (USD MILLION)    110
TABLE 44    AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY APPLICATION, 2022–2027 (USD MILLION)    110
7.2.2    DEEP LEARNING    111
7.2.2.1    Rapid adoption of robotics in manufacturing industry to drive growth of AI in manufacturing market for deep learning    111
7.2.3    SUPERVISED LEARNING    112
7.2.3.1    Image recognition and predictive and predictive analytics applications to play major role in market growth    112
7.2.4    REINFORCEMENT LEARNING    112
7.2.4.1    Ability of reinforcement learning to maximize performance of systems and software to drive market growth    112
7.2.5    UNSUPERVISED LEARNING    112
7.2.5.1    Capability of unsupervised learning to find patterns in large datasets to drive market growth    112
7.2.6    OTHERS    113
7.3    NATURAL LANGUAGE PROCESSING    113
7.3.1    DEVELOPMENTS IN NATURAL LANGUAGE PROCESSING FOR REAL-TIME TRANSLATION TO DRIVE MARKET GROWTH    113
TABLE 45    AI IN MANUFACTURING MARKET FOR NATURAL LANGUAGE PROCESSING,
BY APPLICATION, 2018–2021 (USD MILLION)    114
TABLE 46    AI IN MANUFACTURING MARKET FOR NATURAL LANGUAGE PROCESSING,
BY APPLICATION, 2022–2027 (USD MILLION)    114
7.4    CONTEXT-AWARE COMPUTING    115
7.4.1    DEVELOPMENT OF SOPHISTICATED HARD AND SOFT SENSORS TO BOOST GROWTH OF CONTEXT-AWARE COMPUTING SEGMENT    115
TABLE 47    AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY TYPE, 2018–2021 (USD MILLION)    115
TABLE 48    AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY TYPE, 2022–2027 (USD MILLION)    116
TABLE 49    AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING,
BY APPLICATION, 2018–2021 (USD MILLION)    116
TABLE 50    AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING,
BY APPLICATION, 2022–2027 (USD MILLION)    117
7.5    COMPUTER VISION    117
7.5.1    CAPABILITY OF COMPUTER VISION TO ANALYZE INFORMATION OF DIFFERENT GEOMETRIC SHAPES, VOLUMES, AND PATTERNS AND PROVIDE VISUAL FEEDBACK TO USERS TO FUEL MARKET GROWTH    117
TABLE 51    AI IN MANUFACTURING MARKET FOR COMPUTER VISION, BY APPLICATION, 2018–2021 (USD MILLION)    118
TABLE 52    AI IN MANUFACTURING MARKET FOR COMPUTER VISION, BY APPLICATION, 2022–2027 (USD MILLION)    118

8    ARTIFICIAL INTELLIGENCE (AI) IN MANUFACTURING MARKET,
BY APPLICATION    119
8.1    INTRODUCTION    120
FIGURE 31    PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION SEGMENT TO HOLD LARGEST MARKET SHARE IN 2027    120
TABLE 53    AI IN MANUFACTURING MARKET, BY APPLICATION,
2018–2021 (USD MILLION)    121
TABLE 54    AI IN MANUFACTURING MARKET, BY APPLICATION,
2022–2027 (USD MILLION)    121
8.2    PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION    122
8.2.1    EXTENSIVE USE OF COMPUTER VISION AND MACHINE LEARNING TECHNOLOGIES IN PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION APPLICATION TO DRIVE MARKET GROWTH    122
TABLE 55    AI IN MANUFACTURING MARKET FOR PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION, BY REGION, 2018–2021 (USD MILLION)    122
TABLE 56    AI IN MANUFACTURING MARKET FOR PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION, BY REGION, 2022–2027 (USD MILLION)    123
TABLE 57    AI IN MANUFACTURING MARKET FOR PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION, BY TECHNOLOGY, 2018–2021 (USD MILLION)    123
TABLE 58    AI IN MANUFACTURING MARKET FOR PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION, BY TECHNOLOGY, 2022–2027 (USD MILLION)    123
8.3    INVENTORY OPTIMIZATION    124
8.3.1    CAPABILITY OF AI TO PERFORM IN-PLANT LOGISTICS IN MANUFACTURING INDUSTRY TO FUEL MARKET GROWTH FOR INVENTORY OPTIMIZATION    124
FIGURE 32    NORTH AMERICA HELD LARGEST SHARE OF AI IN MANUFACTURING MARKET FOR INVENTORY OPTIMIZATION IN 2021    124
TABLE 59    AI IN MANUFACTURING MARKET FOR INVENTORY OPTIMIZATION, BY REGION, 2018–2021 (USD MILLION)    125
TABLE 60    AI IN MANUFACTURING MARKET FOR INVENTORY OPTIMIZATION, BY REGION, 2022–2027 (USD MILLION)    125
TABLE 61    AI IN MANUFACTURING MARKET FOR INVENTORY OPTIMIZATION,
BY TECHNOLOGY, 2018–2021 (USD MILLION)    125
TABLE 62    AI IN MANUFACTURING MARKET FOR INVENTORY OPTIMIZATION,
BY TECHNOLOGY, 2022–2027 (USD MILLION)    126
8.4    PRODUCTION PLANNING    126
8.4.1    EXTENSIVE USE OF BIG DATA IN PRODUCTION PLANNING APPLICATION TO FUEL MARKET GROWTH    126
TABLE 63    AI IN MANUFACTURING MARKET FOR PRODUCTION PLANNING, BY REGION, 2018–2021 (USD MILLION)    127
TABLE 64    AI IN MANUFACTURING MARKET FOR PRODUCTION PLANNING, BY REGION, 2022–2027 (USD MILLION)    127
TABLE 65    AI IN MANUFACTURING MARKET FOR PRODUCTION PLANNING,
BY TECHNOLOGY, 2018–2021 (USD MILLION)    127
TABLE 66    AI IN MANUFACTURING MARKET FOR PRODUCTION PLANNING,
BY TECHNOLOGY, 2022–2027 (USD MILLION)    128

8.5    FIELD SERVICES    128
8.5.1    GROWING USE OF FIELD SERVICES IN HEAVY METALS & MACHINE MANUFACTURING, OIL & GAS, AND ENERGY & POWER INDUSTRIES TO
DRIVE MARKET GROWTH    128
FIGURE 33    NORTH AMERICA TO HOLD LARGEST SHARE OF AI MANUFACTURING MARKET FOR FIELD SERVICES DURING FORECAST PERIOD    128
TABLE 67    AI IN MANUFACTURING MARKET FOR FIELD SERVICES, BY REGION,
2018–2021 (USD MILLION)    129
TABLE 68    AI IN MANUFACTURING MARKET FOR FIELD SERVICES, BY REGION,
2022–2027 (USD MILLION)    129
TABLE 69    AI IN MANUFACTURING MARKET FOR FIELD SERVICES, BY TECHNOLOGY, 2018–2021 (USD MILLION)    129
TABLE 70    AI IN MANUFACTURING MARKET FOR FIELD SERVICES, BY TECHNOLOGY, 2022–2027 (USD MILLION)    130
8.6    QUALITY CONTROL    130
8.6.1    RISING ADOPTION OF AI-BASED QUALITY CONTROL SYSTEMS IN PHARMACEUTICAL, FOOD & BEVERAGE, AND SEMICONDUCTOR INDUSTRIES TO DRIVE MARKET GROWTH    130
TABLE 71    AI IN MANUFACTURING MARKET FOR QUALITY CONTROL, BY REGION,
2018–2021 (USD MILLION)    131
TABLE 72    AI IN MANUFACTURING MARKET FOR QUALITY CONTROL, BY REGION,
2022–2027 (USD MILLION)    131
FIGURE 34    MACHINE LEARNING TECHNOLOGY SEGMENT TO HOLD LARGEST
SHARE OF AI IN MANUFACTURING MARKET FOR QUALITY CONTROL FROM 2022 TO 2027    131
TABLE 73    AI IN MANUFACTURING MARKET FOR QUALITY CONTROL, BY TECHNOLOGY, 2018–2021 (USD MILLION)    132
TABLE 74    AI IN MANUFACTURING MARKET FOR QUALITY CONTROL, BY TECHNOLOGY, 2022–2027 (USD MILLION)    132
8.7    CYBERSECURITY    132
8.7.1    GROWING ADOPTION OF AUTOMATION IN WORK PROCESSES TO DRIVE MARKET GROWTH    132
TABLE 75    AI IN MANUFACTURING MARKET FOR CYBERSECURITY, BY REGION,
2018–2021 (USD MILLION)    133
TABLE 76    AI IN MANUFACTURING MARKET FOR CYBERSECURITY, BY REGION,
2022–2027 (USD MILLION)    133
TABLE 77    AI IN MANUFACTURING MARKET FOR CYBERSECURITY, BY TECHNOLOGY, 2018–2021 (USD MILLION)    133
TABLE 78    AI IN MANUFACTURING MARKET FOR CYBERSECURITY, BY TECHNOLOGY, 2022–2027 (USD MILLION)    134
8.8    INDUSTRIAL ROBOTS    134
8.8.1    RISING ADOPTION OF INDUSTRIAL ROBOTS IN MANUFACTURING INDUSTRY TO ACCELERATE PRODUCTION PROCESSES, ENHANCE EFFICIENCY, AND MINIMIZE PRODUCTION COSTS TO DRIVE MARKET GROWTH    134
FIGURE 35    APAC TO HOLD LARGEST SHARE OF AI IN MANUFACTURING MARKET FOR INDUSTRIAL ROBOTS APPLICATION DURING FORECAST PERIOD    134
TABLE 79    AI IN MANUFACTURING MARKET FOR INDUSTRIAL ROBOTS, BY REGION, 2018–2021 (USD MILLION)    135
TABLE 80    AI IN MANUFACTURING MARKET FOR INDUSTRIAL ROBOTS, BY REGION, 2022–2027 (USD MILLION)    135
TABLE 81    AI IN MANUFACTURING MARKET FOR INDUSTRIAL ROBOTS, BY TECHNOLOGY, 2018–2021 (USD MILLION)    135
TABLE 82    AI IN MANUFACTURING MARKET FOR INDUSTRIAL ROBOTS, BY TECHNOLOGY, 2022–2027 (USD MILLION)    136
8.9    RECLAMATION    136
8.9.1    GROWING ADOPTION OF COMPUTER VISION AND MACHINE LEARNING TECHNOLOGIES IN RECLAMATION APPLICATION TO ELIMINATE
HUMAN–MACHINE INTERACTION TO DRIVE MARKET GROWTH    136
TABLE 83    AI IN MANUFACTURING MARKET FOR RECLAMATION, BY REGION,
2018–2021 (USD MILLION)    136
TABLE 84    AI IN MANUFACTURING MARKET FOR RECLAMATION, BY REGION,
2022–2027 (USD MILLION)    137
TABLE 85    AI IN MANUFACTURING MARKET FOR RECLAMATION, BY TECHNOLOGY, 2018–2021 (USD MILLION)    137
TABLE 86    AI IN MANUFACTURING MARKET FOR RECLAMATION, BY TECHNOLOGY, 2022–2027 (USD MILLION)    137
9    ARTIFICIAL INTELLIGENCE (AI) IN MANUFACTURING MARKET, BY INDUSTRY    138
9.1    INTRODUCTION    139
FIGURE 36    AUTOMOTIVE SEGMENT HELD LARGEST SHARE OF AI IN MANUFACTURING MARKET IN 2022    139
TABLE 87    AI IN MANUFACTURING MARKET, BY INDUSTRY, 2018–2021 (USD MILLION)    140
TABLE 88    AI IN MANUFACTURING MARKET, BY INDUSTRY, 2022–2027 (USD MILLION)    140
9.2    AUTOMOTIVE    141
9.2.1    INCREASED DEPLOYMENT OF MACHINE LEARNING AND COMPUTER VISION TECHNOLOGIES IN AUTOMOTIVE INDUSTRY TO DRIVE MARKET GROWTH    141
TABLE 89    AI IN MANUFACTURING MARKET FOR AUTOMOTIVE INDUSTRY, BY REGION, 2018–2021 (USD MILLION)    141
TABLE 90    AI IN MANUFACTURING MARKET FOR AUTOMOTIVE INDUSTRY, BY REGION, 2022–2027 (USD MILLION)    142
9.3    ENERGY & POWER    142
9.3.1    GROWING USE OF AI-BASED SOLUTIONS IN ENERGY & POWER INDUSTRY TO INCREASE PRODUCTION OUTPUT AND REDUCE DOWNTIME TO
DRIVE MARKET GROWTH    142
FIGURE 37    ASIA PACIFIC TO HOLD LARGEST SHARE OF AI IN MANUFACTURING MARKET FOR ENERGY & POWER INDUSTRY BY 2027    143
TABLE 91    AI IN MANUFACTURING MARKET FOR ENERGY & POWER INDUSTRY,
BY REGION, 2018–2021 (USD MILLION)    143
TABLE 92    AI IN MANUFACTURING MARKET FOR ENERGY & POWER INDUSTRY,
BY REGION, 2022–2027 (USD MILLION)    144
9.4    PHARMACEUTICAL    144
9.4.1    EXTENSIVE USAGE OF COMPUTER VISION TECHNOLOGY FOR QUALITY CONTROL APPLICATION IN PHARMACEUTICAL INDUTRY TO DRIVE
MARKET GROWTH    144
TABLE 93    AI IN MANUFACTURING MARKET FOR PHARMACEUTICAL INDUSTRY,
BY REGION, 2018–2021 (USD MILLION)    144
TABLE 94    AI IN MANUFACTURING MARKET FOR PHARMACEUTICAL INDUSTRY,
BY REGION, 2022–2027 (USD MILLION)    145
9.5    HEAVY METALS & MACHINE MANUFACTURING    145
9.5.1    INCREASED USE OF ROBOTICS IN HEAVY METALS & MACHINE MANUFACTURING INDUSTRY TO DRIVE MARKET GROWTH    145
FIGURE 38    ASIA PACIFIC TO HOLD LARGEST SHARE OF AI IN MANUFACTURING MARKET FOR HEAVY METALS & MACHINE MANUFACTURING INDUSTRY DURING FORECAST PERIOD    146
TABLE 95    AI IN MANUFACTURING MARKET FOR HEAVY METALS & MACHINE MANUFACTURING INDUSTRY, BY REGION, 2018–2021 (USD MILLION)    146
TABLE 96    AI IN MANUFACTURING MARKET FOR HEAVY METALS & MACHINE MANUFACTURING INDUSTRY, BY REGION, 2022–2027 (USD MILLION)    147
9.6    SEMICONDUCTOR & ELECTRONICS    147
9.6.1    INCREASED USE OF COMPUTER VISION TECHNOLOGY IN SEMICONDUCTOR & ELECTRONICS INDUSTRY TO DRIVE MARKET GROWTH    147
TABLE 97    AI IN MANUFACTURING MARKET FOR SEMICONDUCTOR & ELECTRONICS INDUSTRY, BY REGION, 2018–2021 (USD MILLION)    148
TABLE 98    AI IN MANUFACTURING MARKET FOR SEMICONDUCTOR & ELECTRONICS INDUSTRY, BY REGION, 2022–2027 (USD MILLION)    148
9.7    FOOD & BEVERAGE    148
9.7.1    GROWING ADOPTION OF INDUSTRIAL ROBOTS, IOT, AND BIG DATA IN
FOOD & BEVERAGE INDUSTRY TO FUEL MARKET GROWTH    148
TABLE 99    AI IN MANUFACTURING MARKET FOR FOOD & BEVERAGE INDUSTRY,
BY REGION, 2018–2021 (USD MILLION)    149
TABLE 100    AI IN MANUFACTURING MARKET FOR FOOD & BEVERAGE INDUSTRY,
BY REGION, 2022–2027 (USD MILLION)    149
9.8    OTHERS    149
TABLE 101    AI IN MANUFACTURING MARKET FOR OTHERS, BY REGION,
2018–2021 (USD MILLION)    150
TABLE 102    AI IN MANUFACTURING MARKET FOR OTHERS, BY REGION,
2022–2027 (USD MILLION)    150
10    GEOGRAPHIC ANALYSIS    151
10.1    INTRODUCTION    152
FIGURE 39    CHINA, SOUTH KOREA, AND US ARE EMERGING AS NEW HOTSPOTS
IN AI IN MANUFACTURING MARKET    152
FIGURE 40    APAC TO DOMINATE AI IN MANUFACTURING MARKET
DURING FORECAST PERIOD    153
TABLE 103    AI IN MANUFACTURING MARKET, BY REGION, 2018–2021 (USD MILLION)    153
TABLE 104    AI IN MANUFACTURING MARKET, BY REGION, 2022–2027 (USD MILLION)    153
10.2    NORTH AMERICA    154
FIGURE 41    SNAPSHOT: AI IN MANUFACTURING MARKET IN NORTH AMERICA    154
TABLE 105    AI IN MANUFACTURING MARKET IN NORTH AMERICA, BY COUNTRY,
2018–2021 (USD MILLION)    155
TABLE 106    AI IN MANUFACTURING MARKET IN NORTH AMERICA, BY COUNTRY,
2022–2027 (USD MILLION)    155
TABLE 107    AI IN MANUFACTURING MARKET IN NORTH AMERICA FOR HARDWARE,
BY COUNTRY, 2018–2021 (USD MILLION)    155
TABLE 108    AI IN MANUFACTURING MARKET IN NORTH AMERICA FOR HARDWARE,
BY COUNTRY, 2022–2027 (USD MILLION)    156
TABLE 109    AI IN MANUFACTURING MARKET IN NORTH AMERICA FOR SOFTWARE,
BY COUNTRY, 2018–2021 (USD MILLION)    156
TABLE 110    AI IN MANUFACTURING MARKET IN NORTH AMERICA FOR SOFTWARE,
BY COUNTRY, 2022–2027 (USD MILLION)    156
TABLE 111    AI IN MANUFACTURING MARKET IN NORTH AMERICA FOR SERVICES,
BY COUNTRY, 2018–2021 (USD MILLION)    157
TABLE 112    AI IN MANUFACTURING MARKET IN NORTH AMERICA FOR SERVICES,
BY COUNTRY, 2022–2027 (USD MILLION)    157
TABLE 113    AI IN MANUFACTURING MARKET IN NORTH AMERICA, BY INDUSTRY,
2018–2021 (USD MILLION)    157
TABLE 114    AI IN MANUFACTURING MARKET IN NORTH AMERICA, BY INDUSTRY,
2022–2027 (USD MILLION)    158
10.2.1    US    158
10.2.1.1    Speedy adoption of IIoT and industrial robots is boosting
adoption of AI    158
TABLE 115    AI IN MANUFACTURING MARKET IN US, BY OFFERING,
2018–2021 (USD MILLION)    159
TABLE 116    AI IN MANUFACTURING MARKET IN US, BY OFFERING,
2022–2027 (USD MILLION)    159
10.2.2    CANADA    159
10.2.2.1    Emergence of various AI-based startups is supporting growth of
AI in manufacturing market in Canada    159
TABLE 117    AI IN MANUFACTURING MARKET IN CANADA, BY OFFERING,
2018–2021 (USD MILLION)    160
TABLE 118    AI IN MANUFACTURING MARKET IN CANADA, BY OFFERING,
2022–2027 (USD MILLION)    160
10.2.3    MEXICO    160
10.2.3.1    Inflow of investments in manufacturing sector fosters
market growth in Mexico    160
TABLE 119    AI IN MANUFACTURING MARKET IN MEXICO, BY OFFERING,
2018–2021 (USD MILLION)    160
TABLE 120    AI IN MANUFACTURING MARKET IN MEXICO, BY OFFERING,
2022–2027 (USD MILLION)    161
10.3    EUROPE    161
FIGURE 42    SNAPSHOT: AI IN MANUFACTURING MARKET IN EUROPE    162
TABLE 121    AI IN MANUFACTURING MARKET IN EUROPE, BY COUNTRY,
2018–2021 (USD MILLION)    163
TABLE 122    AI IN MANUFACTURING MARKET IN EUROPE, BY COUNTRY,
2022–2027 (USD MILLION)    163
FIGURE 43    GERMANY HELD LARGEST SHARE OF AI IN MANUFACTURING MARKET IN EUROPE FOR HARDWARE IN 2021    163
TABLE 123    AI IN MANUFACTURING MARKET IN EUROPE FOR HARDWARE, BY COUNTRY, 2018–2021 (USD MILLION)    164
TABLE 124    AI IN MANUFACTURING MARKET IN EUROPE FOR HARDWARE, BY COUNTRY, 2022–2027 (USD MILLION)    164
TABLE 125    AI IN MANUFACTURING MARKET IN EUROPE FOR SOFTWARE, BY COUNTRY, 2018–2021 (USD MILLION)    165
TABLE 126    AI IN MANUFACTURING MARKET IN EUROPE FOR SOFTWARE, BY COUNTRY, 2022–2027 (USD MILLION)    165
TABLE 127    AI IN MANUFACTURING MARKET IN EUROPE FOR SERVICES, BY COUNTRY, 2018–2021 (USD MILLION)    165
TABLE 128    AI IN MANUFACTURING MARKET IN EUROPE FOR SERVICES, BY COUNTRY, 2022–2027(USD MILLION)    166
TABLE 129    AI IN MANUFACTURING MARKET IN EUROPE, BY INDUSTRY,
2018–2021 (USD MILLION)    166
TABLE 130    AI IN MANUFACTURING MARKET IN EUROPE, BY INDUSTRY,
2022–2027 (USD MILLION)    167
10.3.1    GERMANY    167
10.3.1.1    Implementation of big data in manufacturing plants has resulted in adoption of AI-based solutions in Germany    167
TABLE 131    AI IN MANUFACTURING MARKET IN GERMANY, BY OFFERING,
2018–2021 (USD MILLION)    168
TABLE 132    AI IN MANUFACTURING MARKET IN GERMANY, BY OFFERING,
2022–2027 (USD MILLION)    168
10.3.2    UK    168
10.3.2.1    Favorable environment for R&D has led to innovations in field of AI in manufacturing in UK    168
TABLE 133    AI IN MANUFACTURING MARKET IN UK, BY OFFERING,
2018–2021 (USD MILLION)    169
TABLE 134    AI IN MANUFACTURING MARKET IN UK, BY OFFERING,
2022–2027 (USD MILLION)    169
10.3.3    FRANCE    169
10.3.3.1    Proliferation of AI startups augments market growth in France    169
TABLE 135    AI IN MANUFACTURING MARKET IN FRANCE, BY OFFERING,
2018–2021 (USD MILLION)    170
TABLE 136    AI IN MANUFACTURING MARKET IN FRANCE, BY OFFERING,
2022–2027 (USD MILLION)    170
10.3.4    ITALY    170
10.3.4.1    Adoption of smart factory and AI-based solutions by manufacturers spurs market growth in Italy    170
TABLE 137    AI IN MANUFACTURING MARKET IN ITALY, BY OFFERING,
2018–2021 (USD MILLION)    171
TABLE 138    AI IN MANUFACTURING MARKET IN ITALY, BY OFFERING,
2022–2027 (USD MILLION)    171
10.3.5    SPAIN    171
10.3.5.1    Accelerating adoption of AI-based predictive maintenance system in manufacturing sector in Spain spurs market growth    171
TABLE 139    AI IN MANUFACTURING MARKET IN SPAIN, BY OFFERING,
2018–2021 (USD MILLION)    172
TABLE 140    AI IN MANUFACTURING MARKET IN SPAIN, BY OFFERING,
2022–2027 (USD MILLION)    172
10.3.6    REST OF EUROPE    172
TABLE 141    AI IN MANUFACTURING MARKET IN REST OF EUROPE, BY OFFERING,
2018–2021 (USD MILLION)    172
TABLE 142    AI IN MANUFACTURING MARKET IN REST OF EUROPE, BY OFFERING,
2022–2027 (USD MILLION)    173
10.4    APAC    173
FIGURE 44    SNAPSHOT: AI IN MANUFACTURING MARKET IN ASIA PACIFIC    174
TABLE 143    AI IN MANUFACTURING MARKET IN APAC, BY COUNTRY,
2018–2021 (USD MILLION)    175
TABLE 144    AI IN MANUFACTURING MARKET IN APAC, BY COUNTRY,
2022–2027 (USD MILLION)    175
TABLE 145    AI IN MANUFACTURING MARKET IN APAC FOR HARDWARE, BY COUNTRY, 2018–2021 (USD MILLION)    175
TABLE 146    AI IN MANUFACTURING MARKET IN APAC FOR HARDWARE, BY COUNTRY, 2022–2027 (USD MILLION)    176
TABLE 147    AI IN MANUFACTURING MARKET IN APAC FOR SOFTWARE, BY COUNTRY, 2018–2021 (USD MILLION)    176
TABLE 148    AI IN MANUFACTURING MARKET IN APAC FOR SOFTWARE, BY COUNTRY, 2022–2027 (USD MILLION)    176
TABLE 149    AI IN MANUFACTURING MARKET IN APAC FOR SERVICES, BY COUNTRY, 2018–2021 (USD MILLION)    177
TABLE 150    AI IN MANUFACTURING MARKET IN APAC FOR SERVICES, BY COUNTRY, 2022–2027 (USD MILLION)    177
TABLE 151    AI IN MANUFACTURING MARKET IN APAC, BY INDUSTRY,
2018–2021 (USD MILLION)    177
TABLE 152    AI IN MANUFACTURING MARKET IN APAC, BY INDUSTRY,
2022–2027 (USD MILLION)    178
10.4.1    CHINA    178
10.4.1.1    Rapid adoption of AI in well-established manufacturing sector underpins market growth in China    178
TABLE 153    AI IN MANUFACTURING MARKET IN CHINA, BY OFFERING,
2018–2021 (USD MILLION)    179
TABLE 154    AI IN MANUFACTURING MARKET IN CHINA, BY OFFERING,
2022–2027 (USD MILLION)    179
10.4.2    JAPAN    179
10.4.2.1    Presence of world-leading manufacturing companies boosts AI in manufacturing market growth in Japan    179
TABLE 155    AI IN MANUFACTURING MARKET IN JAPAN, BY OFFERING,
2018–2021 (USD MILLION)    180
TABLE 156    AI IN MANUFACTURING MARKET IN JAPAN, BY OFFERING,
2022–2027 (USD MILLION)    180
10.4.3    SOUTH KOREA    180
10.4.3.1    Introduction of automation in manufacturing industries is driving market for AI in manufacturing in South Korea    180
TABLE 157    AI IN MANUFACTURING MARKET IN SOUTH KOREA, BY OFFERING,
2018–2021 (USD MILLION))    181
TABLE 158    AI IN MANUFACTURING MARKET IN SOUTH KOREA, BY OFFERING,
2022–2027 (USD MILLION)    181
10.4.4    INDIA    181
10.4.4.1    AI in manufacturing industry is still in its nascent stage in India    181
TABLE 159    AI IN MANUFACTURING MARKET IN INDIA, BY OFFERING,
2018–2021 (USD MILLION)    182
TABLE 160    AI IN MANUFACTURING MARKET IN INDIA, BY OFFERING,
2022–2027 (USD MILLION)    182
10.4.5    REST OF APAC    182
TABLE 161    AI IN MANUFACTURING MARKET IN REST OF APAC, BY OFFERING,
2018–2021 (USD MILLION)    183
TABLE 162    AI IN MANUFACTURING MARKET IN REST OF APAC, BY OFFERING,
2022–2027 (USD MILLION)    183
10.5    ROW    183
FIGURE 45    SNAPSHOT: AI IN MANUFACTURING MARKET IN ROW    184
TABLE 163    AI IN MANUFACTURING MARKET IN ROW, BY REGION,
2018–2021 (USD MILLION)    184
TABLE 164    AI IN MANUFACTURING MARKET IN ROW, BY REGION,
2022–2027 (USD MILLION)    184
TABLE 165    AI IN MANUFACTURING MARKET IN ROW FOR HARDWARE, BY REGION, 2018–2021(USD MILLION)    185
TABLE 166    AI IN MANUFACTURING MARKET IN ROW FOR HARDWARE, BY REGION, 2022–2027 (USD MILLION)    185
TABLE 167    AI IN MANUFACTURING MARKET IN ROW FOR SOFTWARE, BY REGION,
2018–2021 (USD MILLION)    185
TABLE 168    AI IN MANUFACTURING MARKET IN ROW FOR SOFTWARE, BY REGION,
2022–2027 (USD MILLION)    185
TABLE 169    AI IN MANUFACTURING MARKET IN ROW FOR SERVICES, BY REGION,
2018–2021 (USD MILLION)    186
TABLE 170    AI IN MANUFACTURING MARKET IN ROW FOR SERVICES, BY REGION,
2022–2027 (USD MILLION)    186
TABLE 171    AI IN MANUFACTURING MARKET IN ROW, BY INDUSTRY,
2018–2021 (USD MILLION)    186
TABLE 172    AI IN MANUFACTURING MARKET IN ROW, BY INDUSTRY,
2022–2027 (USD MILLION)    187
10.5.1    SOUTH AMERICA    187
10.5.1.1    Surging investments in IT infrastructure to favor AI in manufacturing market growth in South America    187
TABLE 173    AI IN MANUFACTURING MARKET IN SOUTH AMERICA, BY OFFERING,
2018–2021 (USD MILLION)    187
TABLE 174    AI IN MANUFACTURING MARKET IN SOUTH AMERICA, BY OFFERING,
2022–2027 (USD MILLION)    188
10.5.2    MIDDLE EAST AND AFRICA    188
10.5.2.1    Growing manufacturing expenditure in Israel, Middle East, and
North Africa is key driver for AI in manufacturing market    188
TABLE 175    AI IN MANUFACTURING MARKET IN MIDDLE EAST & AFRICA, BY OFFERING, 2018–2021 (USD MILLION)    188
TABLE 176    AI IN MANUFACTURING MARKET IN MIDDLE EAST & AFRICA, BY OFFERING, 2022–2027 (USD MILLION)    189"
"11    COMPETITIVE LANDSCAPE    190
11.1    INTRODUCTION    190
11.2    REVENUE ANALYSIS: TOP COMPANIES    190
FIGURE 46    DOMINANCE OF TOP 3 PLAYERS IN AI IN MANUFACTURING MARKET
IN LAST 3 YEARS    190
11.3    STRATEGIES ADOPTED BY KEY PLAYERS    191
TABLE 177    OVERVIEW OF STRATEGIES ADOPTED BY PLAYERS IN AI IN
MANUFACTURING MARKET    191
11.4    MARKET SHARE ANALYSIS, 2021    192
TABLE 178    AI IN MANUFACTURING MARKET: DEGREE OF COMPETITION    192
FIGURE 47    AI IN MANUFACTURING MARKET SHARE, BY COMPANY (2021)    192
11.5    COMPANY EVALUATION QUADRANT    193
11.5.1    STAR    194
11.5.2    PERVASIVE    194
11.5.3    EMERGING LEADER    194
11.5.4    PARTICIPANT    194
FIGURE 48    AI IN MANUFACTURING MARKET (GLOBAL) COMPANY EVALUATION QUADRANT, 2021    195
11.6    AI IN MANUFACTURING MARKET: COMPANY FOOTPRINT    196
11.6.1    APPLICATION AND REGIONAL FOOTPRINT OF TOP PLAYERS    196
TABLE 179    APPLICATION AND REGIONAL FOOTPRINT OF TOP COMPANIES    196
TABLE 180    APPLICATION FOOTPRINT OF COMPANIES    196
TABLE 181    REGIONAL FOOTPRINT OF COMPANIES    197
11.7    SMALL AND MEDIUM ENTERPRISES (SME) EVALUATION QUADRANT, 2021    197
11.7.1    PROGRESSIVE COMPANY    197
11.7.2    RESPONSIVE COMPANY    197
11.7.3    DYNAMIC COMPANY    198
11.7.4    STARTING BLOCK    198
FIGURE 49    AI IN MANUFACTURING MARKET (GLOBAL) SME EVALUATION
QUADRANT, 2021    198
11.8    COMPETITIVE SITUATIONS & TRENDS    199
TABLE 182    AI IN MANUFACTURING MARKET: PRODUCT LAUNCHES    199
TABLE 183    AI IN MANUFACTURING MARKET: DEALS    205
11.9    COMPETETIVE BENCHMARKING    209
TABLE 184    AI IN MANUFACTURING MARKET: DETAILED LIST OF KEY STARTUPS/SMES    209
TABLE 185    AI IN MANUFACTURING MARKET: COMPETITIVE BENCHMARKING OF
KEY STARTUPS/SMES    210

12    COMPANY PROFILE    212
(Business Overview, Products Offered, Product Launches, Deals, Recent Developments, and MnM View)*
12.1    KEY PLAYERS    212
12.1.1    NVIDIA    212
TABLE 186    NVIDIA: BUSINESS OVERVIEW    212
FIGURE 50    NVIDIA: COMPANY SNAPSHOT    213
12.1.2    IBM    216
TABLE 187    IBM: BUSINESS OVERVIEW    216
FIGURE 51    IBM: COMPANY SNAPSHOT    217
12.1.3    INTEL    221
TABLE 188    INTEL: BUSINESS OVERVIEW    221
FIGURE 52    INTEL: COMPANY SNAPSHOT    222
12.1.4    SIEMENS    226
TABLE 189    SIEMENS: BUSINESS OVERVIEW    226
FIGURE 53    SIEMENS: COMPANY SNAPSHOT    227
12.1.5    GENERAL ELECTRIC (GE) COMPANY    231
TABLE 190    GENERAL ELECTRIC: BUSINESS OVERVIEW    231
FIGURE 54    GENERAL ELECTRIC: COMPANY SNAPSHOT    232
12.1.6    GOOGLE    235
TABLE 191    GOOGLE: BUSINESS OVERVIEW    235
FIGURE 55    GOOGLE: COMPANY SNAPSHOT    236
12.1.7    MICROSOFT CORPORATION    239
TABLE 192    MICROSOFT CORPORATION: BUSINESS OVERVIEW    239
FIGURE 56    MICROSOFT CORPORATION: COMPANY SNAPSHOT    240
12.1.8    MICRON TECHNOLOGY    243
TABLE 193    MICRON TECHNOLOGY: BUSINESS OVERVIEW    243
FIGURE 57    MICRON TECHNOLOGY: COMPANY SNAPSHOT    244
12.1.9    AMAZON WEB SERVICES (AWS)    247
TABLE 194    AWAZON WEB SERVICES: BUSINESS OVERVIEW    247
FIGURE 58    AMAZON WEB SERVICES: COMPANY SNAPSHOT    247
12.1.10    SIGHT MACHINE    250
TABLE 195    SIGHT MACHINE: BUSINESS OVERVIEW    250
12.2    OTHER COMPANIES    252
12.2.1    PROGRESS SOFTWARE CORPORATION (DATARPM)    252
12.2.2    AIBRAIN    253
12.2.3    GENERAL VISION    254
12.2.4    ROCKWELL AUTOMATION    255
12.2.5    CISCO SYSTEMS    256
12.2.6    MITSUBISHI ELECTRIC    257
12.2.7    ORACLE    258
12.2.8    SAP    259
12.2.9    VICARIOUS    259
12.2.10    UBTECH ROBOTICS    260
12.2.11    AQUANT    260
12.2.12    BRIGHT MACHINES    261
12.2.13    RETHINK ROBOTICS GMBH    261
12.2.14    SPARKCOGNITION    262
12.2.15    FLUTURA    262
* Business Overview, Products Offered, Product Launches, Deals, Recent Developments, and MnM View might not be captured in case of unlisted companies.
13    APPENDIX    263
13.1    INSIGHTS OF INDUSTRY EXPERTS    263
13.2    DISCUSSION GUIDE    264
13.3    KNOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL    267
13.4    AVAILABLE CUSTOMIZATIONS    269
13.5    RELATED REPORTS    269
13.6    AUTHOR DETAILS    270"