Artificial Intelligence in Manufacturing Market by Offering (Hardware, Software, and Services), Technology (Machine Learning, Computer Vision, Context-Aware Computing, and NLP), Application, End-user Industry and Region - Global Forecast to 2026

製造における人工知能(AI)の世界市場予測:提供方式別(ハードウェア、ソフトウェア、サービス)、技術別(機械学習、コンピュータビジョン、コンテキストアウェアコンピューティング、NLP)、用途別、エンドユーザー産業別、地域別

◆タイトル:Artificial Intelligence in Manufacturing Market by Offering (Hardware, Software, and Services), Technology (Machine Learning, Computer Vision, Context-Aware Computing, and NLP), Application, End-user Industry and Region - Global Forecast to 2026
◆商品コード:SE 5470
◆調査・発行会社:MarketsandMarkets
◆発行日:2020年7月21日
◆ページ数:292
◆レポート形式:PDF / 英語
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◆調査対象地域:グローバル
◆産業分野:半導体/電子
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【レポートの概要】

MarketsandMarkets社は製造における人工知能(AI)の世界市場が2020年11億ドルから2026年167億ドルまで、年平均57.2%成長すると予想しています。本調査レポートでは、製造における人工知能(AI)の世界市場について、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、提供方式別(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(予測メンテナンス・機械検査、素材ムーブメント、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)分析、地域別分析、競争状況、企業情報などを総合的、多面的に調査・分析しました。
・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
・製造における人工知能(AI)の世界市場規模:提供方式別(ハードウェア、ソフトウェア、サービス)
・製造における人工知能(AI)の世界市場規模: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)
・製造における人工知能(AI)の世界市場規模:用途別(予測メンテナンス・機械検査、素材ムーブメント、生産計画、フィールドサービス、品質管理)
・製造における人工知能(AI)の世界市場規模: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)
・製造における人工知能(AI)の世界市場規模:地域別
・競争状況
・企業情報

“The AI in manufacturing market is projected to grow at a CAGR of 57.2% from 2020 to 2026.”
The AI in manufacturing market is expected to be valued at USD 1.1 billion in 2020 and is likely to reach USD 16.7 billion by 2026; it is expected to grow at a CAGR of 57.2% during the forecast period. The major drivers for the market are the increasing number of large and complex datasets (often known as big data), evolving Industrial IoT and automation, improving computing power, and increasing venture capital investments. The major restraint for the market is the reluctance among manufacturers to adopt AI-based technologies. The critical challenges facing the AI in manufacturing market include limited skilled workforce, concerns regarding data privacy, and significant financial and operational impact of the COVID-19 outbreak on manufacturing.

“The machine learning technology is expected to account for the largest size of the AI in manufacturing market during the forecast period.”
Machine learning’s ability to collect and handle big data and its applications in real-time speech translation, robotics, and facial analysis are fuelling its growth in the manufacturing market. AI constitutes various technologies that play a vital role in developing its ecosystem. As AI enables machines to perform activities similar to those performed by human beings, enormous market opportunities have opened.

“The predictive maintenance and machinery inspection application of the AI in manufacturing market is projected to hold the largest share during the forecast period.”
The predictive maintenance and machinery inspection application held the largest share of the AI in manufacturing market in 2019. Extensive use of computer vision cameras in machinery inspection, adoption of Industrial Internet of Things (IIoT), and use of big data in the manufacturing industry are the factors driving the growth of the AI in manufacturing market for the predictive maintenance and machinery inspection application. The increasing demand for reducing the operational costs and machine downtime is also supplementing the growth of predictive maintenance and machinery inspection application in industries.

“The automobile industry held the largest size of the AI in manufacturing market in 2019.”
The extensive use of computer vision cameras in machinery inspection and a of adoption industrial IoT are the factors driving the growth of the AI in manufacturing market for the automobile industry. The application of AI to boost employee productivity, improve quality control, and gain better control over business support functions is supporting the growth of AI in the automobile industry.

“Impact of COVID-19 on the AI in manufacturing market.”
The market is likely to witness a slight plunge in terms of year-on-year growth in 2020. This is largely attributed to the affected supply chains and limited adoption of AI in manufacturing in 2020 due to the lockdowns and shifting priorities of different industries. The ongoing COVID-19 pandemic has caused disruptions in economies. It is likely to cause supply chain mayhem and eventually force companies and entire industries to rethink and adapt to the global supply chain model. Many manufacturing companies have halted their production, which has collaterally damaged the supply chain and the industry. This disruption has caused a delay in the adoption of AI-based software and hardware products in the manufacturing sector. The industries have started to restructure their business model for 2020, and many SMEs and large manufacturing plants have halted/postponed any new technology upgrade in their factories in order to recover from the losses caused by the lockdown and economic slowdown.

Breakdown of profiles of primary participants:
• 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%, Asia Pacific (APAC)– 20%, and the Rest of the World (RoW) – 10%

NVIDIA Corporation (US), IBM Corporation (US), Alphabet Inc. (Google) (US), Microsoft Corporation (US), Intel Corporation (US), Siemens AG (Germany), General Electric Company (US), General Vision Inc. (US), Progress Software Corporation (US), Micron Technology Inc., (US), Mitsubishi Electric Corporation (Japan), Sight Machine (US), Cisco Systems Inc., (US), and SAP SE (Germany) are the prominent players of AI in manufacturing market.

Research Coverage:
The AI in manufacturing market has been segmented based on offering, technology, application, industry and region. It also provides a detailed view of the market across 4 main regions: North America, Europe, APAC, and RoW.

Reasons to Buy the Report:
• This report includes statistics pertaining to the AI in manufacturing based on offering, technology, application, industry and region.
• This report includes detailed information on major drivers, restraints, opportunities, and challenges pertaining to the AI in manufacturing market.
• The report includes illustrative segmentation, analysis, and forecast for the AI in manufacturing market based on its segments and subsegments.
• This report includes the impact of COVID-19 pandemic on the overall AI in manufacturing market.

【レポートの目次】

1 INTRODUCTION 38
1.1 STUDY OBJECTIVES 38
1.2 MARKET DEFINITION 38
1.3 STUDY SCOPE 39
1.3.1 MARKETS COVERED 39
1.3.2 YEARS CONSIDERED 39
1.4 CURRENCY 40
1.5 STAKEHOLDERS 40
2 RESEARCH METHODOLOGY 41
2.1 RESEARCH DATA 41
FIGURE 1 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET: RESEARCH DESIGN 41
2.1.1 SECONDARY AND PRIMARY RESEARCH 43
2.1.1.1 Key industry insights 43
2.1.2 SECONDARY DATA 44
2.1.2.1 List of major secondary sources 44
2.1.2.2 Secondary sources 45
2.1.3 PRIMARY DATA 45
2.1.3.1 Primary interviews with experts 45
2.1.3.2 Breakdown of primaries 46
2.1.3.3 Primary sources 46
2.2 MARKET SIZE ESTIMATION 47
2.2.1 BOTTOM-UP APPROACH 47
2.2.1.1 Estimating market size by bottom-up approach (demand side) 47
FIGURE 2 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH 48
2.2.2 TOP-DOWN APPROACH 48
2.2.2.1 Approach for capturing the market share by top-down analysis (supply side) 48
FIGURE 3 MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH 49
2.3 MARKET BREAKDOWN AND DATA TRIANGULATION 49
FIGURE 4 DATA TRIANGULATION 49
2.4 RESEARCH ASSUMPTIONS 50
TABLE 1 ASSUMPTIONS FOR THE RESEARCH STUDY 50
3 EXECUTIVE SUMMARY 51
FIGURE 5 AI IN MANUFACTURING MARKET, BY OFFERING,
2020 VS. 2026 (USD MILLION) 52
FIGURE 6 AI IN MANUFACTURING MARKET, BY TECHNOLOGY,
2017–2026 (USD MILLION) 53
FIGURE 7 AI IN MANUFACTURING MARKET, BY APPLICATION,
2020 VS. 2026 (USD MILLION) 54
FIGURE 8 AI IN MANUFACTURING MARKET, BY INDUSTRY, 2020 VS. 2026 55
FIGURE 9 AI IN MANUFACTURING MARKET, BY REGION, 2019 56
3.1 COVID-19 IMPACT ANALYSIS: AI IN MANUFACTURING MARKET 57
FIGURE 10 PRE- AND POST-COVID-19 SCENARIO ANALYSIS FOR
AI IN MANUFACTURING MARKET 57
3.1.1 PRE-COVID-19 SCENARIO 57
3.1.2 POST-COVID-19 SCENARIO 57
4 PREMIUM INSIGHTS 58
4.1 ATTRACTIVE OPPORTUNITIES IN AI IN MANUFACTURING MARKET 58
FIGURE 11 GROWING BIG DATA IN MANUFACTURING AND INCREASING INDUSTRIAL AUTOMATION ARE MAJOR FACTORS DRIVING MARKET GROWTH 58
4.2 AI IN MANUFACTURING MARKET, BY OFFERING 58
FIGURE 12 SOFTWARE TO HOLD LARGEST SHARE OF AI IN MANUFACTURING MARKET DURING FORECAST PERIOD 58
4.3 AI IN MANUFACTURING MARKET, BY TECHNOLOGY 59
FIGURE 13 AI IN MANUFACTURING MARKET FOR MACHINE LEARNING TO HOLD LARGEST SIZE FROM 2020 TO 2026 59
4.4 APAC: AI IN MANUFACTURING MARKET, BY INDUSTRY AND COUNTRY 59
FIGURE 14 CHINA HELD LARGEST SHARE OF AI IN MANUFACTURING MARKET IN
APAC IN 2019 59
4.5 AI IN MANUFACTURING MARKET, BY COUNTRY 60
FIGURE 15 CHINA HELD LARGEST SHARE OF AI IN MANUFACTURING MARKET IN 2019 60
5 MARKET OVERVIEW 61
5.1 INTRODUCTION 61
5.2 MARKET DYNAMICS 62
FIGURE 16 INCREASINGLY LARGE AND COMPLEX DATASETS AND INDUSTRY TRENDS SUCH AS IOT AND AUTOMATION ARE DRIVING MARKET GROWTH 62
5.2.1 DRIVERS 62
5.2.1.1 Increasingly large and complex dataset 62
5.2.1.2 Evolving Industrial IoT and automation 63
5.2.1.3 Improving computing power 63
5.2.1.4 Increasing venture capital investments 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 Growth in operational efficiency of manufacturing plants 65
5.2.3.2 Application of AI for intelligent business process 65
5.2.3.3 Adoption of automation technologies to curb effects of COVID-19 65

5.2.4 CHALLENGES 66
5.2.4.1 Limited skilled workforce 66
5.2.4.2 Concerns regarding data privacy 66
5.2.4.3 Significant financial and operational impact of COVID-19 outbreak on manufacturing 66
5.3 VALUE CHAIN ANALYSIS 67
FIGURE 17 AI IN MANUFACTURING MARKET VALUE CHAIN IN 2019 67
5.4 CASE STUDIES 68
5.4.1 SIEMENS GAMESA USES FUJITSU’S AI SOLUTION TO ACCELERATE INSPECTION OF TURBINE BLADES 68
5.4.2 VOLVO USES MACHINE LEARNING-DRIVEN DATA ANALYTICS FOR PREDICTING BREAKDOWN AND FAILURES 68
5.4.3 ROLLS-ROYCE USING MICROSOFT CORTANA INTELLIGENCE FOR PREDICTIVE MAINTENANCE 69
5.4.4 PAPER PACKAGING FIRM USED SIGHT MACHINE’S ENTERPRISE MANUFACTURING ANALYTICS TO IMPROVE PRODUCTION 69
5.5 ADJACENT AND RELATED MARKETS 69
6 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY OFFERING 70
6.1 INTRODUCTION 71
TABLE 2 PRE-COVID-19 SCENARIO: AI IN MANUFACTURING MARKET, BY OFFERING, 2017–2026 (USD MILLION) 71
FIGURE 18 SOFTWARE TO HOLD LARGEST SIZE OF AI IN MANUFACTURING MARKET DURING FORECAST PERIOD 72
TABLE 3 AI IN MANUFACTURING MARKET, BY OFFERING, 2017–2019 (USD MILLION) 72
TABLE 4 AI IN MANUFACTURING MARKET, BY OFFERING, 2020–2026 (USD MILLION) 72
6.2 HARDWARE 73
TABLE 5 AI IN MANUFACTURING MARKET, BY HARDWARE,
2017–2019 (USD MILLION) 73
TABLE 6 AI IN MANUFACTURING MARKET, BY HARDWARE,
2020–2026 (USD MILLION) 73
TABLE 7 AI IN MANUFACTURING MARKET FOR HARDWARE, BY REGION,
2017–2019 (USD MILLION) 74
TABLE 8 AI IN MANUFACTURING MARKET FOR HARDWARE, BY REGION,
2020–2026 (USD MILLION) 74
6.2.1 PROCESSOR 75
6.2.1.1 High parallel processing capabilities and improved computing power have resulted in adoption of processors 75
FIGURE 19 MARKET FOR GPU TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 75
TABLE 9 AI IN MANUFACTURING MARKET, BY PROCESSOR,
2017–2019 (USD MILLION) 76
TABLE 10 AI IN MANUFACTURING MARKET, BY PROCESSOR,
2020–2026 (USD MILLION) 76
6.2.1.1.1 MPU 76
6.2.1.1.2 GPU 76
6.2.1.1.3 FPGA 76
6.2.1.1.4 ASIC 77
6.2.2 MEMORY 77
6.2.2.1 High-bandwidth memory is being developed and deployed for
AI applications, independent of its computing architecture 77
6.2.3 NETWORK 78
6.2.3.1 Nvidia (US), Intel (US) and Mellanox Technologies (Israel) are key providers of network interconnect adapters for AI applications 78
6.3 SOFTWARE 78
TABLE 11 AI IN MANUFACTURING MARKET FOR OFFERING, BY SOFTWARE,
2017–2019 (USD MILLION) 78
TABLE 12 AI IN MANUFACTURING MARKET FOR OFFERING, BY SOFTWARE,
2020–2026 (USD MILLION) 78
FIGURE 20 APAC TO HOLD LARGEST SIZE OF AI IN MANUFACTURING MARKET FOR SOFTWARE FROM 2020 TO 2026 79
TABLE 13 AI IN MANUFACTURING MARKET FOR SOFTWARE, BY REGION,
2017–2019 (USD MILLION) 79
TABLE 14 AI IN MANUFACTURING MARKET FOR SOFTWARE, BY REGION,
2020–2026 (USD MILLION) 80
6.3.1 AI SOLUTIONS 80
TABLE 15 AI IN MANUFACTURING MARKET FOR SOLUTION, BY DEPLOYMENT,
2017–2019 (USD MILLION) 80
TABLE 16 AI IN MANUFACTURING MARKET FOR SOLUTION, BY DEPLOYMENT,
2020–2026 (USD MILLION) 80
6.3.1.1 On-Premises 81
6.3.1.1.1 Data-sensitive enterprises prefer on-premise advanced
NLP and ML tools to be used in AI solutions 81
6.3.1.2 Cloud 81
6.3.1.2.1 AI solution providers are focusing on development of robust cloud-based solutions for their clients 81
6.3.2 AI PLATFORM 81
TABLE 17 AI IN MANUFACTURING MARKET FOR SOFTWARE, BY PLATFORM,
2017–2019 (USD MILLION) 82
TABLE 18 AI IN MANUFACTURING MARKET FOR SOFTWARE, BY PLATFORM,
2020–2026 (USD MILLION) 82
6.3.2.1 Machine learning framework 82
6.3.2.1.1 Major tech companies such as Google, IBM, and Microsoft are developing and offering their ML frameworks 82
6.3.2.2 Application Program Interface (API) 83
6.3.2.2.1 API provides platform for set of routines and tools for building software applications 83
6.4 SERVICES 83
TABLE 19 AI IN MANUFACTURING MARKET, BY SERVICES, 2017–2019 (USD MILLION) 83
TABLE 20 AI IN MANUFACTURING MARKET, BY SERVICES, 2020–2026 (USD MILLION) 83
TABLE 21 AI IN MANUFACTURING MARKET FOR SERVICES, BY REGION,
2017–2019 (USD MILLION) 84
TABLE 22 AI IN MANUFACTURING MARKET FOR SERVICES, BY REGION,
2020–2026 (USD MILLION) 84
6.4.1 DEPLOYMENT & INTEGRATION 84
6.4.1.1 Deployment and integration is a key service required for configuring AI systems in manufacturing 84
6.4.2 SUPPORT & MAINTENANCE 85
6.4.2.1 Objective of maintenance services is to keep systems at an acceptable standard 85
6.5 IMPACT OF COVID-19 ON VARIOUS OFFERING OF AI TECHNOLOGY FOR MANUFACTURING 85
7 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TECHNOLOGY 86
7.1 INTRODUCTION 87
TABLE 23 PRE-COVID-19 SCENARIO: AI IN MANUFACTURING MARKET,
BY TECHNOLOGY, 2017–2026 (USD MILLION) 87
FIGURE 21 MACHINE LEARNING TO HOLD LARGEST MARKET SHARE OF AI IN MANUFACTURING MARKET IN 2020 AND 2026 87
TABLE 24 AI IN MANUFACTURING MARKET, BY TECHNOLOGY,
2017–2019 (USD MILLION) 88
TABLE 25 AI IN MANUFACTURING MARKET, BY TECHNOLOGY,
2020–2026 (USD MILLION) 88
7.2 MACHINE LEARNING 88
TABLE 26 AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY TYPE,
2017–2019 (USD MILLION) 89
TABLE 27 AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY TYPE,
2020–2026 (USD MILLION) 89
TABLE 28 AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY APPLICATION, 2017–2019 (USD MILLION) 90
TABLE 29 AI IN MANUFACTURING MARKET FOR MACHINE LEARNING, BY APPLICATION, 2020–2026 (USD MILLION) 90
7.2.1 DEEP LEARNING 91
7.2.1.1 Deep learning uses artificial neural networks to learn multiple levels of data 91
7.2.2 SUPERVISED LEARNING 92
7.2.2.1 Classification and regression are major segments of supervised learning 92
7.2.3 REINFORCEMENT LEARNING 92
7.2.3.1 Reinforcement learning allows systems and software to determine ideal behavior for maximizing performance of systems 92
7.2.4 UNSUPERVISED LEARNING 92
7.2.4.1 Unsupervised learning Includes clustering methods consisting of algorithms with unlabeled training data 92
7.2.5 OTHERS 92
7.3 NATURAL LANGUAGE PROCESSING 93
7.3.1 NLP IS DEVELOPED FOR REAL-TIME TRANSLATION AND DEVELOPING SYSTEMS THAT CAN INTERACT THROUGH DIALOGUES 93
TABLE 30 AI IN MANUFACTURING MARKET FOR NATURAL LANGUAGE PROCESSING,
BY APPLICATION, 2017–2019 (USD MILLION) 93
TABLE 31 AI IN MANUFACTURING MARKET FOR NATURAL LANGUAGE PROCESSING,
BY APPLICATION, 2020–2026 (USD MILLION) 94
7.4 CONTEXT-AWARE COMPUTING 94
7.4.1 DEVELOPMENT OF MORE SOPHISTICATED HARD AND SOFT SENSORS HAS ACCELERATED GROWTH OF CONTEXT-AWARE COMPUTING 94
TABLE 32 AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY TYPE, 2017–2019 (USD MILLION) 95
TABLE 33 AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING, BY TYPE, 2020–2026 (USD MILLION) 95
TABLE 34 AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING,
BY APPLICATION, 2017–2019 (USD MILLION) 95
TABLE 35 AI IN MANUFACTURING MARKET FOR CONTEXT-AWARE COMPUTING,
BY APPLICATION, 2020–2026 (USD MILLION) 96
7.5 COMPUTER VISION 96
7.5.1 COMPUTER VISION ANALYZES INFORMATION OF DIFFERENT GEOMETRIC SHAPES, VOLUMES, AND PATTERNS 96
TABLE 36 AI IN MANUFACTURING MARKET FOR COMPUTER VISION, BY APPLICATION, 2017–2019 (USD MILLION) 97
TABLE 37 AI IN MANUFACTURING MARKET FOR COMPUTER VISION, BY APPLICATION, 2020–2026 (USD MILLION) 97
7.6 IMPACT OF COVID-19 ON VARIOUS TECHNOLOGIES OF AI IN MANUFACTURING 97
8 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY APPLICATION 98
8.1 INTRODUCTION 99
TABLE 38 PRE-COVID-19 SCENARIO: AI IN MANUFACTURING MARKET,
BY APPLICATION, 2017–2026 (USD MILLION) 99
FIGURE 22 QUALITY CONTROL TO WITNESS HIGHEST GROWTH THROUGHOUT FORECAST PERIOD 100
TABLE 39 AI IN MANUFACTURING MARKET, BY APPLICATION,
2017–2019 (USD MILLION) 100
TABLE 40 AI IN MANUFACTURING MARKET, BY APPLICATION,
2020–2026 (USD MILLION) 101
8.2 PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION 101
8.2.1 PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION PROVIDE THE FRAMEWORK FOR ALL PLANNED MAINTENANCE ACTIVITIES 101
TABLE 41 AI IN MANUFACTURING MARKET FOR PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION, BY REGION, 2017–2019 (USD MILLION) 102
TABLE 42 AI IN MANUFACTURING MARKET FOR PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION, BY REGION, 2020–2026 (USD MILLION) 102
TABLE 43 AI IN MANUFACTURING MARKET FOR PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION, BY TECHNOLOGY, 2017–2019 (USD MILLION) 103
TABLE 44 AI IN MANUFACTURING MARKET FOR PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION, BY TECHNOLOGY, 2020–2026 (USD MILLION) 103
8.3 MATERIAL MOVEMENT 103
8.3.1 AI-BASED TECHNOLOGY FOR MATERIAL MOVEMENT WILL ENSURE STREAMLINING OF IN-PLANT LOGISTICS 103
FIGURE 23 NORTH AMERICA TO HOLD LARGEST SHARE OF AI IN MANUFACTURING MARKET FOR MATERIAL MOVEMENT IN 2020 104
TABLE 45 AI IN MANUFACTURING MARKET FOR MATERIAL MOVEMENT, BY REGION, 2017–2019 (USD MILLION) 104
TABLE 46 AI IN MANUFACTURING MARKET FOR MATERIAL MOVEMENT, BY REGION, 2020–2026 (USD MILLION) 104
TABLE 47 AI IN MANUFACTURING MARKET FOR MATERIAL MOVEMENT, BY TECHNOLOGY, 2017–2019 (USD MILLION) 105
TABLE 48 AI IN MANUFACTURING MARKET FOR MATERIAL MOVEMENT, BY TECHNOLOGY, 2020–2026 (USD MILLION) 105
8.4 PRODUCTION PLANNING 105
8.4.1 THE USE OF AI IN PRODUCTION PLANNING LEADS TO THE STANDARDIZATION OF PRODUCT AND PROCESS SEQUENCE 105
TABLE 49 AI IN MANUFACTURING MARKET FOR PRODUCTION PLANNING, BY REGION, 2017–2019 (USD MILLION) 106
TABLE 50 AI IN MANUFACTURING MARKET FOR PRODUCTION PLANNING, BY REGION, 2020–2026 (USD MILLION) 106
TABLE 51 AI IN MANUFACTURING MARKET FOR PRODUCTION PLANNING,
BY TECHNOLOGY, 2017–2019 (USD MILLION) 106
TABLE 52 AI IN MANUFACTURING MARKET FOR PRODUCTION PLANNING,
BY TECHNOLOGY, 2020–2026 (USD MILLION) 107
8.5 FIELD SERVICES 107
8.5.1 FIELD SERVICES ARE EXTENSIVELY USED IN HEAVY METALS AND MACHINE MANUFACTURING, OIL & GAS, AND ENERGY AND POWER INDUSTRY 107
FIGURE 24 NORTH AMERICA TO HOLD LARGEST SIZE OF AI MANUFACTURING MARKET FOR FIELD SERVICES DURING FORECAST PERIOD 107
TABLE 53 AI IN MANUFACTURING MARKET FOR FIELD SERVICES, BY REGION,
2017–2019 (USD MILLION) 108
TABLE 54 AI IN MANUFACTURING MARKET FOR FIELD SERVICES, BY REGION,
2020–2026 (USD MILLION) 108
TABLE 55 AI IN MANUFACTURING MARKET FOR FIELD SERVICES, BY TECHNOLOGY, 2017–2019 (USD MILLION) 108
TABLE 56 AI IN MANUFACTURING MARKET FOR FIELD SERVICES, BY TECHNOLOGY, 2020–2026 (USD MILLION) 109
8.6 QUALITY CONTROL 109
8.6.1 AI-BASED QUALITY CONTROL SYSTEM IS WIDELY USED IN PHARMACEUTICALS, FOOD & BEVERAGES, AND SEMICONDUCTOR INDUSTRIES 109
TABLE 57 AI IN MANUFACTURING MARKET FOR QUALITY CONTROL, BY REGION,
2017–2019 (USD MILLION) 109
TABLE 58 AI IN MANUFACTURING MARKET FOR QUALITY CONTROL, BY REGION,
2020–2026 (USD MILLION) 110
FIGURE 25 MACHINE LEARNING TO HOLD LARGEST SIZE OF AI IN MANUFACTURING MARKET FOR APPLICATION OF QUALITY CONTROL DURING 2020–2026 110
TABLE 59 AI IN MANUFACTURING MARKET FOR QUALITY CONTROL, BY TECHNOLOGY, 2017–2019 (USD MILLION) 111
TABLE 60 AI IN MANUFACTURING MARKET FOR QUALITY CONTROL, BY TECHNOLOGY, 2020–2026 (USD MILLION) 111

8.7 CYBERSECURITY 111
8.7.1 AUTOMATION AND INTEGRATING REAL-TIME SYSTEMS IN MANUFACTURING IS RESULTING IN ADOPTION OF CYBERSECURITY SYSTEMS 111
TABLE 61 AI IN MANUFACTURING MARKET FOR CYBERSECURITY, BY REGION,
2017–2019 (USD MILLION) 112
TABLE 62 AI IN MANUFACTURING MARKET FOR CYBERSECURITY, BY REGION,
2020–2026 (USD MILLION) 112
TABLE 63 AI IN MANUFACTURING MARKET FOR CYBERSECURITY, BY TECHNOLOGY, 2017–2019 (USD MILLION) 112
TABLE 64 AI IN MANUFACTURING MARKET FOR CYBERSECURITY, BY TECHNOLOGY, 2020–2026 (USD MILLION) 113
8.8 INDUSTRIAL ROBOTS 113
8.8.1 INDUSTRIAL ROBOTS CAN BE CLASSIFIED INTO TRADITIONAL INDUSTRIAL ROBOTS AND COLLABORATIVE ROBOTS 113
FIGURE 26 APAC TO HOLD LARGEST SHARE OF AI IN MANUFACTURING MARKET FOR APPLICATION OF INDUSTRIAL ROBOTS DURING 2020–2026 113
TABLE 65 AI IN MANUFACTURING MARKET FOR INDUSTRIAL ROBOTS, BY REGION, 2017–2019 (USD MILLION) 114
TABLE 66 AI IN MANUFACTURING MARKET FOR INDUSTRIAL ROBOTS, BY REGION, 2020–2026 (USD MILLION) 114
TABLE 67 AI IN MANUFACTURING MARKET FOR INDUSTRIAL ROBOTS, BY TECHNOLOGY, 2017–2019 (USD MILLION) 114
TABLE 68 AI IN MANUFACTURING MARKET FOR INDUSTRIAL ROBOTS, BY TECHNOLOGY, 2020–2026 (USD MILLION) 115
8.9 RECLAMATION 115
8.9.1 IN RECLAMATION, AI-BASED SYSTEMS DETECT IMPORTANT COMPONENTS FROM WASTE OR SLAGS 115
TABLE 69 AI IN MANUFACTURING MARKET FOR RECLAMATION, BY REGION,
2017–2019 (USD MILLION) 115
TABLE 70 AI IN MANUFACTURING MARKET FOR RECLAMATION, BY REGION,
2020–2026 (USD MILLION) 116
TABLE 71 AI IN MANUFACTURING MARKET FOR RECLAMATION, BY TECHNOLOGY, 2017–2019 (USD MILLION) 116
TABLE 72 AI IN MANUFACTURING MARKET FOR RECLAMATION, BY TECHNOLOGY, 2020–2026 (USD MILLION) 116
9 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY INDUSTRY 117
9.1 INTRODUCTION 118
TABLE 73 PRE-COVID-19 SCENARIO: AI IN MANUFACTURING MARKET, BY INDUSTRY, 2017–2026 (USD MILLION) 118
FIGURE 27 AUTOMOBILE HELD LARGEST SIZE OF AI IN MANUFACTURING MARKET IN 2020 118
TABLE 74 AI IN MANUFACTURING MARKET, BY INDUSTRY, 2017–2019 (USD MILLION) 119
TABLE 75 AI IN MANUFACTURING MARKET, BY INDUSTRY, 2020–2026 (USD MILLION) 119
9.2 AUTOMOBILE 120
9.2.1 MACHINE LEARNING AND COMPUTER VISION ARE THE MAJOR AI TECHNOLOGIES DEPLOYED IN AUTOMOBILE INDUSTRY 120
9.2.1.1 Impact of COVID-19 on automobile industry of AI in manufacturing market 121
TABLE 76 AI IN MANUFACTURING MARKET FOR AUTOMOBILE INDUSTRY, BY REGION, 2017–2019 (USD MILLION) 121
TABLE 77 AI IN MANUFACTURING MARKET FOR AUTOMOBILE INDUSTRY, BY REGION, 2020–2026 (USD MILLION) 121
9.3 ENERGY AND POWER 122
9.3.1 AI-BASED SOLUTIONS CAN HELP ENERGY AND POWER INDUSTRY TO ENHANCE PRODUCTION OUTPUT AND REDUCED DOWNTIME 122
9.3.1.1 Impact of COVID-19 on energy and power industry of AI in manufacturing market 122
FIGURE 28 APAC TO HOLD LARGEST SIZE OF AI IN MANUFACTURING MARKET FOR ENERGY AND POWER BY 2026 123
TABLE 78 AI IN MANUFACTURING MARKET FOR ENERGY AND POWER INDUSTRY,
BY REGION, 2017–2019 (USD MILLION) 123
TABLE 79 AI IN MANUFACTURING MARKET FOR ENERGY AND POWER INDUSTRY,
BY REGION, 2020–2026 (USD MILLION) 123
9.4 PHARMACEUTICALS 124
9.4.1 QUALITY CONTROL, MATERIAL MOVEMENT, AND PRODUCTION PLANNING ARE THE MAJOR APPLICATIONS OF AI IN PHARMACEUTICALS 124
9.4.1.1 Impact of COVID-19 on pharmaceuticals industry of AI in manufacturing market 124
TABLE 80 AI IN MANUFACTURING MARKET FOR PHARMACEUTICALS INDUSTRY,
BY REGION, 2017–2019 (USD MILLION) 124
TABLE 81 AI IN MANUFACTURING MARKET FOR PHARMACEUTICALS INDUSTRY,
BY REGION, 2020–2026 (USD MILLION) 125
9.5 HEAVY METALS AND MACHINE MANUFACTURING 125
9.5.1 APAC IS CONSIDERED TO HAVE THE HIGHEST NUMBER OF HEAVY METALS AND MACHINE MANUFACTURING PLANTS IN THE WORLD 125
9.5.1.1 Impact of COVID-19 on heavy metal and machine manufacturing industry of AI in manufacturing market 126
FIGURE 29 APAC TO HOLD LARGEST SIZE OF AI IN MANUFACTURING MARKET FOR HEAVY METALS AND MACHINE MANUFACTURING DURING FORECAST PERIOD 126
TABLE 82 AI IN MANUFACTURING MARKET FOR HEAVY METALS AND MACHINE MANUFACTURING INDUSTRY, BY REGION, 2017–2019 (USD MILLION) 126
TABLE 83 AI IN MANUFACTURING MARKET FOR HEAVY METALS AND MACHINE MANUFACTURING INDUSTRY, BY REGION, 2020–2026 (USD MILLION) 127
9.6 SEMICONDUCTORS AND ELECTRONICS 127
9.6.1 AI IS LIKELY TO ASSIST IN OPTIMIZING THE PRODUCTION COST, TECHNOLOGY IMPLEMENTATION, AND INTEGRATION OF COMPONENTS 127
9.6.1.1 Impact of COVID-19 on semiconductor and electronics industry of
AI in manufacturing market 128
TABLE 84 AI IN MANUFACTURING MARKET FOR SEMICONDUCTORS AND ELECTRONICS INDUSTRY, BY REGION, 2017–2019 (USD MILLION) 128
TABLE 85 AI IN MANUFACTURING MARKET FOR SEMICONDUCTORS AND ELECTRONICS INDUSTRY, BY REGION, 2020–2026 (USD MILLION) 128

9.7 FOOD & BEVERAGES 129
9.7.1 AI-BASED SOLUTIONS ENHANCE THE QUALITY OF THE FOOD PRODUCTION COST-EFFECTIVELY 129
9.7.1.1 Impact of COVID-19 on food & beverages industry of AI in manufacturing market 129
TABLE 86 AI IN MANUFACTURING MARKET FOR FOOD & BEVERAGES INDUSTRY,
BY REGION, 2017–2019 (USD MILLION) 129
TABLE 87 AI IN MANUFACTURING MARKET FOR FOOD & BEVERAGES INDUSTRY,
BY REGION, 2020–2026 (USD MILLION) 130
9.8 OTHERS 130
TABLE 88 AI IN MANUFACTURING MARKET FOR OTHERS, BY REGION,
2017–2019 (USD MILLION) 131
TABLE 89 AI IN MANUFACTURING MARKET FOR OTHERS, BY REGION,
2020–2026 (USD MILLION) 131
10 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION 132
10.1 INTRODUCTION 133
FIGURE 30 CHINA, SOUTH KOREA, AND US ARE EMERGING AS NEW HOTSPOTS IN AI IN MANUFACTURING MARKET 133
FIGURE 31 APAC TO DOMINATE AI IN MANUFACTURING MARKET DURING FORECAST PERIOD 134
TABLE 90 PRE-COVID-19 SCENARIO: AI IN MANUFACTURING MARKET, BY REGION, 2017–2026 (USD MILLION) 134
TABLE 91 AI IN MANUFACTURING MARKET, BY REGION, 2017–2019 (USD MILLION) 134
TABLE 92 AI IN MANUFACTURING MARKET, BY REGION, 2020–2026 (USD MILLION) 135
10.2 NORTH AMERICA 135
FIGURE 32 IMPACT OF COVID-19 ON AI IN MANUFACTURING MARKET IN NORTH AMERICA 136
TABLE 93 PRE- AND POST-COVID-19 ANALYSIS FOR AI IN MANUFACTURING MARKET IN NORTH AMERICA, 2017–2026 (USD MILLION) 136
10.2.1 IMPACT OF COVID-19 ON AI IN MANUFACTURING MARKET IN NORTH AMERICA 136
FIGURE 33 NORTH AMERICA: SNAPSHOT OF AI IN MANUFACTURING MARKET 137
TABLE 94 AI IN MANUFACTURING MARKET IN NORTH AMERICA, BY COUNTRY,
2017–2019 (USD MILLION) 137
TABLE 95 AI IN MANUFACTURING MARKET IN NORTH AMERICA, BY COUNTRY,
2020–2026 (USD MILLION) 138
TABLE 96 AI IN MANUFACTURING MARKET IN NORTH AMERICA FOR HARDWARE,
BY COUNTRY, 2017–2019 (USD MILLION) 138
TABLE 97 AI IN MANUFACTURING MARKET IN NORTH AMERICA FOR HARDWARE,
BY COUNTRY, 2020–2026 (USD MILLION) 138
TABLE 98 AI IN MANUFACTURING MARKET IN NORTH AMERICA FOR SOFTWARE,
BY COUNTRY, 2017–2019 (USD MILLION) 139
TABLE 99 AI IN MANUFACTURING MARKET IN NORTH AMERICA FOR SOFTWARE,
BY COUNTRY, 2020–2026 (USD MILLION) 139
TABLE 100 AI IN MANUFACTURING MARKET IN NORTH AMERICA FOR SERVICES,
BY COUNTRY, 2017–2019 (USD MILLION) 139
TABLE 101 AI IN MANUFACTURING MARKET IN NORTH AMERICA FOR SERVICES,
BY COUNTRY, 2020–2026 (USD MILLION) 139
TABLE 102 AI IN MANUFACTURING MARKET IN NORTH AMERICA, BY INDUSTRY,
2017–2019 (USD MILLION) 140
TABLE 103 AI IN MANUFACTURING MARKET IN NORTH AMERICA, BY INDUSTRY,
2020–2026 (USD MILLION) 140
10.2.2 US 140
10.2.2.1 US is among frontrunners in terms of adoption of IIoT and industrial robots, which is boosting adoption of AI 140
TABLE 104 AI IN MANUFACTURING MARKET IN US, BY OFFERING,
2017–2019 (USD MILLION) 141
TABLE 105 AI IN MANUFACTURING MARKET IN US, BY OFFERING,
2020–2026 (USD MILLION) 142
10.2.3 CANADA 142
10.2.3.1 Government funding and extensive startup activities, especially in AI, are supporting growth of AI in manufacturing 142
TABLE 106 AI IN MANUFACTURING MARKET IN CANADA, BY OFFERING,
2017–2019 (USD MILLION) 142
TABLE 107 AI IN MANUFACTURING MARKET IN CANADA, BY OFFERING,
2020–2026 (USD MILLION) 143
10.2.4 MEXICO 143
10.2.4.1 Increase in productivity and reduction in cost are leading to adoption of AI in manufacturing in Mexico 143
TABLE 108 AI IN MANUFACTURING MARKET IN MEXICO, BY OFFERING,
2017–2019 (USD MILLION) 143
TABLE 109 AI IN MANUFACTURING MARKET IN MEXICO, BY OFFERING,
2020–2026 (USD MILLION) 143

10.3 EUROPE 144
FIGURE 34 IMPACT OF COVID-19 ON AI IN MANUFACTURING MARKET IN EUROPE 144
TABLE 110 PRE- AND POST-COVID-19 ANALYSIS FOR AI IN MANUFACTURING MARKET IN EUROPE, 2017–2026 (USD MILLION) 145
10.3.1 IMPACT OF COVID-19 ON AI IN MANUFACTURING MARKET IN EUROPE 145
FIGURE 35 EUROPE: SNAPSHOT OF AI IN MANUFACTURING MARKET 146
TABLE 111 AI IN MANUFACTURING MARKET IN EUROPE, BY COUNTRY,
2017–2019 (USD MILLION) 147
TABLE 112 AI IN MANUFACTURING MARKET IN EUROPE, BY COUNTRY,
2020–2026 (USD MILLION) 147
FIGURE 36 GERMANY HELD LARGEST SHARE OF AI IN MANUFACTURING MARKET IN EUROPE FOR HARDWARE IN 2019 148
TABLE 113 AI IN MANUFACTURING MARKET IN EUROPE FOR HARDWARE, BY COUNTRY, 2017–2019 (USD MILLION) 148
TABLE 114 AI IN MANUFACTURING MARKET IN EUROPE FOR HARDWARE, BY COUNTRY, 2020–2026 (USD MILLION) 148
TABLE 115 AI IN MANUFACTURING MARKET IN EUROPE FOR SOFTWARE, BY COUNTRY, 2017–2019 (USD MILLION) 149
TABLE 116 AI IN MANUFACTURING MARKET IN EUROPE FOR SOFTWARE, BY COUNTRY, 2020–2026 (USD MILLION) 149
TABLE 117 AI IN MANUFACTURING MARKET IN EUROPE FOR SERVICES, BY COUNTRY, 2017–2019 (USD MILLION) 149
TABLE 118 AI IN MANUFACTURING MARKET IN EUROPE FOR SERVICES, BY COUNTRY, 2020–2026 (USD MILLION) 150
TABLE 119 AI IN MANUFACTURING MARKET IN EUROPE, BY INDUSTRY,
2017–2019 (USD MILLION) 150
TABLE 120 AI IN MANUFACTURING MARKET IN EUROPE, BY INDUSTRY,
2020–2026 (USD MILLION) 151
10.3.2 GERMANY 151
10.3.2.1 Implementation of big data in manufacturing plants has resulted in adoption of AI-based solutions in Germany 151
TABLE 121 AI IN MANUFACTURING MARKET IN EUROPE FOR SERVICES, BY COUNTRY, 2017–2019 (USD MILLION) 152
TABLE 122 AI IN MANUFACTURING MARKET IN EUROPE FOR SERVICES, BY COUNTRY, 2020–2026 (USD MILLION) 152
10.3.3 UK 152
10.3.3.1 Favorable environment for R&D has led to innovations in field of AI in manufacturing 152
TABLE 123 AI IN MANUFACTURING MARKET IN UK FOR SERVICES, BY OFFERING,
2017–2019 (USD MILLION) 153
TABLE 124 AI IN MANUFACTURING MARKET IN UK FOR SERVICES, BY OFFERING,
2020–2026 (USD MILLION) 153
10.3.4 FRANCE 153
10.3.4.1 Increased funding and rising AI startups are expected to proliferate AI in France 153
TABLE 125 AI IN MANUFACTURING MARKET IN FRANCE FOR SERVICES, BY OFFERING, 2017–2019 (USD MILLION) 154
TABLE 126 AI IN MANUFACTURING MARKET IN FRANCE FOR SERVICES, BY OFFERING, 2020–2026 (USD MILLION) 154
10.3.5 ITALY 155
10.3.5.1 Manufacturers in Italy are adopting smart factory and AI-based solutions 155
TABLE 127 AI IN MANUFACTURING MARKET IN ITALY FOR SERVICES, BY OFFERING, 2017–2019 (USD MILLION) 155
TABLE 128 AI IN MANUFACTURING MARKET IN ITALY FOR SERVICES, BY OFFERING, 2020–2026 (USD MILLION) 155
10.3.6 SPAIN 156
10.3.6.1 Cybersecurity is among emerging trends of AI in manufacturing sector in Spain 156
TABLE 129 AI IN MANUFACTURING MARKET IN SPAIN FOR SERVICES, BY OFFERING, 2017–2019 (USD MILLION) 156
TABLE 130 AI IN MANUFACTURING MARKET IN SPAIN FOR SERVICES, BY OFFERING, 2020–2026 (USD MILLION) 156
10.3.7 REST OF EUROPE 157
TABLE 131 AI IN MANUFACTURING MARKET IN REST OF EUROPE FOR SERVICES,
BY OFFERING, 2017–2019 (USD MILLION) 157
TABLE 132 AI IN MANUFACTURING MARKET IN REST OF EUROPE FOR SERVICES,
BY OFFERING, 2020–2026 (USD MILLION) 157
10.4 APAC 158
FIGURE 37 IMPACT OF COVID-19 ON AI IN MANUFACTURING MARKET IN APAC 158
TABLE 133 PRE- AND POST-COVID-19 ANALYSIS FOR AI IN MANUFACTURING MARKET IN APAC, 2017–2026 (USD MILLION) 159
10.4.1 IMPACT OF COVID-19 ON AI IN MANUFACTURING MARKET IN APAC 159
FIGURE 38 APAC: SNAPSHOT OF AI IN MANUFACTURING MARKET 160
TABLE 134 AI IN MANUFACTURING MARKET IN APAC, BY COUNTRY,
2017–2019 (USD MILLION) 161
TABLE 135 AI IN MANUFACTURING MARKET IN APAC, BY COUNTRY,
2020–2026 (USD MILLION) 161
TABLE 136 AI IN MANUFACTURING MARKET IN APAC FOR HARDWARE, BY COUNTRY, 2017–2019 (USD MILLION) 162
TABLE 137 AI IN MANUFACTURING MARKET IN APAC FOR HARDWARE, BY COUNTRY, 2020–2026 (USD MILLION) 162
TABLE 138 AI IN MANUFACTURING MARKET IN APAC FOR SOFTWARE, BY COUNTRY, 2017–2019 (USD MILLION) 162
TABLE 139 AI IN MANUFACTURING MARKET IN APAC FOR SOFTWARE, BY COUNTRY, 2020–2026 (USD MILLION) 163
TABLE 140 AI IN MANUFACTURING MARKET IN APAC FOR SERVICES, BY COUNTRY, 2017–2019 (USD MILLION) 163
TABLE 141 POST-COVID-19 AI IN MANUFACTURING MARKET IN APAC FOR SERVICES,
BY COUNTRY, 2020–2026 (USD MILLION) 163
TABLE 142 AI IN MANUFACTURING MARKET IN APAC, BY INDUSTRY,
2017–2019 (USD MILLION) 164
TABLE 143 AI IN MANUFACTURING MARKET IN APAC, BY INDUSTRY,
2020–2026 (USD MILLION) 164
10.4.2 CHINA 164
10.4.2.1 Manufacturing sector in China is growing rapidly, resulting in introduction of new robotics and big data technologies 164
TABLE 144 AI IN MANUFACTURING MARKET IN CHINA, BY OFFERING,
2017–2019 (USD MILLION) 165
TABLE 145 AI IN MANUFACTURING MARKET IN CHINA, BY OFFERING,
2020–2026 (USD MILLION) 165
10.4.3 JAPAN 166
10.4.3.1 Federal initiatives and presence of world-leading manufacturing companies are expected to boost AI in manufacturing market in Japan 166
TABLE 146 AI IN MANUFACTURING MARKET IN JAPAN, BY OFFERING,
2017–2019 (USD MILLION) 166
TABLE 147 AI IN MANUFACTURING MARKET IN JAPAN, BY OFFERING,
2020–2026 (USD MILLION) 166
10.4.4 SOUTH KOREA 167
10.4.4.1 Quality manufacturing services and introduction of automation in manufacturing industries is driving market of AI in manufacturing in South Korea 167
TABLE 148 AI IN MANUFACTURING MARKET IN SOUTH KOREA, BY OFFERING,
2017–2019 (USD MILLION) 167
TABLE 149 AI IN MANUFACTURING MARKET IN SOUTH KOREA, BY OFFERING,
2020–2026 (USD MILLION) 168
10.4.5 INDIA 168
10.4.5.1 AI in manufacturing industry is still in its nascent stage in India 168
TABLE 150 AI IN MANUFACTURING MARKET IN INDIA, BY OFFERING,
2017–2019 (USD MILLION) 169
TABLE 151 AI IN MANUFACTURING MARKET IN INDIA, BY OFFERING,
2020–2026 (USD MILLION) 169
10.4.6 REST OF APAC 169
TABLE 152 AI IN MANUFACTURING MARKET IN REST OF APAC, BY OFFERING,
2017–2019 (USD MILLION) 170
TABLE 153 AI IN MANUFACTURING MARKET IN REST OF APAC, BY OFFERING,
2020–2026 (USD MILLION) 170
10.5 ROW 170
FIGURE 39 IMPACT OF COVID-19 ON AI IN MANUFACTURING MARKET IN ROW 171
TABLE 154 PRE- AND POST-COVID-19 ANALYSIS FOR AI IN MANUFACTURING MARKET IN ROW, 2017–2026 (USD MILLION) 171
10.5.1 IMPACT OF COVID-19 ON AI IN MANUFACTURING IN ROW 171
FIGURE 40 ROW: SNAPSHOT OF AI IN MANUFACTURING MARKET 172
TABLE 155 AI IN MANUFACTURING MARKET IN ROW, BY REGION,
2017–2019 (USD MILLION) 172
TABLE 156 AI IN MANUFACTURING MARKET IN ROW, BY REGION,
2020–2026 (USD MILLION) 172
TABLE 157 AI IN MANUFACTURING MARKET IN ROW FOR HARDWARE, BY REGION, 2017–2019 (USD MILLION) 173
TABLE 158 AI IN MANUFACTURING MARKET IN ROW FOR HARDWARE, BY REGION, 2020–2026 (USD MILLION) 173
TABLE 159 AI IN MANUFACTURING MARKET IN ROW FOR SOFTWARE, BY REGION,
2017–2019 (USD MILLION) 173
TABLE 160 AI IN MANUFACTURING MARKET IN ROW FOR SOFTWARE, BY REGION,
2020–2026 (USD MILLION) 174
TABLE 161 AI IN MANUFACTURING MARKET IN ROW FOR SERVICES, BY REGION,
2017–2019 (USD MILLION) 174
TABLE 162 AI IN MANUFACTURING MARKET IN ROW FOR SERVICES, BY REGION,
2020–2026 (USD MILLION) 174
TABLE 163 AI IN MANUFACTURING MARKET IN ROW, BY INDUSTRY,
2017–2019 (USD MILLION) 175
TABLE 164 AI IN MANUFACTURING MARKET IN ROW, BY INDUSTRY,
2020–2026 (USD MILLION) 175
10.5.2 SOUTH AMERICA 175
10.5.2.1 South American region invests heavily in IT services 175
TABLE 165 AI IN MANUFACTURING MARKET IN SOUTH AMERICA, BY OFFERING,
2017–2019 (USD MILLION) 176
TABLE 166 AI IN MANUFACTURING MARKET IN SOUTH AMERICA, BY OFFERING,
2020–2026 (USD MILLION) 176
10.5.3 MIDDLE EAST AND AFRICA 176
10.5.3.1 Growing manufacturing expenditure in Israel, Middle East, and North Africa is key driver for AI in manufacturing 176
TABLE 167 AI IN MANUFACTURING MARKET IN MIDDLE EAST & AFRICA, BY OFFERING, 2017–2019 (USD MILLION) 177
TABLE 168 AI IN MANUFACTURING MARKET IN MIDDLE EAST & AFRICA,
BY OFFERING, 2020–2026 (USD MILLION) 177
11 COMPETITIVE LANDSCAPE 178
11.1 OVERVIEW 178
FIGURE 41 KEY DEVELOPMENTS ADOPTED BY TOP PLAYERS IN AI IN MANUFACTURING MARKET FROM 2017 TO 2020 179
11.2 RANKING OF PLAYERS, 2019 180
FIGURE 42 RANKING OF KEY COMPANIES IN AI IN MANUFACTURING MARKET (2019) 180
11.3 COMPETITIVE LEADERSHIP MAPPING 181
11.3.1 VISIONARY LEADERS 182
11.3.2 DYNAMIC DIFFERENTIATORS 182
11.3.3 INNOVATORS 182
11.3.4 EMERGING COMPANIES 182
FIGURE 43 AI IN MANUFACTURING MARKET (GLOBAL) COMPETITIVE LEADERSHIP MAPPING, 2019 183
11.4 COMPETITIVE SCENARIO 184
FIGURE 44 BATTLE FOR MARKET SHARE: PRODUCT LAUNCH WAS KEY GROWTH STRATEGY FROM 2017 TO 2020 184
11.4.1 PRODUCT LAUNCHES AND DEVELOPMENTS 185
11.4.2 COLLABORATIONS, PARTNERSHIPS, AND AGREEMENTS 190
11.4.3 ACQUISITIONS & JOINT VENTURES 192
12 COMPANY PROFILES 194
(Business Overview, Products Offered, Recent Developments, SWOT Analysis, and MnM View)*
12.1 KEY PLAYERS 194
12.1.1 NVIDIA 194
FIGURE 45 NVIDIA: COMPANY SNAPSHOT 195
12.1.2 INTEL 200
FIGURE 46 INTEL: COMPANY SNAPSHOT 200
12.1.3 IBM 204
FIGURE 47 IBM: COMPANY SNAPSHOT 204
12.1.4 SIEMENS 210
FIGURE 48 SIEMENS: COMPANY SNAPSHOT 211
12.1.5 GENERAL ELECTRIC (GE) COMPANY 215
FIGURE 49 GE: COMPANY SNAPSHOT 215
12.1.6 GOOGLE 219
FIGURE 50 GOOGLE: COMPANY SNAPSHOT 219
12.1.7 MICROSOFT 222
FIGURE 51 MICROSOFT: COMPANY SNAPSHOT 223
12.1.8 MICRON TECHNOLOGY 226
FIGURE 52 MICRON TECHNOLOGY: COMPANY SNAPSHOT 226
12.1.9 AMAZON WEB SERVICES (AWS) 230
FIGURE 53 AWS: COMPANY SNAPSHOT 230
12.1.10 SIGHT MACHINE 234
12.2 OTHER COMPANIES 236
12.2.1 PROGRESS SOFTWARE CORPORATION (DATARPM) 236
12.2.2 AIBRAIN 236
12.2.3 GENERAL VISION 237
12.2.4 ROCKWELL AUTOMATION 238
12.2.5 CISCO SYSTEMS 238
12.2.6 MITSUBISHI ELECTRIC 239
12.2.7 ORACLE 239
12.2.8 SAP 240
12.2.9 VICARIOUS 240
12.2.10 UBTECH ROBOTICS 241
12.2.11 AQUANT 241
12.2.12 BRIGHT MACHINES 242
12.2.13 RETHINK ROBOTICS GMBH 242
12.2.14 SPARKCOGNITION 243
12.2.15 FLUTURA 243
*Details on Business Overview, Products Offered, Recent Developments, SWOT Analysis, and MnM View might not be captured in case of unlisted companies.
13 ADJACENT & RELATED MARKETS 244
13.1 INTRODUCTION 244
13.2 LIMITATIONS 244
13.3 AI ECOSYSTEM AND INTERCONNECTED MARKETS 245
13.4 SMART MANUFACTURING PLATFORM MARKET 246
13.4.1 MARKET DEFINITION 246
13.4.2 MARKET OVERVIEW 246
13.5 SMART MANUFACTURING PLATFORM MARKET, BY APPLICATION 247
13.5.1 PERFORMANCE OPTIMIZATION 247
13.5.1.1 Increasing need for monitoring operations and production processes drives market growth 247
TABLE 169 SMART MANUFACTURING PLATFORM MARKET FOR PERFORMANCE OPTIMIZATION, BY DISCRETE INDUSTRY, 2015–2024 (USD MILLION) 247
TABLE 170 SMART MANUFACTURING PLATFORM MARKET FOR PERFORMANCE OPTIMIZATION, BY PROCESS INDUSTRY, 2015–2024 (USD MILLION) 248
13.5.2 ASSET AND CONDITION MONITORING 248
13.5.2.1 Market is driven by increasing need for monitoring equipment and assets in real time 248
TABLE 171 SMART MANUFACTURING PLATFORM MARKET FOR ASSET AND CONDITION MONITORING, BY DISCRETE INDUSTRY, 2015–2024 (USD MILLION) 249
TABLE 172 SMART MANUFACTURING PLATFORM MARKET FOR ASSET AND CONDITION MONITORING, BY PROCESS INDUSTRY, 2015–2024 (USD MILLION) 249
13.5.3 OTHERS 250
TABLE 173 SMART MANUFACTURING PLATFORM MARKET FOR OTHER APPLICATIONS,
BY DISCRETE INDUSTRY, 2015–2024 (USD MILLION) 250
TABLE 174 SMART MANUFACTURING PLATFORM MARKET FOR OTHER APPLICATIONS,
BY PROCESS INDUSTRY, 2015–2024 (USD MILLION) 250
13.6 SMART MANUFACTURING PLATFORM, BY INDUSTRY 251
13.6.1 PROCESS INDUSTRY 251
TABLE 175 SMART MANUFACTURING PLATFORM MARKET, BY PROCESS INDUSTRY, 2015–2024 (USD MILLION) 251
TABLE 176 SMART MANUFACTURING PLATFORM MARKET FOR PROCESS INDUSTRY,
BY REGION, 2015–2024 (USD MILLION) 252
13.6.1.1 Oil & gas 252
13.6.1.1.1 Oil & gas is one of the critical industries for smart manufacturing platform market as it requires continuous monitoring of processes 252
TABLE 177 SMART MANUFACTURING PLATFORM MARKET FOR OIL & GAS INDUSTRY,
BY REGION, 2015–2024 (USD MILLION) 253
13.6.1.2 Power & energy 253
13.6.1.2.1 Power & energy is fastest-growing process industry for smart manufacturing platform market as it requires optimum utilization of available resources 253
TABLE 178 SMART MANUFACTURING PLATFORM MARKET FOR POWER & ENERGY INDUSTRY, BY REGION, 2015–2024 (USD MILLION) 254
13.6.1.3 Chemicals 254
13.6.1.3.1 Increasing stringent regulations that require adoption of automated solutions and smart tools drive market growth 254
TABLE 179 SMART MANUFACTURING PLATFORM MARKET FOR CHEMICALS INDUSTRY, BY REGION, 2015–2024 (USD MILLION) 255
13.6.1.4 Pharmaceuticals 255
13.6.1.4.1 Automation improves compliance and minimizes deviations 255
TABLE 180 SMART MANUFACTURING PLATFORM MARKET FOR PHARMACEUTICALS INDUSTRY, BY REGION, 2015–2024 (USD MILLION) 256
13.6.1.5 Food & beverages 256
13.6.1.5.1 Requirement to reduce operational downtime and manage assets creates demand for smart manufacturing platform 256
TABLE 181 SMART MANUFACTURING PLATFORM MARKET FOR FOOD & BEVERAGES INDUSTRY, BY REGION, 2015–2024 (USD MILLION) 257
13.6.1.6 Metals and mining 257
13.6.1.6.1 Requirement of optimum production with precise control on power consumption in metals & mining industry drives growth of smart manufacturing platform market 257
TABLE 182 SMART MANUFACTURING PLATFORM MARKET FOR METALS & MINING INDUSTRY, BY REGION, 2015–2024 (USD MILLION) 258
13.6.1.7 Others 258
TABLE 183 SMART MANUFACTURING PLATFORM MARKET FOR OTHER PROCESS INDUSTRIES, BY REGION, 2015–2024 (USD MILLION) 258
13.6.2 DISCRETE INDUSTRY 259
TABLE 184 SMART MANUFACTURING PLATFORM MARKET, BY DISCRETE INDUSTRY, 2015–2024 (USD MILLION) 259
TABLE 185 SMART MANUFACTURING PLATFORM MARKET FOR DISCRETE INDUSTRY,
BY REGION, 2015–2024 (USD MILLION) 260
13.6.2.1 Automotive 260
13.6.2.1.1 Increasing adoption of advanced technologies such as machine vision, collaborative robots, and artificial intelligence drives market growth 260
TABLE 186 SMART MANUFACTURING PLATFORM MARKET FOR AUTOMOTIVE INDUSTRY, BY REGION, 2015–2024 (USD MILLION) 261
13.6.2.2 Electronics and semiconductor 261
13.6.2.2.1 Intense cost pressure and requirement of faster time-to-market for automation technologies drive the growth of market 261
TABLE 187 SMART MANUFACTURING PLATFORM MARKET FOR ELECTRONICS AND SEMICONDUCTOR INDUSTRY, BY REGION, 2015–2024 (USD MILLION) 262
13.6.2.3 Industrial manufacturing 262
13.6.2.3.1 Smart manufacturing platforms are used to reduce downtime and enhance operation efficiency 262
TABLE 188 SMART MANUFACTURING PLATFORM MARKET FOR INDUSTRIAL MANUFACTURING, BY REGION, 2015–2024 (USD MILLION) 263
13.6.2.4 Medical devices 263
13.6.2.4.1 Increasing automation in industry to ensure safety, accuracy, and regulatory compliance across production processes drives market growth 263
TABLE 189 SMART MANUFACTURING PLATFORM MARKET FOR MEDICAL DEVICES INDUSTRY, BY REGION, 2015–2024 (USD MILLION) 264
13.6.2.5 Aerospace and defense 264
13.6.2.5.1 Long product life cycles and regulatory compliance drive demand for automation technologies 264
TABLE 190 SMART MANUFACTURING PLATFORM MARKET FOR AEROSPACE AND DEFENSE INDUSTRY, BY REGION, 2015–2024 (USD MILLION) 264
13.6.2.6 Others 265
TABLE 191 SMART MANUFACTURING PLATFORM MARKET FOR OTHER DISCRETE INDUSTRIES, BY REGION, 2015–2024 (USD MILLION) 265
13.7 SMART MANUFACTURING PLATFORM MARKET, BY REGION 265
13.7.1 NORTH AMERICA 265
TABLE 192 SMART MANUFACTURING PLATFORM MARKET IN NORTH AMERICA,
BY DISCRETE INDUSTRY, 2015–2024 (USD MILLION) 266
TABLE 193 SMART MANUFACTURING PLATFORM MARKET IN NORTH AMERICA,
BY PROCESS INDUSTRY, 2015–2024 (USD MILLION) 266
13.7.2 EUROPE 267
TABLE 194 SMART MANUFACTURING PLATFORM MARKET IN EUROPE, BY DISCRETE INDUSTRY, 2015–2024 (USD MILLION) 267
TABLE 195 SMART MANUFACTURING PLATFORM MARKET IN EUROPE, BY PROCESS INDUSTRY, 2015–2024 (USD MILLION) 267
13.7.3 APAC 268
TABLE 196 SMART MANUFACTURING PLATFORM MARKET IN APAC, BY DISCRETE INDUSTRY, 2015–2024 (USD MILLION) 268
TABLE 197 SMART MANUFACTURING PLATFORM MARKET IN APAC, BY PROCESS INDUSTRY, 2015–2024 (USD MILLION) 269
13.7.4 REST OF THE WORLD 269
TABLE 198 SMART MANUFACTURING PLATFORM MARKET IN ROW, BY DISCRETE INDUSTRY, 2015–2024 (USD MILLION) 270
TABLE 199 SMART MANUFACTURING PLATFORM MARKET IN ROW, BY PROCESS INDUSTRY, 2015–2024 (USD MILLION) 270
13.8 ARTIFICIAL INTELLIGENCE ROBOTS MARKET 271
13.8.1 MARKET DEFINITION 271
13.8.2 MARKET OVERVIEW 271
13.8.3 ARTIFICIAL INTELLIGENCE ROBOTS MARKET, BY TECHNOLOGY 272
13.8.3.1 Machine learning 272
TABLE 200 AI ROBOTS MARKET FOR MACHINE LEARNING TECHNOLOGY,
BY APPLICATION, 2015–2023 (USD MILLION) 273
13.8.3.2 Computer vision 273
TABLE 201 AI ROBOTS MARKET FOR COMPUTER VISION TECHNOLOGY, BY APPLICATION, 2015–2023 (USD MILLION) 274
13.8.3.3 Context awareness 274
TABLE 202 AI ROBOTS MARKET FOR CONTEXT AWARENESS TECHNOLOGY,
BY APPLICATION, 2015–2023 (USD MILLION) 275
13.8.3.4 Natural language processing 275
TABLE 203 AI ROBOTS MARKET FOR NLP TECHNOLOGY, BY APPLICATION,
2015–2023 (USD MILLION) 276
13.8.4 ARTIFICIAL INTELLIGENCE ROBOTS MARKET, BY APPLICATION 276
13.8.4.1 Military & defense 276
TABLE 204 AI ROBOTS MARKET FOR MILITARY & DEFENSE, BY REGION,
2015–2023 (USD MILLION) 277
13.8.4.2 Law enforcement 277
TABLE 205 AI ROBOTS MARKET FOR LAW ENFORCEMENT, BY REGION,
2015–2023 (USD MILLION) 277
13.8.4.3 Personal assistance and caregiving 278
TABLE 206 AI ROBOTS MARKET FOR PERSONAL ASSISTANCE AND CAREGIVING,
BY REGION, 2015–2023 (USD MILLION) 278
13.8.4.4 Public relations 278
TABLE 207 AI ROBOTS MARKET FOR PUBLIC RELATIONS, BY REGION,
2015–2023 (USD MILLION) 278
13.8.4.5 Education and entertainment 279
TABLE 208 AI ROBOTS MARKET FOR EDUCATION AND ENTERTAINMENT, BY REGION, 2015–2023 (USD MILLION) 279
13.8.4.6 Research and space exploration 279
TABLE 209 AI ROBOTS MARKET FOR RESEARCH AND SPACE EXPLORATION, BY REGION, 2015–2023 (USD MILLION) 280
13.8.4.7 Industrial 280
TABLE 210 AI ROBOTS MARKET FOR INDUSTRIAL, BY REGION,
2015–2023 (USD MILLION) 280

13.8.4.8 Agriculture 281
TABLE 211 AI ROBOTS MARKET FOR AGRICULTURE, BY REGION,
2015–2023 (USD MILLION) 281
13.8.4.9 Healthcare assistance 281
TABLE 212 AI ROBOTS MARKET FOR HEALTHCARE ASSISTANCE, BY REGION,
2015–2023 (USD MILLION) 282
13.8.4.10 Stock management 282
TABLE 213 AI ROBOTS MARKET FOR STOCK MANAGEMENT, BY REGION,
2015–2023 (USD MILLION) 282
13.8.4.11 Others 283
TABLE 214 AI ROBOTS MARKET FOR OTHER APPLICATIONS, BY REGION,
2015–2023 (USD MILLION) 283
13.9 COVID-19 IMPACT ON SMART MANUFACTURING MARKET 283
13.9.1 MARKET DEFINITION 283
13.9.2 MARKET OVERVIEW 283
FIGURE 54 SMART MANUFACTURING MARKET ECOSYSTEM 284
13.9.3 COVID-19 IMPACT ON SMART MANUFACTURING, BY REGION 284
TABLE 215 SMART MANUFACTURING MARKET, BY REGION, 2017–2025 (USD BILLION) 284
13.9.3.1 North America 285
FIGURE 55 IMPACT OF COVID-19 ON SMART MANUFACTURING MARKET IN NORTH AMERICA 285
TABLE 216 PRE- AND POST-COVID-19 ANALYSIS FOR SMART MANUFACTURING MARKET IN NORTH AMERICA, 2017–2025 (USD BILLION) 285
13.9.3.2 Europe 286
FIGURE 56 IMPACT OF COVID-19 ON SMART MANUFACTURING MARKET IN EUROPE 287
TABLE 217 PRE- AND POST-COVID-19 ANALYSIS FOR SMART MANUFACTURING MARKET IN EUROPE, 2017–2025 (USD BILLION) 287
13.9.3.3 APAC 288
FIGURE 57 IMPACT OF COVID-19 ON SMART MANUFACTURING MARKET IN APAC 288
TABLE 218 PRE- AND POST-COVID-19 ANALYSIS FOR SMART MANUFACTURING MARKET IN APAC, 2017–2025 (USD BILLION) 288
13.9.3.4 RoW 289
FIGURE 58 IMPACT OF COVID-19 ON SMART MANUFACTURING MARKET IN ROW 289
TABLE 219 PRE- AND POST-COVID-19 ANALYSIS FOR SMART MANUFACTURING MARKET IN ROW, 2017–2025 (USD BILLION) 290
14 APPENDIX 291
14.1 INSIGHTS FROM INDUSTRY EXPERTS 291
14.2 DISCUSSION GUIDE 292
14.3 KNOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 297
14.4 AVAILABLE CUSTOMIZATIONS 299
14.5 RELATED REPORTS 299
14.6 AUTHOR DETAILS 301

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