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製造業における人工知能市場は、2023年の32億米ドルから2028年には年平均成長率45.6%で208億米ドルに達すると予測されている。この市場の成長は、ますます大規模で複雑なデータセットを処理するニーズの高まりと、産業用IoTおよび自動化技術の台頭によるものである。
"機械学習技術分野が2023年にマニュファクチャリングにおける人工知能市場を支配する"
機械学習には、深層学習、教師あり学習、教師なし学習、強化学習などの様々な技術が含まれる。機械学習は、システムが経験によって自動的にパフォーマンスを向上させることを可能にする。機械学習は、データにアクセスし、それを使って人間の介入なしに自己学習できるコンピュータープログラム／アルゴリズムの開発を支援する。機械学習がビッグデータを収集・処理する能力を持ち、予測分析、機械検査、品質管理、サイバーセキュリティへの応用が拡大していることが、機械学習技術の製造業における人工知能市場の成長を促進すると予想される。
"品質管理分野は予測期間中に最も高いCAGRで成長すると予測される"
AI主導の品質管理システムは、製造プロセス中の製品特性の逸脱を特定するために工場のオペレータに力を与える。これらの品質管理アプリケーションは、レーザーベースの集計スキャンシステムを通じて3次元（3D）と2次元（2D）の両方のデータを収集し、このデータをデジタル画像に変換することに依存する。製造工場内のこれらの品質管理アプリケーションに適用されるコア技術は、機械学習、コンピュータビジョン、およびコンテキスト認識コンピューティングを包含しています。この堅牢な品質管理フレームワークは、工場オペレータが製品の品質を検証するのを支援し、医薬品、食品・飲料、半導体などの産業で幅広く応用されている。"予測期間中、ソフトウェア・セグメントが最大の市場シェアを占める"
コンピュータシステムが人間の脳のような知的能力を発揮するには、非常に効果的で効率的なハードウェアとソフトウェアが必要である。様々な産業でAIソリューションやプラットフォームの採用が進んでいること、製造業におけるAIの応用範囲が広がっていることが、ソフトウェア分野の製造業における人工知能市場の成長を促す主な要因となっている。

「2023年、中国がアジア太平洋の製造業向け人工知能市場を支配する"
アジア太平洋地域は、中国、日本、韓国といった急成長中の経済圏で構成されている。中国はアジア太平洋地域の重要な製造拠点である。同国はアジア太平洋地域における人工知能開発の主力であり、データへのアクセスや政策支援に強みを持つ。中国の製造部門は急速に成長しており、その結果、新しいロボット工学やビッグデータ技術が導入されている。これらの要因はすべて、中国に多数の製造工場が存在することと相まって、製造データ量を増加させると予想される。さらに、中国政府は製造業におけるAI技術の採用を奨励する取り組みを進めている。

主要参入企業のプロファイルの内訳：
- 企業タイプ別：ティア1 55％、ティア2 25％、ティア3 20
- 役職別 - Cレベル幹部 - 60%、取締役 - 20%、その他 - 20
- 地域別：北米40%、欧州30%、アジア太平洋地域20%、その他地域10
製造業における人工知能市場の主要企業には、シーメンス、IBM、インテル・コーポレーション、エヌビディア・コーポレーション、ゼネラル・エレクトリックなどが含まれる。
調査範囲
この調査レポートは、製造業における人工知能市場を提供、技術、用途、産業、地域別に分類しています。また、市場成長に影響を与える促進要因、阻害要因、機会、課題についても包括的にレビューしています。また、市場の量的側面に加えて質的側面もカバーしています。
レポートを購入する理由
本レポートは、製造業における人工知能市場全体と関連セグメントの最も近いおおよその収益に関する情報を提供し、市場リーダー/新規参入者に役立ちます。本レポートは、利害関係者が競争状況を理解し、市場での地位を強化し、適切な市場参入戦略を計画するためのより多くの洞察を得るのに役立ちます。また、本レポートは、利害関係者が市場の脈拍を理解し、主要な市場促進要因、阻害要因、機会、および課題に関する情報を提供するのに役立ちます。
本レポートは、以下のポイントに関する洞察を提供します：
- 重要な推進要因（大規模かつ複雑化するデータセットを処理するニーズの高まり、産業用IoTおよび自動化技術の台頭、半導体チップセット製造業の成長を促進するAIの採用急増、製造AI分野における新興企業の成長を推進する投資の増加）、阻害要因（AIベースの技術を採用する製造業者の消極性）の分析、機会（AIを活用した予測分析と生産計画による製造効率の向上、インテリジェントな企業プロセスへのAI主導の機械学習とNLPの適用）、および課題（特に発展途上国における熟練労働力の不足、データプライバシーとサイバーセキュリティ規制に関する懸念）が製造業の人工知能市場の成長に影響を与えている。
- 製品開発/イノベーション：製造業の人工知能市場における今後の技術、研究開発活動、新製品の発売に関する詳細な洞察。
- 市場開発：有利な市場に関する包括的な情報 - 当レポートでは、さまざまな地域の製造業における人工知能市場を分析しています。
- 市場の多様化：製造業の人工知能市場における新製品、未開拓の地域、最近の開発、投資に関する情報を網羅します。
- 競争力の評価：シーメンス社（ドイツ）、IBM社（米国）、インテル社（米国）、エヌビディア社（米国）、ゼネラル・エレクトリック社（米国）などの主要企業の市場シェア、成長戦略、製品提供について詳細に評価。

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目次

1 INTRODUCTION 36
1.1 STUDY OBJECTIVES 36
1.2 MARKET DEFINITION 36
1.2.1 INCLUSIONS AND EXCLUSIONS 37
1.3 STUDY SCOPE 37
1.3.1 MARKETS COVERED 37
1.3.2 REGIONAL SCOPE 38
1.3.3 YEARS CONSIDERED 38
1.4 CURRENCY CONSIDERED 39
1.5 STAKEHOLDERS 39
1.6 SUMMARY OF CHANGES…. 40
1.6.1 RECESSION IMPACT ANALYSIS 40
2 RESEARCH METHODOLOGY 41
2.1 RESEARCH DATA 41
FIGURE 1 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET: RESEARCH DESIGN 41
2.1.1 SECONDARY DATA 42
2.1.1.1 List of major secondary sources 42
2.1.1.2 Key data from secondary sources 43
2.1.2 PRIMARY DATA 43
2.1.2.1 Primary interviews with experts 44
2.1.2.2 Breakdown of primaries 44
2.1.2.3 Key data from primary sources 45
2.1.3 SECONDARY AND PRIMARY RESEARCH 46
2.1.3.1 Key industry insights 47
2.2 MARKET SIZE ESTIMATION 47
2.2.1 BOTTOM-UP APPROACH 47
2.2.1.1 Approach to derive market size using bottom-up analysis 47
FIGURE 2 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH 48
2.2.2 TOP-DOWN APPROACH 48
2.2.2.1 Approach to derive market size using bottom-up analysis 49
FIGURE 3 MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH 49
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY (SUPPLY SIDE APPROACH) 49
2.3 MARKET BREAKDOWN AND DATA TRIANGULATION 50
FIGURE 5 DATA TRIANGULATION 50
2.4 RESEARCH ASSUMPTIONS 51
FIGURE 6 ASSUMPTIONS FOR RESEARCH STUDY 51
2.5 PARAMETERS CONSIDERED TO ANALYZE IMPACT OF RECESSION ON ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET 51
2.6 RESEARCH LIMITATIONS 52
2.7 RISK ASSESSMENT 52
FIGURE 7 RISK ASSESSMENT OF RESEARCH STUDY 52
3 EXECUTIVE SUMMARY 53
FIGURE 8 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, 2019−2028 (USD MILLION) 54
FIGURE 9 SOFTWARE OFFERINGS TO CAPTURE LARGEST SHARE OF ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET IN 2028 54
FIGURE 10 MACHINE LEARNING TECHNOLOGY TO HOLD LARGEST SHARE OF ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET IN 2028 55
FIGURE 11 PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION APPLICATION TO HOLD LARGEST SHARE OF ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET IN 2023 56
FIGURE 12 AUTOMOTIVE INDUSTRY ACCOUNTED FOR LARGEST SHARE OF ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET IN 2022 57
FIGURE 13 ASIA PACIFIC TO REGISTER HIGHEST CAGR IN ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET DURING FORECAST PERIOD 58
4 PREMIUM INSIGHTS 59
4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET 59
FIGURE 14 RISING ADOPTION OF IIOT AND AUTOMATION TECHNOLOGY BY MANUFACTURING FIRMS TO DRIVE MARKET GROWTH 59
4.2 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY OFFERING 60
FIGURE 15 SOFTWARE SEGMENT TO HOLD LARGEST SHARE OF ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET IN 2023 60
4.3 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TECHNOLOGY 60
FIGURE 16 MACHINE LEARNING SEGMENT TO HOLD LARGEST SHARE OF ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET IN 2023 60
4.4 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY APPLICATION 61
FIGURE 17 PREDICTIVE MAINTENANCE & MACHINERY INSPECTION SEGMENT TO HOLD LARGEST SHARE OF ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET IN 2023 61
4.5 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY INDUSTRY 62
FIGURE 18 AUTOMOTIVE SEGMENT HELD LARGEST SHARE OF ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET IN ASIA PACIFIC IN 2022 62
4.6 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY COUNTRY 63
FIGURE 19 CHINA TO REGISTER HIGHEST CAGR IN ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET BETWEEN 2023 AND 2028 63
5 MARKET OVERVIEW 64
5.1 INTRODUCTION 64
5.2 MARKET DYNAMICS 65
FIGURE 20 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET DYNAMICS 65
5.2.1 DRIVERS 65
5.2.1.1 Pressing need to handle large and complex datasets effectively 65
5.2.1.2 Rising adoption of IIoT and automation technologies by manufacturing firms 66
5.2.1.3 Thriving semiconductor chipset industry due to increasing adoption of AI technology 66
5.2.1.4 Growing venture capital and seed funding opportunities for startups entering in AI-driven manufacturing 67
FIGURE 21 IMPACT ANALYSIS OF DRIVERS 67
5.2.2 RESTRAINTS 68
5.2.2.1 Reluctance among manufacturers to adopt AI-based technologies 68
FIGURE 22 IMPACT ANALYSIS OF RESTRAINTS 68
5.2.3 OPPORTUNITIES 68
5.2.3.1 Utilization of AI-powered predictive analytics and production planning apps to enhance manufacturing efficiency 68
5.2.3.2 Execution of ML and NLP to automate and upgrade business processes 69
FIGURE 23 IMPACT ANALYSIS OF OPPORTUNITIES 69
5.2.4 CHALLENGES 69
5.2.4.1 Shortage of skilled workforce, especially in developing countries 69
5.2.4.2 Concerns regarding data privacy and stringent data security regulations 70
FIGURE 24 IMPACT ANALYSIS OF CHALLENGES 70
5.3 VALUE CHAIN ANALYSIS 70
FIGURE 25 ARTIFICIAL INTELLIGENCE IN MANUFACTURING VALUE CHAIN ANALYSIS 71
5.4 ECOSYSTEM MAPPING 72
FIGURE 26 ECOSYSTEM ANALYSIS 72
TABLE 1 ROLE OF MAJOR COMPANIES IN ECOSYSTEM 73
5.5 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 74
FIGURE 27 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 74
5.6 PORTER’S FIVE FORCES ANALYSIS 74
FIGURE 28 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET: PORTER’S FIVE FORCES ANALYSIS 75
TABLE 2 IMPACT OF EACH FORCE ON AI IN MANUFACTURING MARKET 75
5.6.1 BARGAINING POWER OF SUPPLIERS 76
5.6.2 BARGAINING POWER OF BUYERS 76
5.6.3 THREAT OF NEW ENTRANTS 76
5.6.4 THREAT OF SUBSTITUTES 76
5.6.5 INTENSITY OF COMPETITIVE RIVALRY 76
5.7 CASE STUDY ANALYSIS 76
TABLE 3 SIEMENS GAMESA DEPLOYED AI SOLUTION TO ACCELERATE INSPECTION SPEED OF TURBINE BLADES 76
TABLE 4 VOLVO ADOPTED MACHINE LEARNING-DRIVEN DATA ANALYTICS TO PREDICT VEHICLE BREAKDOWN AND IMPROVE SERVICE 77
TABLE 5 ROLLS-ROYCE CHOSE MICROSOFT CORTANA TO SCHEDULE MAINTENANCE PLANS AND REDUCE OPERATIONAL DISRUPTIONS 77
TABLE 6 PAPER PACKAGING FIRM IMPLEMENTED EMA APPLICATION SUITE TO IMPROVE PRODUCTION PROCESS AND DIAGNOSE QUALITY ISSUES 77
5.8 TECHNOLOGY ANALYSIS 78
5.9 PRICING ANALYSIS 78
5.9.1 AVERAGE SELLING PRICE OF PROCESSORS OFFERED BY KEY PLAYERS 78
FIGURE 29 AVERAGE SELLING PRICE OF KEY PLAYERS, BY PROCESSOR TYPE 79
TABLE 7 AVERAGE SELLING PRICE OF PROCESSORS OFFERED BY KEY PLAYERS, BY TYPE 79
5.9.2 AVERAGE SELLING PRICE TREND OF PROCESSORS, BY TYPE 79
TABLE 8 AVERAGE SELLING PRICE OF PROCESSORS, 2022 (USD) 79
TABLE 9 AVERAGE SELLING PRICE OF PROCESSORS USED IN AI-BASED MANUFACTURING, BY REGION, 2022 80
FIGURE 30 AVERAGE SELLING PRICE OF PROCESSORS, 2019–2028 (USD) 80
5.10 TRADE ANALYSIS 81
5.10.1 IMPORT SCENARIO 81
FIGURE 31 IMPORT VALUES, BY KEY COUNTRY, 2018–2022 (USD MILLION) 81
5.10.2 EXPORT SCENARIO 82
FIGURE 32 EXPORT VALUES, BY KEY COUNTRY, 2018–2022 (USD MILLION) 82
5.11 PATENT ANALYSIS 83
FIGURE 33 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS 83
TABLE 10 TOP 20 PATENT OWNERS IN US IN LAST 10 YEARS 83
FIGURE 34 NUMBER OF PATENTS GRANTED PER YEAR FROM 2013 TO 2022 84
TABLE 11 RECENT PATENTS RELATED TO ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET 84
5.12 KEY STAKEHOLDERS AND BUYING CRITERIA 88
5.12.1 KEY STAKEHOLDERS IN BUYING PROCESS 88
FIGURE 35 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 APPLICATIONS 88
TABLE 12 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 APPLICATIONS (%) 88
5.12.2 BUYING CRITERIA 89
FIGURE 36 KEY BUYING CRITERIA FOR TOP 3 APPLICATIONS 89
TABLE 13 KEY BUYING CRITERIA FOR TOP 3 APPLICATIONS 89
5.13 KEY CONFERENCES AND EVENTS, 2023–2025 90
TABLE 14 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET: CONFERENCES AND EVENTS 90
5.14 REGULATORY LANDSCAPE 91
5.14.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 91
TABLE 15 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 91
TABLE 16 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 91
TABLE 17 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 92
TABLE 18 ROW: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 92
5.14.2 STANDARDS IN ITS/C-ITS 93
TABLE 19 SECURITY AND PRIVACY STANDARDS DEVELOPED BY EUROPEAN TELECOMMUNICATION STANDARDS INSTITUTE (ETSI) 93
6 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY OFFERING 94
6.1 INTRODUCTION 95
FIGURE 37 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY OFFERING 95
FIGURE 38 SOFTWARE SEGMENT TO HOLD LARGEST SHARE OF ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET IN 2028 96
TABLE 20 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY OFFERING, 2019–2022 (USD MILLION) 96
TABLE 21 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY OFFERING, 2023–2028 (USD MILLION) 97
6.2 HARDWARE 97
TABLE 22 HARDWARE: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TYPE, 2019–2022 (USD MILLION) 98
TABLE 23 HARDWARE: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TYPE, 2023–2028 (USD MILLION) 98
6.2.1 PROCESSORS 98
6.2.1.1 Robust parallel processing capabilities of processors to foster adoption in AI applications 98
6.2.1.1.1 Microprocessor units (MPUs) 99
6.2.1.1.2 Graphics processing units (GPUs) 99
6.2.1.1.3 Field programmable gate array (FPGA) 99
6.2.1.1.4 Application-specific integrated circuits (ASICs) 99
6.2.2 MEMORY DEVICES 100
6.2.2.1 High demand for high-bandwidth memory devices to drive market 100
6.2.3 NETWORK DEVICES 100
6.2.3.1 Increased implementation of Ethernet adaptors and interconnects to create opportunities for network device providers 100
6.3 SOFTWARE 101
TABLE 24 SOFTWARE: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TYPE, 2019–2022 (USD MILLION) 101
TABLE 25 SOFTWARE: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TYPE, 2023–2028 (USD MILLION) 101
6.3.1 AI SOLUTIONS 102
6.3.1.1 Rising use of nonprocedural languages to develop AI solutions to boost segmental growth 102
TABLE 26 AI SOLUTIONS: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY DEPLOYMENT TYPE, 2019–2022 (USD MILLION) 102
TABLE 27 AI SOLUTIONS: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 102
 
6.3.1.2 On-premises 102
6.3.1.2.1 Greater flexibility and control offered by on-premises AI solutions to fuel segmental growth 102
6.3.1.3 Cloud 103
6.3.1.3.1 Reduced operational costs, hassle-free deployment, and high scalability provided by cloud deployment model to drive segmental growth 103
6.3.2 AI PLATFORMS 103
6.3.2.1 Increasing adoption of AI platforms to develop learning algorithms and intelligent applications to support segmental growth 103
TABLE 28 AI PLATFORMS: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY PLATFORM TYPE, 2019–2022 (USD MILLION) 104
TABLE 29 AI PLATFORMS: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY PLATFORM TYPE, 2023–2028 (USD MILLION) 104
6.3.2.2 Machine learning framework 104
6.3.2.3 Application program interface (API) 105
6.4 SERVICES 105
TABLE 30 SERVICES: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TYPE, 2019–2022 (USD MILLION) 105
TABLE 31 SERVICES: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TYPE, 2023–2028 (USD MILLION) 105
6.4.1 DEPLOYMENT & INTEGRATION 106
6.4.1.1 Growing demand for deployment and integration services while configuring AI systems in manufacturing sector to drive market 106
6.4.2 SUPPORT & MAINTENANCE 106
6.4.2.1 Increasing demand for support & maintenance services to keep systems at acceptable standards to fuel market growth 106
7 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TECHNOLOGY 107
7.1 INTRODUCTION 108
FIGURE 39 MACHINE LEARNING TECHNOLOGY TO HOLD LARGEST SHARE OF ARTIFICIAL INTELLIGENCE IN MANUFACTURING IN 2028 108
TABLE 32 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 109
TABLE 33 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 109
7.2 MACHINE LEARNING 109
7.2.1 ADVANCEMENTS IN DEEP LEARNING, SUPERVISED LEARNING, AND REINFORCEMENT LEARNING TECHNOLOGIES TO DRIVE MARKET 109
TABLE 34 MACHINE LEARNING: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TYPE, 2019–2022 (USD MILLION) 110
TABLE 35 MACHINE LEARNING: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TYPE, 2023–2028 (USD MILLION) 110
TABLE 36 MACHINE LEARNING: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 111
TABLE 37 MACHINE LEARNING: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 111
 
7.2.2 DEEP LEARNING 112
7.2.2.1 Growing penetration of IoT, automation, and machine vision technologies in manufacturing plants to drive market 112
7.2.3 SUPERVISED LEARNING 113
7.2.3.1 Image recognition, facial recognition, and predictive analytics to contribute to market growth 113
7.2.4 REINFORCEMENT LEARNING 113
7.2.4.1 Potential to automatically determine context-specific ideal behavior to maximize performance to drive market 113
7.2.5 UNSUPERVISED LEARNING 113
7.2.5.1 Use of algorithms to find hidden data patterns or groupings in large datasets to boost adoption of unsupervised learning technology 113
7.2.6 OTHER TECHNOLOGY TYPES 114
7.3 NATURAL LANGUAGE PROCESSING 114
7.3.1 RISING USE OF NLP-DRIVEN TOOLS TO AUTOMATE COMPLEX BUSINESS PROCESSES TO DRIVE MARKET 114
TABLE 38 NATURAL LANGUAGE PROCESSING: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 115
TABLE 39 NATURAL LANGUAGE PROCESSING: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 115
7.4 CONTEXT-AWARE COMPUTING 116
7.4.1 INCREASING FOCUS ON MAKING REAL-TIME DECISIONS TO ENHANCE QUALITY, SAFETY, AND PRODUCTIVITY TO BOOST DEMAND IN MANUFACTURING SECTOR 116
TABLE 40 CONTEXT-AWARE COMPUTING: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TYPE, 2019–2022 (USD MILLION) 116
TABLE 41 CONTEXT-AWARE COMPUTING: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TYPE, 2023–2028 (USD MILLION) 117
TABLE 42 CONTEXT-AWARE COMPUTING: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 117
TABLE 43 CONTEXT-AWARE COMPUTING: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 118
7.5 COMPUTER VISION 118
7.5.1 INTEGRATION OF COMPUTER VISION TECHNOLOGY TO ANALYZE 3D OBJECTS AND MINIMIZE MATERIAL WASTE TO DRIVE MARKET 118
TABLE 44 COMPUTER VISION: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 119
TABLE 45 COMPUTER VISION: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 119
8 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY APPLICATION 120
8.1 INTRODUCTION 121
FIGURE 40 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY APPLICATION 121
FIGURE 41 PREDICTIVE MAINTENANCE & MACHINERY INSPECTION SEGMENT TO HOLD LARGEST MARKET SHARE IN 2023 121
TABLE 46 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 122
TABLE 47 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 122
8.2 INVENTORY OPTIMIZATION 123
8.2.1 GROWING IMPLEMENTATION OF AI IN MANUFACTURING SECTOR TO ACHIEVE COST-EFFICIENCY AND ENSURE TIMELY PRODUCT DELIVERY TO DRIVE MARKET 123
TABLE 48 INVENTORY OPTIMIZATION: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 123
TABLE 49 INVENTORY OPTIMIZATION: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 124
TABLE 50 INVENTORY OPTIMIZATION: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 124
TABLE 51 INVENTORY OPTIMIZATION: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 124
8.3 PREDICTIVE MAINTENANCE & MACHINERY INSPECTION 125
8.3.1 INCREASING ADOPTION OF LEARNING TECHNOLOGY TO PREVENT UNEXPECTED DOWNTIME DUE TO MACHINE FAILURE TO FUEL MARKET GROWTH 125
FIGURE 42 MACHINE LEARNING TECHNOLOGY TO DOMINATE MARKET FOR PREDICTIVE MAINTENANCE & MACHINERY INSPECTION APPLICATIONS DURING FORECAST PERIOD 126
TABLE 52 PREDICTIVE MAINTENANCE & MACHINERY INSPECTION: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 126
TABLE 53 PREDICTIVE MAINTENANCE & MACHINERY INSPECTION: ARTIFICIAL INTELLIGENCE IN MANUFACTURING, BY TECHNOLOGY, 2023–2028 (USD MILLION) 127
TABLE 54 PREDICTIVE MAINTENANCE & MACHINERY INSPECTION: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 127
TABLE 55 PREDICTIVE MAINTENANCE & MACHINERY INSPECTION: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 127
8.4 PRODUCTION PLANNING 128
8.4.1 RISING USE OF BIG DATA ANALYTICS IN PRODUCTION PLANNING TO FOSTER MARKET GROWTH 128
TABLE 56 PRODUCTION PLANNING: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 128
TABLE 57 PRODUCTION PLANNING: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 129
TABLE 58 PRODUCTION PLANNING: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 129
TABLE 59 PRODUCTION PLANNING: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 129
8.5 FIELD SERVICES 130
8.5.1 SURGING USE OF AI-POWERED SOLUTIONS IN FIELD SERVICES OFFERED TO OIL & GAS AND ENERGY & POWER INDUSTRY PLAYERS TO SUPPORT MARKET GROWTH 130
TABLE 60 FIELD SERVICES: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 130
TABLE 61 FIELD SERVICES: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 130
TABLE 62 FIELD SERVICES: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 131
TABLE 63 FIELD SERVICES: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 131
8.6 RECLAMATION 131
8.6.1 ELEVATING DEMAND FOR COMPUTER VISION TECHNOLOGY TO IDENTIFY AND SORT RECYCLABLE MATERIALS TO DRIVE MARKET 131
TABLE 64 RECLAMATION: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 132
TABLE 65 RECLAMATION: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 132
TABLE 66 RECLAMATION: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 132
TABLE 67 RECLAMATION: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 133
8.7 QUALITY CONTROL 133
8.7.1 GROWING USE OF AI-POWERED QUALITY CONTROL SYSTEMS BY PHARMACEUTICAL AND FOOD & BEVERAGE COMPANIES TO ACCELERATE MARKET GROWTH 133
TABLE 68 QUALITY CONTROL: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 134
TABLE 69 QUALITY CONTROL: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 134
TABLE 70 QUALITY CONTROL: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 134
TABLE 71 QUALITY CONTROL: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 135
8.8 CYBERSECURITY 135
8.8.1 HIGH EMPHASIS OF AUTOMATED PLANTS ON AVOIDING DATA BREACHES TO BOOST DEMAND FOR AI-DRIVEN CYBERSECURITY SOLUTIONS 135
TABLE 72 CYBERSECURITY: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 136
TABLE 73 CYBERSECURITY: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 136
FIGURE 43 ASIA PACIFIC TO HOLD LARGEST MARKET SHARE FOR CYBERSECURITY APPLICATIONS IN 2023 137
TABLE 74 CYBERSECURITY: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 137
TABLE 75 CYBERSECURITY: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 138
8.9 INDUSTRIAL ROBOTS 138
8.9.1 SEAMLESS INTEGRATION OF AI INTO INDUSTRIAL ROBOTS TO IMPROVE PRODUCTION AND EFFICIENCY TO DRIVE MARKET 138
TABLE 76 INDUSTRIAL ROBOTS: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 138
TABLE 77 INDUSTRIAL ROBOTS: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 139
TABLE 78 INDUSTRIAL ROBOTS: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 139
TABLE 79 INDUSTRIAL ROBOTS: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 139
9 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY INDUSTRY 140
9.1 INTRODUCTION 141
FIGURE 44 AUTOMOTIVE INDUSTRY HELD LARGEST SHARE OF ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET IN 2023 141
TABLE 80 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY INDUSTRY, 2019–2022 (USD MILLION) 142
TABLE 81 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 142
9.2 AUTOMOTIVE 143
9.2.1 INCREASING ADOPTION OF ML AND COMPUTER VISION TECHNOLOGIES TO ENSURE FLAWLESS PRODUCTION OF VEHICLE PARTS TO DRIVE MARKET 143
TABLE 82 AUTOMOTIVE: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 143
FIGURE 45 ASIA PACIFIC TO HOLD LARGEST SHARE OF ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET FOR AUTOMOTIVE INDUSTRY IN 2028 144
TABLE 83 AUTOMOTIVE: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 144
9.3 ENERGY & POWER 144
9.3.1 GROWING IMPLEMENTATION OF AI TO MINIMIZE ENERGY WASTE AND REDUCE ENERGY COSTS TO BOOST SEGMENTAL GROWTH 144
TABLE 84 ENERGY & POWER: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 145
TABLE 85 ENERGY & POWER: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 146
9.4 PHARMACEUTICALS 146
9.4.1 RISING USE OF AI IN QUALITY CONTROL AND PRODUCTION PLANNING APPLICATIONS TO STIMULATE MARKET GROWTH 146
TABLE 86 PHARMACEUTICALS: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 146
FIGURE 46 NORTH AMERICA TO HOLD LARGEST SHARE OF ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET FOR PHARMACEUTICALS INDUSTRY IN 2028 147
TABLE 87 PHARMACEUTICALS: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 147
9.5 METALS & HEAVY MACHINERY 147
9.5.1 INCREASED USE OF ROBOTICS IN METALS & HEAVY MACHINERY INDUSTRY TO AVOID UNPLANNED DOWNTIME AND WASTAGE TO DRIVE MARKET 147
TABLE 88 METALS & HEAVY MACHINERY: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 148
TABLE 89 METALS & HEAVY MACHINERY: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 149
 
9.6 SEMICONDUCTOR & ELECTRONICS 149
9.6.1 SURGING FOCUS ON DEVELOPING MINIATURE SEMICONDUCTOR AND ELECTRONICS EQUIPMENT TO BOOST ADOPTION OF AI-BASED INDUSTRIAL ROBOTS 149
TABLE 90 SEMICONDUCTOR & ELECTRONICS: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 150
TABLE 91 SEMICONDUCTOR & ELECTRONICS: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 150
9.7 FOOD & BEVERAGES 150
9.7.1 GROWING ADOPTION OF AUTOMATION TO MAINTAIN HYGIENIC FOOD PROCESSING SOLUTIONS TO FUEL MARKET GROWTH 150
TABLE 92 FOOD & BEVERAGES: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 151
TABLE 93 FOOD & BEVERAGES: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 151
9.8 OTHER INDUSTRIES 152
TABLE 94 OTHER INDUSTRIES: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 152
TABLE 95 OTHER INDUSTRIES: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 153
10 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION 154
10.1 INTRODUCTION 155
FIGURE 47 CHINA, SOUTH KOREA, UK, AND US TO BE HOTSPOTS IN ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET 155
FIGURE 48 ASIA PACIFIC TO DOMINATE ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET THROUGHOUT FORECAST PERIOD 156
TABLE 96 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 156
TABLE 97 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 157
10.2 NORTH AMERICA 157
10.2.1 NORTH AMERICA: RECESSION IMPACT 157
FIGURE 49 SNAPSHOT OF ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET IN NORTH AMERICA 158
TABLE 98 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 159
TABLE 99 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 159
TABLE 100 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY INDUSTRY, 2019–2022 (USD MILLION) 160
TABLE 101 NORTH AMERICA: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 160
10.2.2 US 161
10.2.2.1 Rising adoption of industrial robots due to shortage of skilled workforce to drive market 161
 
10.2.3 CANADA 161
10.2.3.1 Increasing investments by SMEs in IoT to boost demand for AI-based solutions 161
10.2.4 MEXICO 162
10.2.4.1 Surging foreign direct investments in AI and robotics to support market growth 162
10.3 EUROPE 162
10.3.1 EUROPE: RECESSION IMPACT 162
FIGURE 50 SNAPSHOT OF ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET IN EUROPE 163
TABLE 102 EUROPE: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 164
TABLE 103 EUROPE: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 164
FIGURE 51 GERMANY HELD LARGEST SHARE OF EUROPEAN ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET IN 2022 165
TABLE 104 EUROPE: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY INDUSTRY, 2019–2022 (USD MILLION) 165
TABLE 105 EUROPE: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 166
10.3.2 GERMANY 166
10.3.2.1 High adoption of computer vision systems to get real-time manufacturing data to fuel market growth 166
10.3.3 UK 167
10.3.3.1 Increasing investment by government in robotics and AI technologies to foster market growth 167
10.3.4 FRANCE 167
10.3.4.1 Rising adoption of AI by manufacturing firms to fuel market growth 167
10.3.5 REST OF EUROPE 168
10.4 ASIA PACIFIC 169
FIGURE 52 SNAPSHOT OF ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET IN ASIA PACIFIC 170
TABLE 106 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 171
TABLE 107 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 171
TABLE 108 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY INDUSTRY, 2019–2022 (USD MILLION) 172
TABLE 109 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 172
10.4.1 CHINA 173
10.4.1.1 Strategic planning to achieve Next Generation AI goal by 2030 to boost demand for AI technology by manufacturing firms 173
10.4.2 JAPAN 173
10.4.2.1 Strong presence of top-tier IT, machinery, and automobile manufacturing firms to support market growth 173
 
10.4.3 SOUTH KOREA 174
10.4.3.1 Presence of massive computing data centers for AI research to contribute to market growth 174
10.4.4 REST OF ASIA PACIFIC 174
10.5 ROW 175
TABLE 110 ROW: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 175
TABLE 111 ROW: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 175
TABLE 112 ROW: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY INDUSTRY, 2019–2022 (USD MILLION) 176
TABLE 113 ROW: ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 176
10.5.1 SOUTH AMERICA 177
10.5.1.1 Increased investments in IT infrastructure development to fuel market growth 177
10.5.2 MIDDLE EAST & AFRICA 177
10.5.2.1 Increasing deployment of cloud-based cognitive computing in manufacturing sector to drive market 177
11 COMPETITIVE LANDSCAPE 178
11.1 INTRODUCTION 178
11.2 MAJOR STRATEGIES ADOPTED BY KEY PLAYERS 178
TABLE 114 OVERVIEW OF STRATEGIES ADOPTED BY PLAYERS IN ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET 178
11.3 REVENUE ANALYSIS OF TOP 5 PLAYERS 179
FIGURE 53 FIVE-YEAR REVENUE ANALYSIS OF TOP 5 PLAYERS IN ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET 179
11.4 MARKET SHARE ANALYSIS 180
TABLE 115 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET SHARE ANALYSIS, 2022 180
FIGURE 54 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET SHARE, BY COMPANY, 2022 180
11.5 COMPANY EVALUATION MATRIX, 2022 182
11.5.1 STARS 182
11.5.2 PERVASIVE PLAYERS 182
11.5.3 EMERGING LEADERS 182
11.5.4 PARTICIPANTS 182
FIGURE 55 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET (GLOBAL) COMPANY EVALUATION MATRIX, 2022 183
11.6 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET: COMPANY FOOTPRINT 184
11.6.1 COMPANY FOOTPRINT OF TOP PLAYERS 184
TABLE 116 APPLICATION AND REGIONAL FOOTPRINT OF TOP COMPANIES 184
TABLE 117 APPLICATION FOOTPRINT OF KEY COMPANIES 185
TABLE 118 OFFERING FOOTPRINT OF KEY COMPANIES 186
TABLE 119 REGIONAL FOOTPRINT OF KEY COMPANIES 187
11.7 SMALL AND MEDIUM-SIZED ENTERPRISES (SMES) EVALUATION MATRIX, 2022 188
11.7.1 PROGRESSIVE COMPANIES 188
11.7.2 RESPONSIVE COMPANIES 188
11.7.3 DYNAMIC COMPANIES 188
11.7.4 STARTING BLOCKS 188
FIGURE 56 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET (GLOBAL) SME EVALUATION MATRIX, 2022 189
11.8 COMPETITIVE BENCHMARKING 190
TABLE 120 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET: LIST OF KEY STARTUPS/SMES 190
TABLE 121 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES 191
11.9 COMPETITIVE SITUATIONS AND TRENDS 193
TABLE 122 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET: PRODUCT LAUNCHES, 2021–2023 193
TABLE 123 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET: DEALS, 2021–2023 198
TABLE 124 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET: OTHERS, 2021–2023 202