Artificial Intelligence Market by Offering (Hardware, Software, Services), Technology (Machine Learning, Natural Language Processing), Deployment Mode, Organization Size, Business Function (Law, Security), Vertical, and Region - Global Forecast to 2026

世界の人工知能(AI)市場予測:提供別、技術別、展開モード別、組織規模別、業務別、産業別、地域別

◆タイトル:Artificial Intelligence Market by Offering (Hardware, Software, Services), Technology (Machine Learning, Natural Language Processing), Deployment Mode, Organization Size, Business Function (Law, Security), Vertical, and Region - Global Forecast to 2026
◆商品コード:TC7894
◆調査・発行会社:MarketsandMarkets
◆発行日:2021年5月5日
◆ページ数:414
◆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人工知能(AI)市場規模が2021年583億ドルから2026年3,096億ドルまで、年平均39.7%成長すると予測しています。本調査レポートでは、人工知能(AI)の世界市場について調査・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、展開モード別(オンプレミス、クラウド)分析、組織規模別(中小企業、大企業)分析、地域別分析、競争状況、企業情報、隣接/関連市場などを掲載しております。
・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)
・世界の人工知能(AI)市場規模:展開モード別(オンプレミス、クラウド)
・世界の人工知能(AI)市場規模:組織規模別(中小企業、大企業)
・世界の人工知能(AI)市場規模:地域別
・競争状況
・企業情報
・隣接/関連市場

“The global AI market size to grow from USD 58.3 billion in 2021 to USD 309.6 billion by 2026, at a Compound Annual Growth Rate (CAGR) of 39.7% during the forecast period.”
Various factors such as growth of data-based AI and advancement in deep learning and need to achieve robotic autonomy to stay competitive in a global market are expected to drive the adoption of the AI solutions and services.
The COVID-19 pandemic has encouraged new applications and technological developments within the sector. It has accelerated the adoption of AI in sectors such as healthcare. AI-based tools and solutions are being deployed at scale for responding to the crisis. Technology giants such as Microsoft, Google, Apple, Amazon, and Facebook are taking initiatives related to remote communications between patients and clinicians, contact tracing, and drug development. During the pandemic, various companies experienced significant increase in pressure from customers, while their number of available employees decreased. Various contact centers were unable to cope with demand or closed because of lockdown restrictions, leading to long delays in customer service queries, which dramatically affected the customer experience. Hence, the demand for conversational AI has been increasing to the forefront of technology enablers. Besides the healthcare sector, AI has been revolutionizing various industries to uphold business resilience. The education sector started using AI, while even online education start-ups began to offer personalized services in line with the needs and specific requirements of the students. The COVID-19 crisis has reinforced the need to transform the conventional education system into one driven by technology. Apart from changing the learning methodology, AI-powered machines also enabled educators in several ways, such as tracking student performances, identifying gaps in teaching techniques, and automating mundane administrative tasks.

“The software segment to have largest market size during the forecast period”
Based on components, the AI market is segmented into hardware, software, and services. The software segment of the report is subsegmented into application programming interface (API) and ML framework, the hardware segment is bifurcated into processor, memory, and network, whereas the services segment is segmented into deployment and integration, and support and maintenance. The software segment is expected to account for largest market size during the forecast. The software integrated into computer systems carries out complex operations. It synthesizes the data received from the hardware systems and processes it in an AI system to generate an intelligent response.

“Large enterprises segment to have the largest market size during the forecast period”
The AI market has been segmented by organization size into large enterprises and SMEs. The market share of large enterprises is higher; however, the market for SMEs is expected to register a higher CAGR during the forecast period. Large organizations in BFSI, retail, healthcare, and telecommunications verticals need NLP technology for identifying patterns in data. AI helps data management realize which of their practices are ineffective and what all are working best, leading to the adoption of AI solutions in large enterprises.
Among regions, North America to account for largest market size during the forecast period
North America is expected to hold the largest market size in the global AI market. In contrast, APAC is expected to grow at the highest CAGR during the forecast period. The presence of global vendors such as IBM, Google, Microsoft, and AWS would play a vital role in the adoption of AI solutions in the region.

Breakdown of primaries
In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the AI market.
 By Company: Tier I: 34%,Tier II: 43%, and Tier III: 23%
 By Designation: C-Level Executives: 50%, D-Level Executives: 30%, and Managers: 20%
 By Region: APAC: 30%, Europe: 30%, North America: 25%, MEA: 10%, Latin America: 5%

The report includes the study of key players offering AI solutions and services. It profiles major vendors in the global AI market. The major vendors in the global AI market are include include Alphabet Inc. (US), Microsoft Corporation (US), IBM Corporation (US), Baidu, Inc. (China), Intel Corporation (US), Samsung Electronics Co., Ltd. (South Korea), Amazon Web Services, Inc. (US), SAS Institute Inc. (US), Facebook, Inc. (US), SAP SE (Germany), Salesforce.com, Inc. (US), NVIDIA Corporation (US), Oracle (US), Cisco (US), Siemens (US), Huawei (China), Alibaba Cloud (China), iFLYTEK (China), Hewlett Packard Enterprise Development LP (US), General Vision Inc. (US), Graphcore (UK), Mellanox Technologies (US), Darktrace (UK), Cylance Inc. (US), Didi Chuxing Technology Co. (China), Zoox (US), Face++ (China), Inbenta (US), Zephyr Health Inc. (US), Butterfly Network (US), Atomwise Inc. (US), Vicarious (US), Preferred Network Inc. (Japan), AIBrain LLC (US), Wave Computing Inc. (US), Mythic (US), Adapteva (US), Koniku Inc. (US), KnuEdge Inc. (US), SK Hynix Inc. (South Korea), Progress DataRPM (US), Descartes Labs (US), Gamaya (Switzerland), EC2CE (Spain), Precision Hawk(US), Agribotix (US), Neurala (US), Iris Automation (US), Pilot AI Labs Inc.(US), Sentient Technologies (US), Applied Brain Research (Canada), Twitter (US), InsideSales (US), Persado (US), Mariana (US), Drawbridge (US), Narrative Science (US), Appier (Taiwan), Zensed (Sweden), and GumGum Inc. (US).

Research Coverage
The market study covers the AI market across segments. It aims at estimating the market size and the growth potential of this market across different segments, such as offerings, deployment mode, organization size, technology, business function, vertical, and region. It includes an in-depth competitive analysis of the key players in the market, along with their company profiles, key observations related to product and business offerings, recent developments, and key market strategies.

Key Benefits of Buying the Report
The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall AI market and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights better to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.

【レポートの目次】

1 INTRODUCTION 35
1.1 INTRODUCTION TO COVID-19 35
1.2 COVID-19 HEALTH ASSESSMENT 35
FIGURE 1 COVID-19: GLOBAL PROPAGATION 35
FIGURE 2 COVID-19 PROPAGATION: SELECT COUNTRIES 36
1.3 COVID-19 ECONOMIC ASSESSMENT 37
FIGURE 3 REVISED GROSS DOMESTIC PRODUCT FORECASTS FOR SELECT G20 COUNTRIES IN 2020 37
1.3.1 COVID-19 ECONOMIC IMPACT—SCENARIO ASSESSMENT 38
FIGURE 4 CRITERIA IMPACTING THE GLOBAL ECONOMY 38
FIGURE 5 SCENARIOS IN TERMS OF RECOVERY OF THE GLOBAL ECONOMY 39
1.4 OBJECTIVES OF THE STUDY 40
1.5 MARKET DEFINITION 40
1.5.1 INCLUSIONS AND EXCLUSIONS 41
1.6 MARKET SCOPE 42
1.6.1 MARKET SEGMENTATION 42
1.6.2 REGIONS COVERED 42
1.6.3 YEARS CONSIDERED FOR THE STUDY 43
1.7 CURRENCY CONSIDERED 43
TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2018–2020 43
1.8 STAKEHOLDERS 44
1.9 SUMMARY OF CHANGES 44
2 RESEARCH METHODOLOGY 45
2.1 RESEARCH DATA 45
FIGURE 6 ARTIFICIAL INTELLIGENCE MARKET: RESEARCH DESIGN 45
2.1.1 SECONDARY DATA 46
2.1.2 PRIMARY DATA 46
TABLE 2 PRIMARY INTERVIEWS 47
2.1.2.1 Breakup of primary profiles 47
2.1.2.2 Key industry insights 48
2.2 MARKET BREAKUP AND DATA TRIANGULATION 49
FIGURE 7 DATA TRIANGULATION 49
2.3 MARKET SIZE ESTIMATION 50
FIGURE 8 ARTIFICIAL INTELLIGENCE MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 50
2.3.1 TOP-DOWN APPROACH 50
2.3.2 BOTTOM-UP APPROACH 51
FIGURE 9 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 1 (SUPPLY-SIDE): REVENUE FROM SOLUTIONS/SERVICES OF THE ARTIFICIAL INTELLIGENCE MARKET 51
FIGURE 10 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES OF THE ARTIFICIAL INTELLIGENCE MARKET 52
FIGURE 11 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES OF THE ARTIFICIAL INTELLIGENCE MARKET 53
FIGURE 12 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF ARTIFICIAL INTELLIGENCE THROUGH OVERALL ARTIFICIAL INTELLIGENCE SPENDING 53
2.4 MARKET FORECAST 54
TABLE 3 FACTOR ANALYSIS 54
2.5 COMPANY EVALUATION MATRIX METHODOLOGY 55
FIGURE 13 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE 55
2.6 STARTUP/SME EVALUATION MATRIX METHODOLOGY 56
FIGURE 14 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE 56
2.7 ASSUMPTIONS FOR THE STUDY 57
2.8 LIMITATIONS OF THE STUDY 58
2.9 IMPLICATIONS OF COVID-19 ON THE ARTIFICIAL INTELLIGENCE MARKET 59
FIGURE 15 QUARTERLY IMPACT OF COVID-19 DURING 2020–2021 59
3 EXECUTIVE SUMMARY 61
TABLE 4 ARTIFICIAL INTELLIGENCE MARKET SIZE AND GROWTH RATE,
2015–2020 (USD BILLION, Y-O-Y%) 62
TABLE 5 ARTIFICIAL INTELLIGENCE MARKET SIZE AND GROWTH RATE,
2021–2026 (USD BILLION, Y-O-Y%) 62
FIGURE 16 ARTIFICIAL INTELLIGENCE SOFTWARE TO BE A LARGER MARKET IN 2021 (USD BILLION) 62
FIGURE 17 PROCESSOR HARDWARE TO BE THE LARGEST MARKET SIZE IN 2021 63
FIGURE 18 MACHINE LEARNING FRAMEWORK TO DOMINATE THE MARKET IN 2021 63
FIGURE 19 DEPLOYMENT AND INTEGRATION SEGMENT TO HAVE A LARGER MARKET SIZE IN 2021 63
FIGURE 20 MACHINE LEARNING TECHNOLOGY TO DOMINATE THE MARKET IN 2021 (USD BILLION) 64
FIGURE 21 CLOUD TO BE THE LARGER MARKET IN 2021 64
FIGURE 22 LARGE ENTERPRISES TO BE THE LARGER MARKET IN 2021 (VALUE) 64
FIGURE 23 ARTIFICIAL INTELLIGENCE MARKET FOR LAW TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 65
FIGURE 24 ARTIFICIAL INTELLIGENCE MARKET IN NORTH AMERICA TO HOLD THE LARGEST SHARE IN 2021 65
4 PREMIUM INSIGHTS 66
4.1 ATTRACTIVE OPPORTUNITIES IN THE ARTIFICIAL INTELLIGENCE MARKET 66
FIGURE 25 ARTIFICIAL INTELLIGENCE MARKET IN ASIA PACIFIC TO GROW AT THE HIGHEST CAGR BETWEEN 2021 AND 2026 66
4.2 ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR 67
FIGURE 26 ARTIFICIAL INTELLIGENCE MARKET FOR GRAPHICS PROCESSING UNIT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 67
4.3 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION 67
FIGURE 27 MARKETING AND SALES BUSINESS FUNCTION TO HOLD LARGEST MARKET SIZE DURING THE FORECAST PERIOD 67
4.4 ARTIFICIAL INTELLIGENCE MARKET, OFFERING AND BUSINESS FUNCTION 68
FIGURE 28 SOFTWARE OFFERING AND MARKETING AND SALES BUSINESS FUNCTION TO HOLD THE LARGEST MARKET SHARE OF THE ARTIFICIAL INTELLIGENCE MARKET IN NORTH AMERICA DURING FORECAST PERIOD 68
4.5 ARTIFICIAL INTELLIGENCE MARKET, BY REGION 68
FIGURE 29 NORTH AMERICA TO HOLD THE HIGHEST MARKET SHARE IN 2021 68
5 MARKET OVERVIEW 69
5.1 MARKET DYNAMICS 69
FIGURE 30 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: ARTIFICIAL INTELLIGENCE MARKET 69
5.1.1 DRIVERS 69
5.1.1.1 Growth of data-based AI and advancement in deep learning 69
5.1.1.2 Need to achieve robotic autonomy to stay competitive in a global market 70
5.1.2 RESTRAINTS 70
5.1.2.1 Limited number of AI experts 70
5.1.3 OPPORTUNITIES 71
5.1.3.1 Growth in ethical AI development to boost the adoption of AI technology 71
5.1.3.2 Increase in government initiatives and growth in investments to leverage the AI technology 71
5.1.4 CHALLENGE 71
5.1.4.1 Data security and privacy concerns 71
5.2 INVESTMENTS IN ARTIFICIAL INTELLIGENCE 72
TABLE 6 MAJOR INVESTMENTS IN ARTIFICIAL INTELLIGENCE, 2018–2021 72
5.3 ACQUISITIONS IN THE AI MARKET 74
TABLE 7 MAJOR ACQUISITIONS IN THE ARTIFICIAL INTELLIGENCE MARKET BETWEEN 2018 AND 2021 74
5.4 PATENT ANALYSIS 76
5.4.1 METHODOLOGY 76
5.4.2 DOCUMENT TYPE 76
TABLE 8 PATENTS FILED, 2018-2021 76
5.4.3 INNOVATION AND PATENT APPLICATIONS 76
FIGURE 31 TOTAL NUMBER OF PATENTS GRANTED IN A YEAR, 2018–2021 76
5.4.3.1 Top applicants 77
FIGURE 32 TOP TEN COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS, 2018–2021 77
TABLE 9 TOP TEN PATENT OWNERS (US) IN THE ARTIFICIAL INTELLIGENCE MARKET, 2018–2021 77
5.5 CASE STUDIES 78
5.5.1 RETAIL 78
5.5.1.1 Use Case 1: ASOS used Microsoft Azure ML service to reduce time-to-market for recommendations model 78
5.5.1.2 Use case 2: AWS technologies helped Artfinder give recommendations to its customers 78
5.5.2 MARKETING AND SALES 79
5.5.2.1 Use Case 1: US foods used solutions offered by Snowflake and DataRobot to analyze transactions from 300,000 customers 79
5.5.2.2 Use case 2: Marketing technology companies, such as G5 and Poder.io use H2O.ai technology to deliver innovative marketing solutions 79
5.5.3 HEALTHCARE 80
5.5.3.1 Use Case 1: Tamil Nadu eGovernance Agency (TNeGA) used an AI-based mobile app to enable the screening of a large number of people for cataract 80
5.5.3.2 Use case 2: Inspire used ML to connect millions of patients and caregivers on AWS 80
5.5.4 FINTECH 81
5.5.4.1 Use Case 1: Humana used Watson Assistant to address customer queries 81
5.5.4.2 Use case 2: H2O Driverless AI used by various financial institutions to detect and prevent fraud 81
5.5.5 SECURITY 82
5.5.5.1 Use Case 1: Cybraics nLighten platform helped prevent systems from cyber threats 82
5.5.5.2 Use case 2: Cognizant created an AI-enabled smudging solution for a large Indian insurance company to protect biometric data 82
5.5.6 AGRICULTURE 83
5.5.6.1 Use Case 1: The biochemical company built a digital solution possible to deliver accurate product recommendations through the power of AI 83
5.5.6.2 Use case 2: An agrochemical company used precision farming solution to predict Mildew disease occurring in crops 83
5.5.7 MANUFACTURING 84
5.5.7.1 Use Case 1: Kia Motors America relied on advanced analytics and AI solutions from SAS to improve its products, services, and customer satisfaction 84
5.5.7.2 Use case 2: Coca-Cola used IBM Watson services for Core ML to identify equipment issues, diagnose problems, and troubleshoot repairs 84
5.5.8 LAW 85
5.5.8.1 Use Case 1: The Law Society of British Columbia (BC) used Dataiku for Risk Ranking and Anomaly Detection 85
5.5.8.2 Use case 2: Nia Contracts Analysis of Infosys leveraged advanced ML techniques to help customers derive insights from their contracts and other legal documents 85
5.6 SUPPLY CHAIN ANALYSIS 86
FIGURE 33 ARTIFICIAL INTELLIGENCE: SUPPLY CHAIN ANALYSIS 86
5.7 VALUE CHAIN ANALYSIS 87
FIGURE 34 ARTIFICIAL INTELLIGENCE: VALUE CHAIN ANALYSIS 87
5.8 USE CASES 88
FIGURE 35 ARTIFICIAL INTELLIGENCE: USE CASES ACROSS VERTICALS 88
5.9 PORTER’S FIVE FORCES ANALYSIS 89
FIGURE 36 ARTIFICIAL INTELLIGENCE: PORTER’S FIVE FORCES ANALYSIS 89
TABLE 10 ARTIFICIAL INTELLIGENCE MARKET: PORTER’S FIVE FORCES ANALYSIS 89
5.9.1 THREAT OF NEW ENTRANTS 90
5.9.2 THREAT OF SUBSTITUTES 90
5.9.3 BARGAINING POWER OF SUPPLIERS 90
5.9.4 BARGAINING POWER OF BUYERS 90
5.9.5 INTENSITY OF COMPETITIVE RIVALRY 91
5.10 EVOLUTION 91
FIGURE 37 EVOLUTION OF ARTIFICIAL INTELLIGENCE 91
5.11 ECOSYSTEM OF THE ARTIFICIAL INTELLIGENCE MARKET 93
FIGURE 38 ECOSYSTEM 93
5.12 ARTIFICIAL INTELLIGENCE MARKET: COVID-19 IMPACT 94
5.13 PRICING MODEL ANALYSIS 94
TABLE 11 PRICING ANALYSIS 94
5.14 REVENUE ANALYSIS 96
FIGURE 39 REVENUE ANALYSIS OF TOP FIVE COMPANIES 96
6 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING 97
6.1 INTRODUCTION 98
6.1.1 OFFERINGS: COVID-19 IMPACT 98
6.1.2 OFFERINGS: ARTIFICIAL INTELLIGENCE MARKET DRIVERS 98
FIGURE 40 ARTIFICIAL INTELLIGENCE MARKET FOR SERVICES TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 99
TABLE 12 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY OFFERING,
2015–2020 (USD BILLION) 99
TABLE 13 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY OFFERING,
2021–2026 (USD BILLION) 99
6.2 HARDWARE 100
TABLE 14 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY HARDWARE,
2015–2020 (USD BILLION) 100
TABLE 15 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY HARDWARE,
2021–2026 (USD BILLION) 100
TABLE 16 HARDWARE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,
2015–2020 (USD BILLION) 101
TABLE 17 HARDWARE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,
2021–2026 (USD BILLION) 101

6.2.1 PROCESSORS 101
TABLE 18 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY PROCESSOR,
2015–2020 (USD BILLION) 102
TABLE 19 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY PROCESSOR,
2021–2026 (USD BILLION) 102
TABLE 20 PROCESSOR: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,
2015–2020 (USD BILLION) 102
TABLE 21 PROCESSOR: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,
2021–2026 (USD BILLION) 103
6.2.1.1 Microprocessing Unit 103
TABLE 22 MICROPROCESSING UNIT: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY REGION, 2015–2020 (USD BILLION) 103
TABLE 23 MICROPROCESSING UNIT: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY REGION, 2021–2026 (USD BILLION) 104
6.2.1.2 Graphics Processing Unit 104
TABLE 24 GRAPHICS PROCESSING UNIT: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY REGION, 2015–2020 (USD BILLION) 104
TABLE 25 GRAPHICS PROCESSING UNIT: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY REGION, 2021–2026 (USD BILLION) 105
6.2.1.3 Field Programmable Gate Arrays 105
TABLE 26 FIELD PROGRAMMABLE GATE ARRAYS: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2015–2020 (USD BILLION) 105
TABLE 27 FIELD PROGRAMMABLE GATE ARRAYS: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2021–2026 (USD BILLION) 106
6.2.1.4 Other Processors 106
TABLE 28 OTHER PROCESSORS: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2015–2020 (USD BILLION) 106
TABLE 29 OTHER PROCESSORS: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2021–2026 (USD BILLION) 107
6.2.2 MEMORY 107
TABLE 30 MEMORY: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,
2015–2020 (USD BILLION) 108
TABLE 31 MEMORY: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,
2021–2026 (USD BILLION) 108
6.2.3 NETWORK 109
TABLE 32 NETWORK: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,
2015–2020 (USD BILLION) 109
TABLE 33 NETWORK: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,
2021–2026 (USD BILLION) 109
6.3 SOFTWARE 110
TABLE 34 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY SOFTWARE,
2015–2020 (USD BILLION) 110
TABLE 35 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY SOFTWARE,
2021–2026 (USD BILLION) 110
TABLE 36 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,
2015–2020 (USD BILLION) 110
TABLE 37 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,
2021–2026 (USD BILLION) 111
6.3.1 APPLICATION PROGRAM INTERFACE 111
TABLE 38 APPLICATION PROGRAM INTERFACE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2015–2020 (USD BILLION) 111
TABLE 39 APPLICATION PROGRAM INTERFACE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2021–2026 (USD BILLION) 112
6.3.2 MACHINE LEARNING FRAMEWORK 112
TABLE 40 MACHINE LEARNING FRAMEWORK: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2015–2020 (USD BILLION) 112
TABLE 41 MACHINE LEARNING FRAMEWORK: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2021–2026 (USD BILLION) 113
6.4 SERVICES 113
TABLE 42 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY SERVICE,
2015–2020 (USD BILLION) 113
TABLE 43 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY SERVICE,
2021–2026 (USD BILLION) 113
TABLE 44 SERVICES: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,
2015–2020 (USD BILLION) 114
TABLE 45 SERVICES: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,
2021–2026 (USD BILLION) 114
6.4.1 DEPLOYMENT AND INTEGRATION 114
TABLE 46 DEPLOYMENT AND INTEGRATION: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2015–2020 (USD BILLION) 115
TABLE 47 DEPLOYMENT AND INTEGRATION: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2021–2026 (USD BILLION) 115
6.4.2 SUPPORT AND MAINTENANCE 116
TABLE 48 SUPPORT AND MAINTENANCE: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY REGION, 2015–2020 (USD BILLION) 116
TABLE 49 SUPPORT AND MAINTENANCE: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY REGION, 2021–2026 (USD BILLION) 116
7 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY 117
7.1 INTRODUCTION 118
7.1.1 TECHNOLOGY: COVID-19 IMPACT 118
7.1.2 TECHNOLOGY: ARTIFICIAL INTELLIGENCE MARKET DRIVERS 118
FIGURE 41 ARTIFICIAL INTELLIGENCE MARKET FOR COMPUTER VISION TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 119
TABLE 50 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY TECHNOLOGY,
2015–2020 (USD BILLION) 119
TABLE 51 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY TECHNOLOGY,
2021–2026 (USD BILLION) 119
7.2 MACHINE LEARNING 120
TABLE 52 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY MACHINE LEARNING,
2015–2020 (USD BILLION) 120
TABLE 53 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY MACHINE LEARNING,
2021–2026 (USD BILLION) 120
TABLE 54 MACHINE LEARNING: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2015–2020 (USD BILLION) 121
TABLE 55 MACHINE LEARNING: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2021–2026 (USD BILLION) 121
7.2.1 DEEP LEARNING 122
TABLE 56 DEEP LEARNING: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2015–2020 (USD BILLION) 122
TABLE 57 DEEP LEARNING: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2021–2026 (USD BILLION) 122
7.2.2 SUPERVISED LEARNING 123
TABLE 58 SUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY REGION, 2015–2020 (USD BILLION) 123
TABLE 59 SUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY REGION, 2021–2026 (USD BILLION) 123
7.2.3 UNSUPERVISED LEARNING 124
TABLE 60 UNSUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY REGION, 2015–2020 (USD BILLION) 124
TABLE 61 UNSUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY REGION, 2021–2026 (USD BILLION) 124
7.2.4 REINFORCEMENT LEARNING 125
TABLE 62 REINFORCEMENT LEARNING: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY REGION, 2015–2020 (USD BILLION) 125
TABLE 63 REINFORCEMENT LEARNING: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY REGION, 2021–2026 (USD BILLION) 125
7.2.5 OTHER TECHNOLOGY 126
TABLE 64 OTHER TECHNOLOGY: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2015–2020 (USD BILLION) 126
TABLE 65 OTHER TECHNOLOGY: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2021–2026 (USD BILLION) 126
7.3 NATURAL LANGUAGE PROCESSING 127
TABLE 66 NATURAL LANGUAGE PROCESSING: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2015–2020 (USD BILLION) 127
TABLE 67 NATURAL LANGUAGE PROCESSING: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2021–2026 (USD BILLION) 127
7.4 CONTEXT-AWARE COMPUTING 128
TABLE 68 CONTEXT-AWARE COMPUTING: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY REGION, 2015–2020 (USD BILLION) 128
TABLE 69 CONTEXT-AWARE COMPUTING: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY REGION, 2021–2026 (USD BILLION) 129
7.5 COMPUTER VISION 129
TABLE 70 COMPUTER VISION: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2015–2020 (USD BILLION) 129
TABLE 71 COMPUTER VISION: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2021–2026 (USD BILLION) 130
8 ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE 131
8.1 INTRODUCTION 132
8.1.1 DEPLOYMENT MODES: COVID-19 IMPACT 132
8.1.2 DEPLOYMENT MODES: ARTIFICIAL INTELLIGENCE MARKET DRIVERS 132
FIGURE 42 CLOUD DEPLOYMENT MODE TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 133
TABLE 72 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY DEPLOYMENT MODE,
2015–2020 (USD BILLION) 133
TABLE 73 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY DEPLOYMENT MODE,
2021–2026 (USD BILLION) 133
8.2 ON-PREMISES 134
TABLE 74 ON-PREMISES: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,
2015–2020 (USD BILLION) 134
TABLE 75 ON-PREMISES: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,
2021–2026 (USD BILLION) 134
8.3 CLOUD 135
TABLE 76 CLOUD: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,
2015–2020 (USD BILLION) 135
TABLE 77 CLOUD: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,
2021–2026 (USD BILLION) 135
9 ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE 136
9.1 INTRODUCTION 137
9.1.1 ORGANIZATION SIZE: COVID-19 IMPACT 137
9.1.2 ORGANIZATION SIZE: ARTIFICIAL INTELLIGENCE MARKET DRIVERS 137
FIGURE 43 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 138
TABLE 78 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY ORGANIZATION SIZE,
2015–2020 (USD BILLION) 138
TABLE 79 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY ORGANIZATION SIZE,
2021–2026 (USD BILLION) 138
9.2 SMALL AND MEDIUM-SIZED ENTERPRISES 139
TABLE 80 SMALL AND MEDIUM-SIZED ENTERPRISES: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2015–2020 (USD BILLION) 139
TABLE 81 SMALL AND MEDIUM-SIZED ENTERPRISES: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2021–2026 (USD BILLION) 139
9.3 LARGE ENTERPRISES 140
TABLE 82 LARGE ENTERPRISES: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2015–2020 (USD BILLION) 140
TABLE 83 LARGE ENTERPRISES: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2021–2026 (USD BILLION) 140
10 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION 141
10.1 INTRODUCTION 142
10.1.1 BUSINESS FUNCTIONS: COVID-19 IMPACT 142
10.1.2 BUSINESS FUNCTIONS: ARTIFICIAL INTELLIGENCE MARKET DRIVERS 142
FIGURE 44 ARTIFICIAL INTELLIGENCE MARKET FOR LAW BUSINESS FUNCTION TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 143
TABLE 84 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY BUSINESS FUNCTION,
2015–2020 (USD BILLION) 143
TABLE 85 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY BUSINESS FUNCTION,
2021–2026 (USD BILLION) 144
10.2 ARTIFICIAL INTELLIGENCE: ENTERPRISE USE CASES 144
10.3 FINANCE 145
TABLE 86 FINANCE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,
2015–2020 (USD BILLION) 145
TABLE 87 FINANCE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,
2021–2026 (USD BILLION) 145
10.3.1 AI IN ACCOUNTING 146
10.3.2 ARTIFICIAL INTELLIGENCE IN PAYROLL 146
10.3.3 ARTIFICIAL INTELLIGENCE IN FINANCIAL PLANNING AND ANALYSIS 146
10.4 SECURITY 146
TABLE 88 SECURITY: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,
2015–2020 (USD BILLION) 147
TABLE 89 SECURITY: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,
2021–2026 (USD BILLION) 147
10.4.1 IDENTITY AND ACCESS MANAGEMENT 147
10.4.2 RISK AND COMPLIANCE MANAGEMENT 148
10.4.3 ENCRYPTION 148
10.4.4 DATA LOSS PREVENTION 148
10.4.5 UNIFIED THREAT MANAGEMENT 148
10.4.6 ANTIVIRUS/ANTIMALWARE 148
10.4.7 INTRUSION DETECTION/PREVENTION SYSTEMS 149
10.4.8 OTHER SECURITY SOLUTIONS 149
10.5 HUMAN RESOURCES 149
TABLE 90 HUMAN RESOURCES: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2015–2020 (USD BILLION) 150
TABLE 91 HUMAN RESOURCES: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2021–2026 (USD BILLION) 150
10.5.1 VIRTUAL ASSISTANT 150
10.5.2 APPLICANT TRACKING & ASSESSMENT 150
10.5.3 PERSONALIZED LEARNING AND DEVELOPMENT 151
10.5.4 HR ANALYTICS 151
10.5.5 JOB RECOMMENDATION 151
10.5.6 SENTIMENT ANALYSIS 151
10.6 LAW 151
TABLE 92 LAW: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,
2015–2020 (USD BILLION) 152
TABLE 93 LAW: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,

2021–2026 (USD BILLION) 152
10.6.1 EDISCOVERY 152
10.6.2 LEGAL RESEARCH 152
10.6.3 CONTRACT ANALYSIS 153
10.6.4 CASE PREDICTION 153
10.6.5 COMPLIANCE 153
10.6.6 OTHER APPLICATIONS 153
10.7 MARKETING AND SALES 153
TABLE 94 MARKETING AND SALES: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY REGION, 2015–2020 (USD BILLION) 154
TABLE 95 MARKETING AND SALES: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY REGION, 2021–2026 (USD BILLION) 154
10.7.1 SOCIAL MEDIA ADVERTISING 155
10.7.2 SEARCH ADVERTISING 155
10.7.3 DYNAMIC PRICING 155
10.7.4 VIRTUAL ASSISTANT 155
10.7.5 CONTENT CURATION 156
10.7.6 SALES AND MARKETING AUTOMATION 156
10.7.7 ANALYTICS PLATFORM 156
10.7.8 OTHER MARKETING AND SALES SOLUTIONS 156
10.8 OTHER BUSINESS FUNCTION 157
TABLE 96 OTHER BUSINESS FUNCTION: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY REGION, 2015–2020 (USD BILLION) 157
TABLE 97 OTHER BUSINESS FUNCTION: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY REGION, 2021–2026 (USD BILLION) 157
11 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL 158
11.1 INTRODUCTION 159
11.1.1 VERTICALS: COVID-19 IMPACT 159
11.1.2 VERTICALS: ARTIFICIAL INTELLIGENCE MARKET DRIVERS 160
FIGURE 45 ARTIFICIAL INTELLIGENCE MARKET FOR HEALTHCARE AND LIFE SCIENCES VERTICAL TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 160
TABLE 98 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY VERTICAL,
2015–2020 (USD BILLION) 161
TABLE 99 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY VERTICAL,
2021–2026 (USD BILLION) 161
11.2 BANKING, FINANCIAL SERVICES, AND INSURANCE 162
TABLE 100 BFSI: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,
2015–2020 (USD BILLION) 162
TABLE 101 BFSI: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION,
2021–2026 (USD BILLION) 162
11.2.1 ENHANCED CUSTOMER EXPERIENCE 163
11.2.2 PREDICTION OF FUTURE OUTCOMES AND TRENDS 163
11.2.3 ROBOTIC AUTOMATION OF PROCESSES 163
11.2.4 CREDIT DECISIONS 163
11.3 RETAIL AND ECOMMERCE 163
TABLE 102 RETAIL AND ECOMMERCE: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY REGION, 2015–2020 (USD BILLION) 164
TABLE 103 RETAIL AND ECOMMERCE: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY REGION, 2021–2026 (USD BILLION) 164
11.3.1 PRODUCT RECOMMENDATION AND PLANNING 164
11.3.2 CUSTOMER RELATIONSHIP MANAGEMENT 165
11.3.3 VISUAL SEARCH 165
11.3.4 VIRTUAL ASSISTANT 165
11.3.5 PRICE OPTIMIZATION 165
11.3.6 PAYMENT SERVICES MANAGEMENT 166
11.3.7 SUPPLY CHAIN MANAGEMENT AND DEMAND PLANNING 166
11.3.8 OTHER APPLICATIONS 166
11.4 AUTOMOTIVE 167
TABLE 104 AUTOMOTIVE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2015–2020 (USD BILLION) 167
TABLE 105 AUTOMOTIVE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2021–2026 (USD BILLION) 167
11.4.1 AUTONOMOUS DRIVING 168
11.4.2 HUMAN-MACHINE INTERFACE 168
11.4.3 SEMIAUTONOMOUS DRIVING 168
11.5 GOVERNMENT AND DEFENSE 169
TABLE 106 GOVERNMENT AND DEFENSE: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY REGION, 2015–2020 (USD BILLION) 169
TABLE 107 GOVERNMENT AND DEFENSE: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY REGION, 2021–2026 (USD BILLION) 169
11.5.1 CUSTOMER SERVICE CHATBOTS 170
11.5.2 AUTONOMOUS DRONES 170
11.5.3 SURVEILLANCE 170
11.5.4 PREDICTING A CRIME AND RECOMMENDING OPTIMAL POLICE PRESENCE 170
11.5.5 IDENTIFYING FRAUDULENT BENEFITS CLAIMS 170
11.6 HEALTHCARE AND LIFESCIENCES 171
TABLE 108 HEALTHCARE AND LIFESCIENCES: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2015–2020 (USD BILLION) 171
TABLE 109 HEALTHCARE AND LIFESCIENCES: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2021–2026 (USD BILLION) 171
11.6.1 PATIENT DATA AND RISK ANALYSIS 172
11.6.2 LIFESTYLE MANAGEMENT AND MONITORING 172
11.6.3 PRECISION MEDICINE 172
11.6.4 INPATIENT CARE AND HOSPITAL MANAGEMENT 173
11.6.5 MEDICAL IMAGING AND DIAGNOSTICS 173
11.6.6 DRUG DISCOVERY 173
11.6.7 VIRTUAL ASSISTANT 174
11.6.8 WEARABLES 174
11.6.9 RESEARCH 174

11.7 TELECOMMUNICATION AND IT 174
TABLE 110 IT AND TELECOM: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2015–2020 (USD BILLION) 175
TABLE 111 IT AND TELECOM: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2021–2026 (USD BILLION) 175
11.7.1 NETWORK OPTIMIZATION 176
11.7.2 PREDICTIVE MAINTENANCE 176
11.7.3 VIRTUAL ASSISTANTS FOR CUSTOMER SUPPORT 176
11.8 ENERGY AND UTILITIES 177
TABLE 112 ENERGY AND UTILITIES: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2015–2020 (USD BILLION) 177
TABLE 113 ENERGY AND UTILITIES: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2021–2026 (USD BILLION) 177
11.8.1 ENERGY EFFICIENCY DECISION-MAKING 178
11.8.2 FAULT PREDICTION 178
11.8.3 ARTIFICIAL INTELLIGENCE IN THE POWER GRID – SMART GRIDS AND SECTOR COUPLING 178
11.8.4 ARTIFICIAL INTELLIGENCE IN ELECTRICITY TRADING 178
11.8.5 ARTIFICIAL INTELLIGENCE IN THE VIRTUAL POWER PLANT 179
11.9 MANUFACTURING 179
TABLE 114 MANUFACTURING: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2015–2020 (USD BILLION) 179
TABLE 115 MANUFACTURING: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2021–2026 (USD BILLION) 179
11.9.1 MATERIAL MOVEMENT 180
11.9.2 PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION 180
11.9.3 PRODUCTION PLANNING 181
11.9.4 FIELD SERVICES 181
11.9.5 RECLAMATION 181
11.9.6 QUALITY CONTROL 181
11.10 OTHER VERTICALS 181
TABLE 116 OTHER VERTICALS: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2015–2020 (USD BILLION) 182
TABLE 117 OTHER VERTICALS: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2021–2026 (USD BILLION) 182
12 ARTIFICIAL INTELLIGENCE MARKET BY REGION 183
12.1 INTRODUCTION 184
FIGURE 46 ASIA PACIFIC TO ACCOUNT FOR THE HIGHEST CAGR DURING FORECAST PERIOD 184
FIGURE 47 CHINA TO ACCOUNT FOR THE HIGHEST CAGR DURING FORECAST PERIOD 185
TABLE 118 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2015–2020 (USD BILLION) 185
TABLE 119 ARTIFICIAL INTELLIGENCE MARKET SIZE, BY REGION, 2021–2026 (USD BILLION) 185
12.2 NORTH AMERICA 186
12.2.1 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET DRIVERS 186
12.2.2 NORTH AMERICA: COVID-19 IMPACT 186
12.2.3 NORTH AMERICA: REGULATORY IMPLICATIONS 187
12.2.3.1 Health Insurance Portability and Accountability Act of 1996 187
12.2.3.2 California Consumer Privacy Act 187
12.2.3.3 Gramm–Leach–Bliley Act 187
12.2.3.4 Health Information Technology for Economic and Clinical Health Act 188
12.2.3.5 Sarbanes Oxley Act 188
12.2.3.6 United States Securities and Exchange Commission 188
12.2.3.7 California Consumer Privacy Act 188
12.2.3.8 Federal Information Security Management Act 189
12.2.3.9 Federal Information Processing Standards 189
FIGURE 48 ARTIFICIAL INTELLIGENCE MARKET SNAPSHOT: NORTH AMERICA 190
TABLE 120 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY OFFERING, 2015–2020 (USD BILLION) 190
TABLE 121 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY OFFERING, 2021–2026 (USD BILLION) 191
TABLE 122 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY HARDWARE, 2015–2020 (USD BILLION) 191
TABLE 123 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY HARDWARE, 2021–2026 (USD BILLION) 191
TABLE 124 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY PROCESSOR, 2015–2020 (USD BILLION) 192
TABLE 125 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY PROCESSOR, 2021–2026 (USD BILLION) 192
TABLE 126 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY SOFTWARE, 2015–2020 (USD BILLION) 192
TABLE 127 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY SOFTWARE, 2021–2026 (USD BILLION) 193
TABLE 128 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY SERVICE, 2015–2020 (USD BILLION) 193
TABLE 129 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY SERVICE, 2021–2026 (USD BILLION) 193
TABLE 130 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY TECHNOLOGY, 2015–2020 (USD BILLION) 194
TABLE 131 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY TECHNOLOGY, 2021–2026 (USD BILLION) 194
TABLE 132 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY MACHINE LEARNING, 2015–2020 (USD BILLION) 194
TABLE 133 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY MACHINE LEARNING, 2021–2026 (USD BILLION) 195
TABLE 134 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY DEPLOYMENT MODE, 2015–2020 (USD BILLION) 195
TABLE 135 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY DEPLOYMENT MODE, 2021–2026 (USD BILLION) 195
TABLE 136 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY ORGANIZATION SIZE, 2015–2020 (USD BILLION) 196
TABLE 137 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY ORGANIZATION SIZE, 2021–2026 (USD BILLION) 196
TABLE 138 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY BUSINESS FUNCTION, 2015–2020 (USD BILLION) 196
TABLE 139 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY BUSINESS FUNCTION, 2021–2026 (USD BILLION) 197
TABLE 140 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY VERTICAL, 2015–2020(USD BILLION) 197
TABLE 141 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY VERTICAL, 2021–2026 (USD BILLION) 198
TABLE 142 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY COUNTRY, 2015–2020 (USD BILLION) 198
TABLE 143 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY COUNTRY, 2021–2026 (USD BILLION) 198
12.2.4 UNITED STATES 199
12.2.5 CANADA 199
12.3 EUROPE 200
12.3.1 EUROPE: ARTIFICIAL INTELLIGENCE MARKET DRIVERS 200
12.3.2 EUROPE: COVID-19 IMPACT 200
12.3.3 EUROPE: REGULATIONS 201
12.3.3.1 European Market Infrastructure Regulation 201
12.3.3.2 General Data Protection Regulation 201
12.3.3.3 European Committee for Standardization 201
12.3.3.4 European Technical Standards Institute 201
TABLE 144 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY OFFERING,
2015–2020 (USD BILLION) 202
TABLE 145 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY OFFERING,
2021–2026 (USD BILLION) 202
TABLE 146 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY HARDWARE,
2015–2020 (USD BILLION) 202
TABLE 147 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY HARDWARE,
2021–2026 (USD BILLION) 203
TABLE 148 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY PROCESSOR,
2015–2020 (USD BILLION) 203
TABLE 149 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY PROCESSOR,
2021–2026 (USD BILLION) 203
TABLE 150 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY SOFTWARE,
2015–2020 (USD BILLION) 204
TABLE 151 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY SOFTWARE,
2021–2026 (USD BILLION) 204
TABLE 152 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY SERVICE,
2015–2020 (USD BILLION) 204
TABLE 153 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY SERVICE,
2021–2026 (USD BILLION) 205
TABLE 154 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY TECHNOLOGY,
2015–2020 (USD BILLION) 205
TABLE 155 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY TECHNOLOGY,
2021–2026 (USD BILLION) 205
TABLE 156 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY MACHINE LEARNING, 2015–2020 (USD BILLION) 206
TABLE 157 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY MACHINE LEARNING, 2021–2026 (USD BILLION) 206
TABLE 158 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY DEPLOYMENT MODE, 2015–2020 (USD BILLION) 206
TABLE 159 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY DEPLOYMENT MODE, 2021–2026 (USD BILLION) 207
TABLE 160 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY ORGANIZATION SIZE, 2015–2020 (USD BILLION) 207
TABLE 161 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY ORGANIZATION SIZE, 2021–2026 (USD BILLION) 207
TABLE 162 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY BUSINESS FUNCTION, 2015–2020 (USD BILLION) 208
TABLE 163 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY BUSINESS FUNCTION, 2021–2026 (USD BILLION) 208
TABLE 164 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY VERTICAL,
2015–2020 (USD BILLION) 209
TABLE 165 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY VERTICAL,
2021–2026 (USD BILLION) 209
TABLE 166 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY COUNTRY,
2015–2020 (USD BILLION) 210
TABLE 167 EUROPE: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY COUNTRY,
2021–2026 (USD BILLION) 210
12.3.4 UNITED KINGDOM 210
12.3.5 GERMANY 211
12.3.6 FRANCE 211
12.3.7 ITALY 211
12.3.8 SPAIN 211
12.3.9 REST OF EUROPE 212

12.4 ASIA PACIFIC 212
12.4.1 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET DRIVERS 212
12.4.2 ASIA PACIFIC: COVID-19 IMPACT 212
12.4.3 ASIA PACIFIC: REGULATIONS 213
12.4.3.1 Privacy Commissioner for Personal Data 213
12.4.3.2 Act on the Protection of Personal Information 213
12.4.3.3 Critical Information Infrastructure 214
12.4.3.4 International Organization for Standardization 27001 214
12.4.3.5 Personal Data Protection Act 214
FIGURE 49 ARTIFICIAL INTELLIGENCE MARKET SNAPSHOT: ASIA PACIFIC 215
TABLE 168 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY OFFERING,
2015–2020 (USD BILLION) 216
TABLE 169 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY OFFERING,
2021–2026 (USD BILLION) 216
TABLE 170 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY HARDWARE, 2015–2020 (USD BILLION) 216
TABLE 171 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY HARDWARE, 2021–2026 (USD BILLION) 217
TABLE 172 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY PROCESSOR, 2015–2020 (USD BILLION) 217
TABLE 173 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY PROCESSOR, 2021–2026 (USD BILLION) 217
TABLE 174 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY SOFTWARE, 2015–2020 (USD BILLION) 218
TABLE 175 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY SOFTWARE, 2021–2026 (USD BILLION) 218
TABLE 176 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY SERVICE,
2015–2020 (USD BILLION) 218
TABLE 177 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY SERVICE,
2021–2026 (USD BILLION) 219
TABLE 178 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY TECHNOLOGY, 2015–2020 (USD BILLION) 219
TABLE 179 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY TECHNOLOGY, 2021–2026 (USD BILLION) 219
TABLE 180 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY MACHINE LEARNING, 2015–2020 (USD BILLION) 220
TABLE 181 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY MACHINE LEARNING, 2021–2026 (USD BILLION) 220
TABLE 182 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY DEPLOYMENT MODE, 2015–2020 (USD BILLION) 220
TABLE 183 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY DEPLOYMENT MODE, 2021–2026 (USD BILLION) 221
TABLE 184 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY ORGANIZATION SIZE, 2015–2020 (USD BILLION) 221
TABLE 185 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY ORGANIZATION SIZE, 2021–2026 (USD BILLION) 221
TABLE 186 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY BUSINESS FUNCTION, 2015–2020 (USD BILLION) 222
TABLE 187 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY BUSINESS FUNCTION, 2021–2026 (USD BILLION) 222
TABLE 188 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY VERTICAL,
2015–2020(USD BILLION) 223
TABLE 189 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY VERTICAL,
2021–2026 (USD BILLION) 223
TABLE 190 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY COUNTRY,
2015–2020 (USD BILLION) 224
TABLE 191 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY COUNTRY,
2021–2026 (USD BILLION) 224
12.4.4 CHINA 224
12.4.5 JAPAN 225
12.4.6 SOUTH KOREA 225
12.4.7 INDIA 225
12.4.8 REST OF ASIA PACIFIC 226

12.5 MIDDLE EAST AND AFRICA 226
12.5.1 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET DRIVERS 227
12.5.2 MIDDLE EAST AND AFRICA: COVID-19 IMPACT 227
12.5.3 MIDDLE EAST AND AFRICA: REGULATIONS 227
12.5.3.1 Israeli Privacy Protection Regulations (Data Security), 5777-2017 227
12.5.3.2 Cloud Computing Framework 228
12.5.3.3 GDPR Applicability in the Kingdom of Saudi Arabia (KSA) 228
12.5.3.4 Protection of Personal Information Act 228
12.5.3.5 Protection of Personal Information (POPI) Act 228
TABLE 192 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY OFFERING, 2015–2020 (USD BILLION) 229
TABLE 193 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE
, BY OFFERING, 2021–2026 (USD BILLION) 229
TABLE 194 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY HARDWARE, 2015–2020 (USD BILLION) 229
TABLE 195 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY HARDWARE, 2021–2026 (USD BILLION) 230
TABLE 196 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY PROCESSOR, 2015–2020 (USD BILLION) 230
TABLE 197 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY PROCESSOR, 2021–2026 (USD BILLION) 230
TABLE 198 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY SOFTWARE, 2015–2020 (USD BILLION) 231
TABLE 199 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY SOFTWARE, 2021–2026 (USD BILLION) 231
TABLE 200 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY SERVICE, 2015–2020 (USD BILLION) 231
TABLE 201 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY SERVICE, 2021–2026 (USD BILLION) 232
TABLE 202 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY TECHNOLOGY, 2015–2020 (USD BILLION) 232
TABLE 203 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY TECHNOLOGY, 2021–2026 (USD BILLION) 232
TABLE 204 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY MACHINE LEARNING, 2015–2020 (USD BILLION) 233
TABLE 205 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY MACHINE LEARNING, 2021–2026 (USD BILLION) 233
TABLE 206 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY DEPLOYMENT MODE, 2015–2020 (USD BILLION) 233
TABLE 207 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY DEPLOYMENT MODE, 2021–2026 (USD BILLION) 234
TABLE 208 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY ORGANIZATION SIZE, 2015–2020 (USD BILLION) 234
TABLE 209 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY ORGANIZATION SIZE, 2021–2026 (USD BILLION) 234
TABLE 210 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY BUSINESS FUNCTION, 2015–2020 (USD BILLION) 235
TABLE 211 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY BUSINESS FUNCTION, 2021–2026 (USD BILLION) 235
TABLE 212 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY VERTICAL, 2015–2020(USD BILLION) 236
TABLE 213 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY VERTICAL, 2021–2026 (USD BILLION) 236
TABLE 214 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY COUNTRY, 2015–2020 (USD BILLION) 237
TABLE 215 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET SIZE,
BY COUNTRY, 2021–2026 (USD BILLION) 237
12.5.4 KINGDOM OF SAUDI ARABIA 237
12.5.5 UNITED ARAB EMIRATES 238
12.5.6 SOUTH AFRICA 238
12.5.7 REST OF MIDDLE EAST AND AFRICA 238
12.6 LATIN AMERICA 239
12.6.1 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET DRIVERS 239
12.6.2 LATIN AMERICA: COVID-19 IMPACT 239
12.6.3 LATIN AMERICA: REGULATIONS 240
12.6.3.1 Brazil Data Protection Law 240
12.6.3.2 Federal Law on Protection of Personal Data Held by Individuals 240
TABLE 216 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY OFFERING, 2015–2020 (USD BILLION) 240
TABLE 217 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY OFFERING, 2021–2026 (USD BILLION) 241
TABLE 218 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY HARDWARE, 2015–2020 (USD BILLION) 241
TABLE 219 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY HARDWARE, 2021–2026 (USD BILLION) 241
TABLE 220 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY PROCESSOR, 2015–2020 (USD BILLION) 242
TABLE 221 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY PROCESSOR, 2021–2026 (USD BILLION) 242
TABLE 222 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY SOFTWARE, 2015–2020 (USD BILLION) 242
TABLE 223 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY SOFTWARE, 2021–2026 (USD BILLION) 243
TABLE 224 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY SERVICE, 2015–2020 (USD BILLION) 243
TABLE 225 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY SERVICE, 2021–2026 (USD BILLION) 243
TABLE 226 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY TECHNOLOGY, 2015–2020 (USD BILLION) 244
TABLE 227 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY TECHNOLOGY, 2021–2026 (USD BILLION) 244
TABLE 228 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY MACHINE LEARNING, 2015–2020 (USD BILLION) 244
TABLE 229 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY MACHINE LEARNING, 2021–2026 (USD BILLION) 245
TABLE 230 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY DEPLOYMENT MODE, 2015–2020 (USD BILLION) 245
TABLE 231 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY DEPLOYMENT MODE, 2021–2026 (USD BILLION) 245
TABLE 232 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY ORGANIZATION SIZE, 2015–2020 (USD BILLION) 246
TABLE 233 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY ORGANIZATION SIZE, 2021–2026 (USD BILLION) 246
TABLE 234 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY BUSINESS FUNCTION, 2015–2020 (USD BILLION) 246
TABLE 235 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY BUSINESS FUNCTION, 2021–2026 (USD BILLION) 247
TABLE 236 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY VERTICAL, 2015–2020(USD BILLION) 247
TABLE 237 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY VERTICAL, 2021–2026 (USD BILLION) 248
TABLE 238 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY COUNTRY, 2015–2020 (USD BILLION) 248
TABLE 239 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET SIZE, BY COUNTRY, 2021–2026 (USD BILLION) 248
12.6.4 BRAZIL 249
12.6.5 MEXICO 249
12.6.6 REST OF LATIN AMERICA 249
13 COMPETITIVE LANDSCAPE 250
13.1 OVERVIEW 250
13.2 MARKET SHARE ANALYSIS 250
TABLE 240 AI MARKET: DEGREE OF COMPETITION 250
13.3 COMPANY EVALUATION QUADRANT 251
13.3.1 COMPANY EVALUATION MATRIX: DEFINITIONS AND METHODOLOGY 251
13.3.2 STARS 251
13.3.3 EMERGING LEADERS 251
13.3.4 PERVASIVE PLAYERS 251
13.3.5 PARTICIPANTS 251
FIGURE 50 KEY AI MARKET PLAYERS, COMPANY EVALUATION MATRIX, 2020 252
13.4 MARKET SHARE/RANK 252
FIGURE 51 RANKING OF KEY PLAYERS, 2021 252
13.5 PRODUCT FOOTPRINT 253
TABLE 241 COMPANY PRODUCT FOOTPRINT 253
TABLE 242 COMPANY BUSINESS FUNCTION FOOTPRINT 254
TABLE 243 COMPANY INDUSTRY FOOTPRINT 254
TABLE 244 COMPANY REGION FOOTPRINT 255

13.6 STARTUP/SME EVALUATION MATRIX, 2020 256
13.6.1 PROGRESSIVE COMPANIES 256
13.6.2 RESPONSIVE COMPANIES 256
13.6.3 DYNAMIC COMPANIES 256
13.6.4 STARTING BLOCKS 257
FIGURE 52 STARTUP/SME AI MARKET EVALUATION MATRIX, 2020 257
13.7 COMPETITIVE SCENARIO 258
13.7.1 PRODUCT LAUNCHES AND PRODUCT ENHANCEMENTS 258
TABLE 245 PRODUCT LAUNCHES, 2018–2021 258
13.7.2 DEALS 261
TABLE 246 DEALS, 2018–2021 261
13.7.3 OTHERS 263
TABLE 247 OTHERS, 2018–2021 263
14 COMPANY PROFILES 264
14.1 INTRODUCTION 264
(Business Overview, Products, Solutions & Services, Key Insights, Recent Developments, MnM View)*
14.2 KEY PLAYERS 264
14.2.1 GOOGLE 264
TABLE 248 GOOGLE: BUSINESS AND FINANCIAL OVERVIEW 265
FIGURE 53 GOOGLE: COMPANY SNAPSHOT 265
TABLE 249 GOOGLE: PRODUCTS OFFERED 266
14.2.2 MICROSOFT 272
TABLE 250 MICROSOFT: BUSINESS AND FINANCIAL OVERVIEW 272
FIGURE 54 MICROSOFT: COMPANY SNAPSHOT 273
TABLE 251 MICROSOFT: SOLUTIONS OFFERED 273
14.2.3 IBM 282
TABLE 252 IBM: BUSINESS OVERVIEW 282
FIGURE 55 IBM: COMPANY SNAPSHOT 283
TABLE 253 IBM: PRODUCTS OFFERED 283
14.2.4 INTEL 289
TABLE 254 INTEL: BUSINESS OVERVIEW 289
FIGURE 56 INTEL: COMPANY SNAPSHOT 290
TABLE 255 INTEL: PRODUCTS OFFERED 290
14.2.5 BAIDU 294
TABLE 256 BAIDU: BUSINESS OVERVIEW 294
FIGURE 57 BAIDU: COMPANY SNAPSHOT 294
TABLE 257 BAIDU: PRODUCTS OFFERED 295
14.2.5.2 Recent developments 296
14.2.6 ALIBABA CLOUD 298
TABLE 258 ALIBABA CLOUD: BUSINESS OVERVIEW 298
TABLE 259 ALIBABA CLOUD: PRODUCTS OFFERED 298

14.2.7 IFLYTEK 302
TABLE 260 IFLYTEK: BUSINESS OVERVIEW 302
TABLE 261 IFLYTEK: PRODUCTS OFFERED 302
14.2.8 ORACLE 305
TABLE 262 ORACLE: BUSINESS OVERVIEW 305
FIGURE 58 ORACLE: COMPANY SNAPSHOT 306
TABLE 263 ORACLE: SOLUTIONS OFFERED 306
14.2.9 AMAZON WEB SERVICES 311
TABLE 264 AMAZON WEB SERVICES: BUSINESS OVERVIEW 311
TABLE 265 AMAZON WEB SERVICES: SOLUTIONS OFFERED 312
14.2.10 SALESFORCE 316
TABLE 266 SALESFORCE: BUSINESS OVERVIEW 316
FIGURE 59 SALESFORCE: COMPANY SNAPSHOT 317
TABLE 267 SALESFORCE: SOLUTIONS OFFERED 317
14.2.11 SAP 323
TABLE 268 SAP: BUSINESS OVERVIEW 323
FIGURE 60 SAP: COMPANY SNAPSHOT 324
TABLE 269 SAP: SOLUTIONS OFFERED 324
14.2.12 SAS INSTITUTE 330
TABLE 270 SAS INSTITUTE: BUSINESS OVERVIEW 330
FIGURE 61 SAS INSTITUTE: COMPANY SNAPSHOT 331
TABLE 271 SAS INSTITUTE: PRODUCTS OFFERED 331
14.2.13 CISCO 335
TABLE 272 CISCO: BUSINESS OVERVIEW 335
FIGURE 62 CISCO: COMPANY SNAPSHOT 336
TABLE 273 CISCO: SOLUTIONS OFFERED 336
14.2.14 FACEBOOK 340
TABLE 274 FACEBOOK: BUSINESS OVERVIEW 340
FIGURE 63 FACEBOOK: COMPANY SNAPSHOT 341
TABLE 275 FACEBOOK: SOLUTIONS OFFERED 341
14.2.15 SAMSUNG 344
TABLE 276 SAMSUNG: BUSINESS OVERVIEW 344
FIGURE 64 SAMSUNG: COMPANY SNAPSHOT 345
TABLE 277 SAMSUNG: SOLUTIONS OFFERED 345
14.2.16 HPE 347
TABLE 278 HPE: BUSINESS OVERVIEW 347
FIGURE 65 HPE: COMPANY SNAPSHOT 348
14.2.17 SIEMENS 353
TABLE 279 SIEMENS: BUSINESS OVERVIEW 353
FIGURE 66 SIEMENS: COMPANY SNAPSHOT 354
TABLE 280 SIEMENS: SOLUTIONS OFFERED 354

14.2.18 HUAWEI 356
TABLE 281 HUAWEI: BUSINESS OVERVIEW 356
FIGURE 67 HUAWEI: COMPANY SNAPSHOT 357
TABLE 282 HUAWEI: PRODUCTS AND SERVICES OFFERED 357
14.2.19 NVIDIA 359
TABLE 283 NVIDIA: BUSINESS OVERVIEW 359
FIGURE 68 NVIDIA: COMPANY SNAPSHOT 360
TABLE 284 NVIDIA: PRODUCTS AND SERVICES OFFERED 360
14.2.20 GENERAL VISION 362
14.2.21 MELLANOX TECHNOLOGIES 363
14.2.22 DARKTRACE 363
14.2.23 CYLANCE 364
14.2.24 DIDI CHUXING 364
14.2.25 FACE++ 365
14.2.26 INBENTA 365
14.2.27 ZEPHYR HEALTH 366
14.2.28 BUTTERFLY NETWORK 366
14.2.29 ATOMWISE 367
14.2.30 VICARIOUS 367
14.2.31 AIBRAIN 368
14.2.32 WAVE COMPUTING 368
14.2.33 ADAPTEVA 369
14.2.34 KONIKU 369
14.2.35 KNUEDGE 370
14.2.36 SK HYNIX 370
14.2.37 PROGRESS DATARPM 370
14.2.38 PRECISION HAWK 371
14.2.39 AGRIBOTIX 371
14.2.40 NEURALA 372
14.2.41 SENTIENT TECHNOLOGIES 372
14.2.42 TWITTER 373
14.2.43 INSIDESALES 373
14.2.44 PERSADO 374
14.2.45 MARIANA 374
14.2.46 DRAWBRIDGE 375
14.2.47 NARRATIVE SCIENCE 375
14.2.48 APPIER 376
14.2.49 GUMGUM 376
14.2.50 ZYLAB 377
*Details on Business Overview, Solutions, Products & Services, Key Insights, Recent Developments, MnM View might not be captured in case of unlisted companies.

14.3 OTHER PLAYERS 377
14.3.1 GRAPHCORE 377
14.3.2 ZOOX 378
14.3.3 PREFERRED NETWORK 378
14.3.4 ZENSED 379
14.3.5 APPLIED BRAIN RESEARCH 379
14.3.6 PILOT AI LABS 380
14.3.7 IRIS AUTOMATION 380
14.3.8 GAMAYA 381
14.3.9 EC2CE 381
14.3.10 DESCARTES LABS 382
14.3.11 MYTHIC 382
15 ADJACENT AND RELATED MARKETS 383
15.1 ADJACENT AND RELATED MARKETS 383
15.1.1 INTRODUCTION 383
15.1.2 NATURAL LANGUAGE PROCESSING MARKET—GLOBAL FORECAST TO 2026 383
15.1.2.1 Market definition 383
15.1.2.2 Market overview 383
15.1.2.2.1 Natural language processing market, by component 383
TABLE 285 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COMPONENT,
2015–2019 (USD MILLION) 384
TABLE 286 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COMPONENT,
2019–2026 (USD MILLION) 384
15.1.2.2.2 Natural language processing market, by solution type 384
TABLE 287 SOLUTIONS: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY SOLUTION TYPE, 2015–2019 (USD MILLION) 384
TABLE 288 SOLUTIONS: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY SOLUTION TYPE, 2019–2026 (USD MILLION) 385
15.1.2.2.3 Natural language processing market, by deployment mode 385
TABLE 289 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY DEPLOYMENT MODE, 2015–2019 (USD MILLION) 385
TABLE 290 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY DEPLOYMENT MODE, 2019–2026 (USD MILLION) 385
15.1.2.2.4 Natural language processing market, by organization size 386
TABLE 291 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY ORGANIZATION SIZE, 2015–2019 (USD MILLION) 386
TABLE 292 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY ORGANIZATION SIZE, 2019–2026 (USD MILLION) 386
15.1.2.2.5 Natural language processing market, by type 387
TABLE 293 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY TYPE, 2015–2019 (USD MILLION) 387
TABLE 294 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY TYPE, 2019–2026 (USD MILLION) 387

15.1.2.2.6 Natural language processing market, by application 388
TABLE 295 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY APPLICATION,
2015–2019 (USD MILLION) 388
TABLE 296 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY APPLICATION,
2019–2026 (USD MILLION) 388
15.1.2.2.7 Natural language processing market, by vertical 389
TABLE 297 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY VERTICAL,
2015–2019 (USD MILLION) 389
TABLE 298 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY VERTICAL,
2019–2026 (USD MILLION) 390
15.1.2.2.8 Natural language processing market, by region 390
TABLE 299 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION,
2015–2019 (USD MILLION) 391
TABLE 300 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION,
2019–2026 (USD MILLION) 391
TABLE 301 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, B
Y COUNTRY, 2015–2019 (USD MILLION) 391
TABLE 302 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY COUNTRY, 2019–2026 (USD MILLION) 392
TABLE 303 EUROPE: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COUNTRY, 2015–2019 (USD MILLION) 392
TABLE 304 EUROPE: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COUNTRY, 2019–2026 (USD MILLION) 392
TABLE 305 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY COUNTRY, 2015–2019 (USD MILLION) 393
TABLE 306 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY COUNTRY, 2019–2026 (USD MILLION) 393
TABLE 307 MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COUNTRY, 2015–2019 (USD MILLION) 393
TABLE 308 MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COUNTRY, 2019–2026 (USD MILLION) 394
TABLE 309 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY COUNTRY, 2015–2019 (USD MILLION) 394
TABLE 310 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY COUNTRY, 2019–2026 (USD MILLION) 394
15.1.3 CONVERSATIONAL AI MARKET—GLOBAL FORECAST TO 2025 395
15.1.3.1 Market definition 395
15.1.3.2 Market overview 395
15.1.3.2.1 Conversational AI market, by component 395
TABLE 311 CONVERSATIONAL AI MARKET SIZE, BY COMPONENT,
2019–2025 (USD MILLION) 395
TABLE 312 CONVERSATIONAL AI MARKET SIZE, BY SERVICE, 2019–2025 (USD MILLION) 396
15.1.3.2.2 Conversational AI market, by type 396
TABLE 313 CONVERSATIONAL AI MARKET SIZE, BY TYPE, 2019–2025 (USD MILLION) 396
15.1.3.2.3 Conversational AI market, by technology 397
TABLE 314 CONVERSATIONAL AI MARKET SIZE, BY TECHNOLOGY,
2019–2025 (USD MILLION) 397
15.1.3.2.4 Conversational AI market, by deployment mode 397
TABLE 315 CONVERSATIONAL AI MARKET SIZE, BY DEPLOYMENT MODE, 2019–2025 (USD MILLION) 397
15.1.3.2.5 Conversational AI market, by application 398
TABLE 316 CONVERSATIONAL AI MARKET SIZE, BY APPLICATION, 2019–2025 (USD MILLION) 398
15.1.3.2.6 Conversational AI market, by vertical 398
TABLE 317 CONVERSATIONAL AI MARKET SIZE, BY VERTICAL,
2019–2025 (USD MILLION) 399
15.1.3.2.7 Conversational AI market, by region 399
TABLE 318 CONVERSATIONAL AI MARKET SIZE, BY REGION, 2019–2025 (USD MILLION) 399
TABLE 319 NORTH AMERICA: CONVERSATIONAL AI MARKET SIZE, BY COUNTRY, 2019–2025 (USD MILLION) 400
TABLE 320 EUROPE: CONVERSATIONAL AI MARKET SIZE, BY COUNTRY,
2019–2025 (USD MILLION) 400
TABLE 321 ASIA PACIFIC: CONVERSATIONAL AI MARKET SIZE, BY COUNTRY,
2019–2025 (USD MILLION) 400
TABLE 322 MIDDLE EAST AND AFRICA: CONVERSATIONAL AI MARKET SIZE, BY COUNTRY, 2019–2025 (USD MILLION) 401
TABLE 323 LATIN AMERICA: CONVERSATIONAL AI MARKET SIZE, BY COUNTRY, 2019–2025 (USD MILLION) 401
16 APPENDIX 402
16.1 DISCUSSION GUIDE 402
16.2 KNOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 409
16.3 AVAILABLE CUSTOMIZATIONS 411
16.4 RELATED REPORTS 411
16.5 AUTHOR DETAILS 412

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