Artificial Intelligence in Manufacturing Market by Offering (Hardware, Software, and Services), Industry, Application, Technology (Machine Learning, Natural Language Processing, Context-aware Computing, Computer Vision), & Region - Global Forecast to 2027

製造における人工知能(AI)の世界市場予測(~2027):提供別、産業別、用途別、技術別、地域別

◆タイトル:Artificial Intelligence in Manufacturing Market by Offering (Hardware, Software, and Services), Industry, Application, Technology (Machine Learning, Natural Language Processing, Context-aware Computing, Computer Vision), & Region - Global Forecast to 2027
◆商品コード:SE5470-22
◆調査・発行会社:MarketsandMarkets
◆発行日:2022年4月19日
◆ページ数:262
◆レポート形式:PDF / 英語
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【レポートの概要】

マーケッツアンドマーケッツ社は、世界の製造における人工知能(AI)市場規模が2022年23億ドルから2027年163億ドルまで、年平均47.9%成長すると予想しています。本市場調査資料では、製造における人工知能(AI)の世界市場を広く調査・分析し、イントロダクション、調査手法、エグゼクティブサマリー、プレミアムインサイト、市場概要、提供別(ハードウェア、ソフトウェア、サービス)分析、技術別(機械学習、自然言語処理、コンテキストアウェアコンピューティング、コンピュータビジョン)分析、用途別(予知保全・機械検査、在庫最適化、生産計画、フィールドサービス、品質管理)分析、産業別(自動車、エネルギー・電力、医薬品、重金属・機械製造、半導体・電子機器)分析、地域別分析、競争状況、企業情報などの項目を掲載しています。
・イントロダクション
・調査手法
・エグゼクティブサマリー
・プレミアムインサイト
・市場概要
・世界の製造における人工知能(AI)市場規模:提供別(ハードウェア、ソフトウェア、サービス)
・世界の製造における人工知能(AI)市場規模:技術別(機械学習、自然言語処理、コンテキストアウェアコンピューティング、コンピュータビジョン)
・世界の製造における人工知能(AI)市場規模:用途別(予知保全・機械検査、在庫最適化、生産計画、フィールドサービス、品質管理)
・世界の製造における人工知能(AI)市場規模:産業別(自動車、エネルギー・電力、医薬品、重金属・機械製造、半導体・電子機器)
・世界の製造における人工知能(AI)市場規模:地域別
・競争状況
・企業情報

“Artificial intelligence in Manufacturing market size is valued at USD 2.3 billion in 2022 and is anticipated to be USD 16.3 billion by 2027; growing at a CAGR of 47.9% from 2022 to 2027.”
The growing demand of factors such as improving computing power of AI chipsets is expected to grow the market at an estimated rate.
Increasing adoption of AI has been observed as a new driver for semiconductor chipset manufacturers in the past few years. GPU/CPU manufacturers, such as NVIDIA, AMD, Intel, Qualcomm, Huawei, and Samsung, have significantly invested in AI hardware for the development of chipsets that are compatible with AI-based technologies and solutions. Apart from CPUs and GPUs, application-specific integrated circuits (ASICs) and field-programmable gate arrays (FPGAs) are being developed for AI applications. For instance, Google has built a new ASIC called “tensor processing unit” (TPU).

Compute-intensive chipset is among the critical parameters for processing AI algorithms; the faster the chipset, the quicker it can process data required to create an AI system. Currently, AI chipsets are mostly deployed in data centers/high-end servers as end computers are currently incapable of handling such huge workloads and do not have enough power and time frame. NVIDIA has a range of GPUs that offer GPU memory bandwidth based on application. For example, GeForce GTX Titan X offers memory bandwidth of 336.5 GB/s and is mostly deployed in desktops, while Tesla V100 16 GB offers memory bandwidth of 900 GB/s and is used in AI applications.

“Application of AI for intelligent business processes”
Rigid and rule-based software currently governs a majority of business processes in an organization, offering limited abilities to handle critical problems. These processes are time-consuming and require employees to work on repetitive tasks, hampering the productivity of the employees and the overall performance of the organization. Machine Learning and Natural Language Processing tools generated on AI platforms can help enterprises overcome such challenges with self-learning algorithms, which can reveal new patterns and solutions. Most organizations use enterprise software, which make the use of rule-based processing to automate business processes. This task-based automation has helped organizations in improving their productivity in a few specific processes but such rule-based software cannot self-learn and improve with experience. The integration of AI tools, such as NLP and ML, generated on AI platform for enterprise software systems, enable the software to gain mastery while solving individual processes. This software would be able to provide improved performance and productivity to enterprises over time, instead of providing a one-time boost. All these factors are said to have fueled the demand for intelligent business processes and act as opportunities for the growth of the AI in manufacturing market.

“Increasing global demand for energy and power is influencing energy and power companies to adopt AI-based solutions.”
The increasing global demand for energy and power is influencing energy and power companies to adopt AI-based solutions that can help boost production output with minimum maintenance and reduced downtime. Maintenance and inspection are the major issues, along with material movement, in a thermal plant as the material needs to travel a long distance inside the plant. Besides, equipment used in this industry, such as turbines, conveyer belts, grids, and voltage transformers, are costly. Moreover, there are issues related to fuel mix, ambient temperature, air quality, moisture, load, weather forecast models, and market pricing in the power industry. By using AI-based technologies, these issues can be resolved and predicted in the early stages. AI-based technologies used in energy plants comprise physics insights, engineering design knowledge, and new inspection technologies, which are ideal for predictive maintenance and machinery inspections. The AI technologies work in 2 layers. First, by recognizing the pattern, and second, by learning the models. Early-stage pattern recognition notifies about impending failures.

The breakup of primaries conducted during the study is depicted below:
• By Company Type: Tier 1 – 55 %, Tier 2 – 25%, and Tier 3 –20%
• By Designation: C-Level Executives – 60%, Directors – 20%, and Others – 20%
• By Region: North America– 40%, Europe – 30%, APAC – 20%, South America – 7% and Middle East and Africa – 3%

The key players operating in the artificial intelligence in Manufacturing market include NVIDIA (US), IBM (US), Intel (US), Siemens (Germany), General Electric (US), Google (US), Microsoft Corporation (US), and Micron Technology (US).

Research Coverage
The report segments the Artificial intelligence in Manufacturing market and forecasts its size, by value, based on region (North America, Europe, Asia Pacific, and RoW), Application ( predictive maintenance and machinery inspection, inventory optimization, production planning, field services, quality control, cybersecurity, industrial robots and reclamation), Technology (machine learning, natural language processing, context-aware computing, computer vision), Offering ( hardware, software and services) and Industry (automotive, energy & power, semiconductor & electronics, pharmaceutical, heavy metals & machine manufacturing, food & beverage and others (textile, aerospace and mining)). The report also provides a comprehensive review of market drivers, restraints, opportunities, and challenges in the head-up display market. The report also covers qualitative aspects in addition to the quantitative aspects of these markets.

Key Benefits of Buying This Report
• This report includes market statistics pertaining to the offering, technology, industry, application, and region.
• An in-depth value chain analysis has been done to provide deep insight into the artificial intelligence in manufacturing market.
• Major market drivers, restraints, challenges, and opportunities have been detailed in this report.
• Illustrative segmentation, analyses, and forecasts for the market based on offering, technology, industry, application, and region have been conducted to provide an overall view of the the artificial intelligence in manufacturing market.
• The report includes an in-depth analysis and ranking of key players.

【レポートの目次】

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

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