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Report
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 2027
Market Report I 2022-08-09 I 415 Pages I MarketsandMarkets
The artificial intelligence market size to grow from USD 86.9 billion in 2022 to USD 407.0 billion by 2027, at a Compound Annual Growth Rate (CAGR) of 36.2% during the forecast period. Faster speech recognition and natural language processing are some instances of how technological developments in the AI sector are helping the businesses. In the upcoming years, it is anticipated that such developments in artificial intelligence technology would help the sector grow.
Business innovators and executives are racing to achieve AI's promise of cost and time savings as well as a competitive advantage. Faster and more precise consumer behaviour data analysis empowers companies to plan their future marketing strategies and campaigns, fueling the expansion of the AI market. Data management is assisted by AI in understanding which of their methods are inefficient and which are all the most effective. Additionally, it ensures that data reaches the intended user without being tampered by cybercriminals using man-in-the-middle, ransomware, or other forms of cyberattack.
The major market players such as include IBM, Microsoft, AWS, Intel, Google, Oracle and Salesforce have adopted numerous growth strategies, which include acquisitions, new product launches, product enhancements, and business expansions, to enhance their market shares.
Based on deployment mode, cloud deployment mode to register for the largest market size during the forecast period
Based on the deployment mode, the artificial intelligence market is segmented into on-premises and cloud deployment mode. The market size of the cloud deployment mode segment is estimated to be the largest during the forecast period. Scalability, speed, and IT security are all benefits of the cloud deployment approach. Data-driven innovation benefits greatly from the combination of AI and Cloud computing. The popularity of the cloud deployment mode is facilitated by the cognitive powers of AI and machine learning, which thrive on massive volumes of data that are scalable and easily available in a cloud environment.
The Law segment to account for the highest CAGR during the forecast period
Based on business function, the artificial intelligence market is segmented into Finance, Security, Human Resources, Law, Marketing and Sales and other business functions. The Law segment is expected grow at a higher CAGR during the forecast period. Large and small legal firms both are using AI technologies in growing numbers. Artificial intelligence technology, in particular Machine Learning and Natural Language Processing, are being used to boost efficiency, expand profit margins, and offer creative and effective legal counsel. The market for AI is expanding as a result of rising litigation and rising demand to cut operational expenses.
Asia Pacific to hold highest CAGR during the forecast period
The Asia Pacific artificial intelligence market is expected to grow at the highest CAGR of 40.8% from 2022 to 2027. In countries such as China, India, Japan, and others, the use of AI services in end user industries like manufacturing, healthcare, retail, and e-commerce can be responsible for this increase. In this region, the adoption of new and emerging technologies has gained momentum in recent years. The storage, processing, and data availability of computing systems have all risen, as well as their overall capacity. A new generation of more autonomous AI systems has been made possible by the convergence of complementary technologies, which has increased the demand for automating operations as a result of ongoing improvements in hardware and software.
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 artificial intelligence market.
- By Company: Tier I: 35%, Tier II: 45%, and Tier III: 20%
- By Designation: C-Level Executives: 35%, D-Level Executives: 25%, and Managers: 40%
- By Region: APAC: 25%, Europe: 30%, North America: 30%, MEA: 10%, Latin America: 5%
The report includes the study of key players offering artificial intelligence. It profiles major vendors in the artificial intelligence market. The major players in the artificial intelligence market include Google Inc. (US), Microsoft Corporation (US), NVIDIA Corporation (US), Intel Corporation (US), Samsung Electronics Co., Ltd. (South Korea), IBM Corporation (US), Amazon Web Services, Inc. (US), Oracle (US), Meta (US), Salesforce (US), Cisco (US), Siemens (US), Huawei (China), SAP SE (Germany), SAS Institute (US), Baidu, Inc. (China), Alibaba Cloud (China), iFLYTEK (China), and Hewlett Packard Enterprise Development LP (US).
Research Coverage
The market study covers the artificial intelligence market across segments. It aims at estimating the market size and the growth potential of this market across different segments, such as offering, technology, organization size, deployment mode, 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 artificial intelligence 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.
1 INTRODUCTION 58
1.1 STUDY OBJECTIVES 58
1.2 MARKET DEFINITION 58
1.2.1 INCLUSIONS AND EXCLUSIONS 59
1.3 MARKET SCOPE 60
1.3.1 MARKET SEGMENTATION 60
1.3.2 REGIONS COVERED 61
1.3.3 YEARS CONSIDERED 61
1.4 CURRENCY CONSIDERED 62
TABLE 1 USD EXCHANGE RATES, 2019-2021 62
1.5 STAKEHOLDERS 62
1.6 SUMMARY OF CHANGES 62
2 RESEARCH METHODOLOGY 63
2.1 RESEARCH DATA 63
FIGURE 1 ARTIFICIAL INTELLIGENCE MARKET: RESEARCH DESIGN 63
2.1.1 SECONDARY DATA 64
2.1.2 PRIMARY DATA 64
TABLE 2 PRIMARY INTERVIEWS 64
2.1.2.1 Breakup of primary profiles 65
2.1.2.2 Key industry insights 65
2.2 DATA TRIANGULATION 66
FIGURE 2 DATA TRIANGULATION 66
2.3 MARKET SIZE ESTIMATION 67
FIGURE 3 ARTIFICIAL INTELLIGENCE MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 67
2.3.1 TOP-DOWN APPROACH 67
2.3.2 BOTTOM-UP APPROACH 68
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 1 (SUPPLY-SIDE), REVENUE FROM SOLUTIONS/SERVICES OF ARTIFICIAL INTELLIGENCE 68
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 2, BOTTOM-UP (SUPPLY-SIDE), COLLECTIVE REVENUE FROM SOLUTIONS/SERVICES OF ARTIFICIAL INTELLIGENCE 69
FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 3, BOTTOM-UP (SUPPLY-SIDE), REVENUE FROM SOLUTION/SERVICE PROVIDERS OF ARTIFICIAL INTELLIGENCE 70
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 4, BOTTOM-UP (DEMAND-SIDE), SHARE OF ARTIFICIAL INTELLIGENCE THROUGH OVERALL ARTIFICIAL INTELLIGENCE SPENDING 70
2.4 MARKET FORECAST 71
TABLE 3 FACTOR ANALYSIS 71
2.5 KEY COMPANY EVALUATION MATRIX METHODOLOGY 72
FIGURE 8 KEY COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE 72
2.6 STARTUP/SME EVALUATION MATRIX METHODOLOGY 73
FIGURE 9 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE 73
2.7 ASSUMPTIONS 73
2.8 LIMITATIONS 75
3 EXECUTIVE SUMMARY 76
TABLE 4 GLOBAL AI MARKET AND GROWTH RATE, 2016-2021 (USD BILLION, Y-O-Y) 76
TABLE 5 GLOBAL AI MARKET AND GROWTH RATE, 2022-2027 (USD BILLION, Y-O-Y) 77
FIGURE 10 SOFTWARE SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2022 77
FIGURE 11 PROCESSORS SEGMENT TO DOMINATE MARKET IN 2022 77
FIGURE 12 ML FRAMEWORK TO DOMINATE MARKET IN 2022 78
FIGURE 13 DEPLOYMENT AND INTEGRATION TO ACCOUNT FOR LARGER MARKET IN 2022 78
FIGURE 14 MACHINE LEARNING SEGMENT TO BE LARGEST IN 2022 78
FIGURE 15 CLOUD DEPLOYMENT TO ACCOUNT FOR LARGER MARKET IN 2022 79
FIGURE 16 LARGE ENTERPRISES TO DOMINATE MARKET IN 2022 79
FIGURE 17 LAW TO ACCOUNT FOR LARGEST BUSINESS FUNCTION DURING FORECAST PERIOD 79
FIGURE 18 NORTH AMERICA TO ACCOUNT FOR LARGEST REGIONAL SHARE BY 2027 80
4 PREMIUM INSIGHTS 81
4.1 ATTRACTIVE OPPORTUNITIES IN ARTIFICIAL INTELLIGENCE MARKET 81
FIGURE 19 RAPID SURGE OF CYBERSECURITY INCIDENTS DRIVING GROWTH OF AI 81
4.2 ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR 81
FIGURE 20 GPU TO ACCOUNT FOR LARGEST MARKET, 2022 81
4.3 ARTIFICIAL INTELLIGENCE MARKET, BY KEY BUSINESS FUNCTION 82
FIGURE 21 MARKETING AND SALES TO ACCOUNT FOR LARGEST FUNCTION DURING FORECAST PERIOD 82
4.4 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING & KEY VERTICAL 82
FIGURE 22 SOFTWARE AND BFSI SEGMENTS TO ACCOUNT FOR SIGNIFICANT RESPECTIVE MARKET SHARES, 2022 82
4.5 ARTIFICIAL INTELLIGENCE MARKET, BY REGION 83
FIGURE 23 NORTH AMERICA DOMINATED AI MARKET IN 2021 83
5 MARKET OVERVIEW AND INDUSTRY TRENDS 84
5.1 INTRODUCTION 84
5.2 MARKET DYNAMICS 84
FIGURE 24 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: ARTIFICIAL INTELLIGENCE MARKET 84
5.2.1 DRIVERS 85
5.2.1.1 Growth of data-based AI and advancement in deep learning 85
5.2.1.2 Need to achieve robotic autonomy to stay competitive in global market 85
5.2.2 RESTRAINTS 86
5.2.2.1 Limited number of AI experts 86
5.2.3 OPPORTUNITIES 86
5.2.3.1 Growth in ethical AI development to boost adoption of AI technology 86
5.2.3.2 Increase in government initiatives and growth in investments to leverage AI technology 86
5.2.4 CHALLENGES 87
5.2.4.1 Data security and privacy concerns 87
5.3 INVESTMENTS IN ARTIFICIAL INTELLIGENCE 87
TABLE 6 MAJOR INVESTMENTS IN ARTIFICIAL INTELLIGENCE, 2018-2021 87
5.4 ACQUISITIONS IN ARTIFICIAL INTELLIGENCE MARKET 89
TABLE 7 MAJOR ACQUISITIONS IN ARTIFICIAL INTELLIGENCE MARKET BETWEEN 2018 AND 2021 89
5.4.1 CUMULATIVE GROWTH ANALYSIS 91
5.5 EVOLUTION 91
FIGURE 25 EVOLUTION OF ARTIFICIAL INTELLIGENCE 91
5.6 ARTIFICIAL INTELLIGENCE MARKET ECOSYSTEM 92
TABLE 8 ARTIFICIAL INTELLIGENCE MARKET ECOSYSTEM 92
5.7 CASE STUDY ANALYSIS 94
5.7.1 RETAIL AND ECOMMERCE 94
5.7.1.1 Use Case 1: ASOS used Microsoft Azure ML service to reduce time-to-market for recommendation models 94
5.7.1.2 Use case 2: AWS helped Artfinder give recommendations to its customers 95
5.7.2 MARKETING AND SALES 95
5.7.2.1 Use Case 1: US Foods used Snowflake and DataRobot solutions to analyze transactions from 300,000 customers 95
5.7.2.2 Use case 2: Marketing technology companies use H2O.ai technology to deliver innovative marketing solutions 96
5.7.3 HEALTHCARE AND LIFESCIENCES 96
5.7.3.1 Use Case 1: Tamil Nadu eGovernance Agency (TNeGA) used an AI-based mobile app to enable screening of people for cataract 96
5.7.3.2 Use case 2: Inspire used ML to connect millions of patients and caregivers on AWS 97
5.7.4 FINTECH 97
5.7.4.1 Use Case 1: Humana used Watson Assistant to address customer queries 97
5.7.4.2 Use case 2: H2O Driverless AI used by various financial institutions to detect and prevent fraud 98
5.7.5 SECURITY 98
5.7.5.1 Use Case 1: Cybraics nLighten platform helped prevent systems from cyber threats 98
5.7.5.2 Use case 2: Cognizant created an AI-enabled smudging solution for an Indian insurance company to protect biometric data 98
5.7.6 AGRICULTURE 99
5.7.6.1 Use Case 1: Biochemical company built digital solution to deliver accurate product recommendations through AI 99
5.7.6.2 Use case 2: An agrochemical company used precision farming solution to predict Mildew disease in crops 99
5.7.7 MANUFACTURING 100
5.7.7.1 Use Case 1: Kia Motors America relied on advanced analytics and AI from SAS to improve products and customer satisfaction 100
5.7.7.2 Use case 2: Coca-Cola used IBM Watson services for Core ML to identify equipment issues, diagnose problems, and troubleshoot repairs 100
5.7.8 LAW 101
5.7.8.1 Use Case 1: Law Society of British Columbia (BC) used Dataiku for risk ranking and anomaly detection 101
5.7.8.2 Use case 2: Nia Contracts Analysis of Infosys leveraged advanced ML techniques to help customers derive insights from legal documents 101
5.7.9 CONSTRUCTION 102
5.7.9.1 Use Case 1: General Contractor leverages ALICE on Silicon Valley Project to save millions 102
5.8 TECHNOLOGY ANALYSIS 102
5.8.1 ARTIFICIAL INTELLIGENCE AND BIG DATA 102
5.8.2 ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING 102
5.8.3 ARTIFICIAL INTELLIGENCE AND NATURAL LANGUAGE PROCESSING 103
5.9 SUPPLY CHAIN ANALYSIS 103
FIGURE 26 ARTIFICIAL INTELLIGENCE: SUPPLY CHAIN ANALYSIS 103
5.10 VALUE CHAIN ANALYSIS 104
FIGURE 27 ARTIFICIAL INTELLIGENCE: VALUE CHAIN ANALYSIS 104
5.11 PORTER'S FIVE FORCES ANALYSIS 105
FIGURE 28 ARTIFICIAL INTELLIGENCE: PORTER'S FIVE FORCES ANALYSIS 105
TABLE 9 ARTIFICIAL INTELLIGENCE MARKET: PORTER'S FIVE FORCES ANALYSIS 105
5.11.1 THREAT FROM NEW ENTRANTS 106
5.11.2 THREAT FROM SUBSTITUTES 106
5.11.3 BARGAINING POWER OF SUPPLIERS 106
5.11.4 BARGAINING POWER OF BUYERS 106
5.11.5 INTENSITY OF COMPETITIVE RIVALRY 107
5.12 PRICING MODEL ANALYSIS 107
TABLE 10 PRICING ANALYSIS 107
5.13 PATENT ANALYSIS 109
5.13.1 METHODOLOGY 109
5.13.2 DOCUMENT TYPE 109
TABLE 11 PATENTS FILED, 2018-2021 109
5.13.3 INNOVATION AND PATENT APPLICATIONS 109
FIGURE 29 ANNUAL NUMBER OF PATENTS GRANTED, 2018-2021 110
5.13.3.1 Top applicants 110
FIGURE 30 TOP TEN COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS, 2018-2021 110
TABLE 12 US: TOP 10 PATENT OWNERS IN ARTIFICIAL INTELLIGENCE MARKET, 2018-2021 110
5.14 KEY CONFERENCES AND EVENTS 111
TABLE 13 ARTIFICIAL INTELLIGENCE MARKET: DETAILED LIST OF CONFERENCES AND EVENTS, 2022-2023 111
5.15 TARIFF AND REGULATORY LANDSCAPE 112
5.15.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 112
TABLE 14 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 112
TABLE 15 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 112
TABLE 16 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 113
TABLE 17 MIDDLE EAST AND AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 113
TABLE 18 CENTRAL AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 114
TABLE 19 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 114
5.15.2 NORTH AMERICA: REGULATIONS 114
5.15.2.1 Personal Information Protection and Electronic Documents Act (PIPEDA) 114
5.15.2.2 Gramm-Leach-Bliley (GLB) Act 114
5.15.2.3 Health Insurance Portability and Accountability Act (HIPAA) of 1996 115
5.15.2.4 Federal Information Security Management Act (FISMA) 115
5.15.2.5 Federal Information Processing Standards (FIPS) 115
5.15.2.6 California Consumer Privacy Act (CSPA) 116
5.15.3 EUROPE: TARIFFS AND REGULATIONS 116
5.15.3.1 GDPR 2016/679 is a regulation in the EU 116
5.15.3.2 General Data Protection Regulation 116
5.15.3.3 European Committee for Standardization (CEN) 116
5.15.3.4 European Technical Standards Institute (ETSI) 116
5.16 KEY STAKEHOLDERS AND BUYING CRITERIA 117
5.16.1 KEY STAKEHOLDERS IN BUYING PROCESS 117
TABLE 20 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE TECHNOLOGIES 117
5.16.2 BUYING CRITERIA 117
TABLE 21 KEY BUYING CRITERIA FOR TOP THREE TECHNOLOGIES 117
6 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING 118
6.1 INTRODUCTION 119
6.1.1 OFFERING: MARKET DRIVERS 119
FIGURE 31 SERVICES TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 119
TABLE 22 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2016-2021 (USD BILLION) 120
TABLE 23 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2022-2027 (USD BILLION) 120
6.2 HARDWARE 120
6.2.1 INCREASING COMPETITION LEADING TO VARIOUS LAUNCHES AND DEVELOPMENTS IN HARDWARE PLATFORMS 120
FIGURE 32 MEMORY HARDWARE TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 121
TABLE 24 ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2016-2021 (USD BILLION) 121
TABLE 25 ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2022-2027 (USD BILLION) 121
TABLE 26 HARDWARE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 122
TABLE 27 HARDWARE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 122
6.2.2 PROCESSORS 122
6.2.2.1 Replacement of large hardware devices by smaller, powerful, and efficient chips 122
FIGURE 33 GRAPHICS PROCESSING UNIT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 123
TABLE 28 ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2016-2021 (USD BILLION) 123
TABLE 29 ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2022-2027 (USD BILLION) 123
TABLE 30 PROCESSORS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 124
TABLE 31 PROCESSORS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 124
6.2.2.2 Microprocessing unit 124
TABLE 32 MICROPROCESSING UNIT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 125
TABLE 33 MICROPROCESSING UNIT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 125
6.2.2.3 Graphics Processing Unit 125
TABLE 34 GRAPHICS PROCESSING UNIT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD MILLION) 126
TABLE 35 GRAPHICS PROCESSING UNIT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD MILLION) 126
6.2.2.4 Field Programmable Gate Arrays 126
TABLE 36 FIELD PROGRAMMABLE GATE ARRAYS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD MILLION) 127
TABLE 37 FIELD PROGRAMMABLE GATE ARRAYS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD MILLION) 127
6.2.2.5 Other processors 127
TABLE 38 OTHER PROCESSORS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD MILLION) 128
TABLE 39 OTHER PROCESSORS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD MILLION) 128
6.2.3 MEMORY 128
6.2.3.1 Memory solutions for AI technologies to offer high-performance memory to speed up large-scale processing 128
TABLE 40 MEMORY: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD MILLION) 129
TABLE 41 MEMORY: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD MILLION) 129
6.2.4 NETWORK 130
6.2.4.1 Network interconnects adapters for general and AI applications to offer high-speed data transfer 130
TABLE 42 NETWORK: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD MILLION) 130
TABLE 43 NETWORK: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD MILLION) 130
6.3 SOFTWARE 131
6.3.1 DEVELOPMENTS IN AI SOFTWARE SYNTHESIZE DATA AND INTEGRATE IT INTO COMPUTER SYSTEMS TO PERFORM COMPLEX OPERATIONS 131
FIGURE 34 APPLICATION PROGRAM INTERFACE TO GROW HIGHER CAGR DURING FORECAST PERIOD 131
TABLE 44 ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2016-2021 (USD BILLION) 131
TABLE 45 ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2022-2027 (USD BILLION) 132
TABLE 46 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 132
TABLE 47 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 132
6.3.2 APPLICATION PROGRAM INTERFACE 133
TABLE 48 APPLICATION PROGRAM INTERFACE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 133
TABLE 49 APPLICATION PROGRAM INTERFACE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 133
6.3.3 MACHINE LEARNING FRAMEWORK 134
TABLE 50 MACHINE LEARNING FRAMEWORK: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 134
TABLE 51 MACHINE LEARNING FRAMEWORK: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 134
6.4 SERVICES 135
6.4.1 COMPLEX ALGORITHMS TO PROVIDE ONLINE AND OFFLINE SUPPORT SERVICES TO AI VENDORS 135
FIGURE 35 DEPLOYMENT AND INTEGRATION TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 135
TABLE 52 ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2016-2021 (USD BILLION) 135
TABLE 53 ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2022-2027 (USD BILLION) 135
TABLE 54 SERVICES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 136
TABLE 55 SERVICES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 136
6.4.2 DEPLOYMENT AND INTEGRATION 136
TABLE 56 DEPLOYMENT AND INTEGRATION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD MILLION) 137
TABLE 57 DEPLOYMENT AND INTEGRATION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD MILLION) 137
6.4.3 SUPPORT AND MAINTENANCE 137
TABLE 58 SUPPORT AND MAINTENANCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD MILLION) 138
TABLE 59 SUPPORT AND MAINTENANCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD MILLION) 138
7 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY 139
7.1 INTRODUCTION 140
7.1.1 TECHNOLOGY: MARKET DRIVERS 140
FIGURE 36 COMPUTER VISION TECHNOLOGY TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 140
TABLE 60 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016-2021 (USD BILLION) 141
TABLE 61 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022-2027 (USD BILLION) 141
7.2 MACHINE LEARNING 141
7.2.1 RAPID ADOPTION OF AI TECHNOLOGIES TO ENHANCE SYSTEM PERFORMANCE 141
FIGURE 37 DEEP LEARNING TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 142
TABLE 62 ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2016-2021 (USD BILLION) 142
TABLE 63 ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2022-2027 (USD BILLION) 142
TABLE 64 MACHINE LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 143
TABLE 65 MACHINE LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 143
7.2.2 DEEP LEARNING 143
TABLE 66 DEEP LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 144
TABLE 67 DEEP LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 144
7.2.3 SUPERVISED LEARNING 144
TABLE 68 SUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 145
TABLE 69 SUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 145
7.2.4 UNSUPERVISED LEARNING 145
TABLE 70 UNSUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 146
TABLE 71 UNSUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 146
7.2.5 REINFORCEMENT LEARNING 146
TABLE 72 REINFORCEMENT LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 147
TABLE 73 REINFORCEMENT LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 147
7.2.6 OTHER MACHINE LEARNING TECHNOLOGIES 147
TABLE 74 OTHER MACHINE LEARNING TECHNOLOGIES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD MILLION) 148
TABLE 75 OTHER MACHINE LEARNING TECHNOLOGIES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD MILLION) 148
7.3 NATURAL LANGUAGE PROCESSING 148
7.3.1 OFFERS REAL-TIME TRANSLATION AND ALLOWS USERS TO COMMUNICATE IN NATURAL LANGUAGE WITH SYSTEMS 148
TABLE 76 NATURAL LANGUAGE PROCESSING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 149
TABLE 77 NATURAL LANGUAGE PROCESSING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 149
7.4 CONTEXT AWARENESS 149
7.4.1 DEMAND FOR HARD AND SOFT SENSORS LEADING TO GROWTH OF CONTEXT AWARENESS TO COPE WITH THREATS 149
TABLE 78 CONTEXT AWARENESS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 150
TABLE 79 CONTEXT AWARENESS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 150
7.5 COMPUTER VISION 151
7.5.1 DEVELOPMENTS IN AI TO AUTOMATE INSPECTION AND PRODUCE HIGH-QUALITY OUTPUTS 151
TABLE 80 COMPUTER VISION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 151
TABLE 81 COMPUTER VISION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 151
8 ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE 152
8.1 INTRODUCTION 153
8.1.1 DEPLOYMENT MODE: MARKET DRIVERS 153
FIGURE 38 CLOUD DEPLOYMENT MODE TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 153
TABLE 82 ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016-2021 (USD BILLION) 154
TABLE 83 ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD BILLION) 154
8.2 ON-PREMISES 154
8.2.1 ABILITY TO OFFER SIGNIFICANT IMPROVEMENTS IN DATA VALIDATION AND STANDARDIZATION 154
TABLE 84 ON-PREMISES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 155
TABLE 85 ON-PREMISES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 155
8.3 CLOUD 155
8.3.1 CLOUD PROVIDES ADDITIONAL FLEXIBILITY FOR BUSINESS OPERATIONS AND REAL-TIME DEPLOYMENT 155
TABLE 86 CLOUD: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 156
TABLE 87 CLOUD: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 156
9 ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE 157
9.1 INTRODUCTION 158
9.1.1 ORGANIZATION SIZE: MARKET DRIVERS 158
FIGURE 39 SMALL AND MEDIUM-SIZED ENTERPRISES TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 158
TABLE 88 ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION, 2016-2021 (USD BILLION) 159
TABLE 89 ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION, 2022-2027 (USD BILLION) 159
9.2 SMALL AND MEDIUM-SIZED ENTERPRISES 159
9.2.1 AI TECHNOLOGIES TO AUTOMATE BUSINESS FORECASTS AND REDUCE RISK EXPOSURE 159
TABLE 90 SMALL AND MEDIUM-SIZED ENTERPRISES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 160
TABLE 91 SMALL AND MEDIUM-SIZED ENTERPRISES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 160
9.3 LARGE ENTERPRISES 160
9.3.1 AI TECHNOLOGIES TO ENHANCE OPERATIONS AND OFFER USEFUL INSIGHTS INTO CONSUMER TRENDS 160
TABLE 92 LARGE ENTERPRISES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 161
TABLE 93 LARGE ENTERPRISES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 161
10 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION 162
10.1 INTRODUCTION 163
10.1.1 BUSINESS FUNCTIONS: MARKET DRIVERS 163
FIGURE 40 LAW FUNCTION TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 163
TABLE 94 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2016-2021 (USD BILLION) 164
TABLE 95 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2022-2027 (USD BILLION) 164
10.2 ARTIFICIAL INTELLIGENCE: ENTERPRISE USE CASES 164
10.3 FINANCE 165
10.3.1 ABILITY TO PROVIDE ACTIONABLE INSIGHTS BY DERIVING PAST TRANSACTIONAL DATA AND CUSTOMER DEMOGRAPHICS 165
TABLE 96 FINANCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 165
TABLE 97 FINANCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 165
10.3.2 ARTIFICIAL INTELLIGENCE IN ACCOUNTING 166
10.3.3 ARTIFICIAL INTELLIGENCE IN PAYROLL 166
10.3.4 ARTIFICIAL INTELLIGENCE IN FINANCIAL PLANNING AND ANALYSIS 166
10.4 SECURITY 166
10.4.1 RAPID ADOPTION OF AI TECHNOLOGIES TO MAINTAIN DATA CONFIDENTIALITY AND INTEGRITY 166
TABLE 98 SECURITY: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 167
TABLE 99 SECURITY: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 167
10.4.2 IDENTITY AND ACCESS MANAGEMENT 167
10.4.3 RISK AND COMPLIANCE MANAGEMENT 168
10.4.4 ENCRYPTION 168
10.4.5 DATA LOSS PREVENTION 168
10.4.6 UNIFIED THREAT MANAGEMENT 168
10.4.7 ANTIVIRUS/ANTIMALWARE 169
10.4.8 INTRUSION DETECTION/PREVENTION SYSTEMS 169
10.4.9 OTHER SECURITY SOLUTIONS 169
10.5 HUMAN RESOURCES 170
10.5.1 USE OF AI TECHNOLOGIES TO REVOLUTIONIZE HUMAN RESOURCE FUNCTIONS AND PRACTICES 170
TABLE 100 HUMAN RESOURCES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 170
TABLE 101 HUMAN RESOURCES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 170
10.5.2 VIRTUAL ASSISTANT 171
10.5.3 APPLICANT TRACKING AND ASSESSMENT 171
10.5.4 PERSONALIZED LEARNING AND DEVELOPMENT 171
10.5.5 HR ANALYTICS 171
10.5.6 JOB RECOMMENDATION 171
10.5.7 SENTIMENT ANALYSIS 171
10.6 LAW 172
10.6.1 ADOPTION OF AI TECHNOLOGIES TO PROVIDE EFFICIENT AND INNOVATIVE LEGAL ADVICE 172
TABLE 102 LAW: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 172
TABLE 103 LAW: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 172
10.6.2 EDISCOVERY 173
10.6.3 LEGAL RESEARCH 173
10.6.4 CONTRACT ANALYSIS 173
10.6.5 CASE PREDICTION 173
10.6.6 COMPLIANCE 173
10.6.7 OTHER APPLICATIONS 173
10.7 MARKETING AND SALES 173
10.7.1 USE OF AI TECHNOLOGIES TO OFFER PROGRAMMATIC TRENDS AND OPPORTUNITIES TO MARKETERS 173
TABLE 104 MARKETING AND SALES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 174
TABLE 105 MARKETING AND SALES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 175
10.7.2 SOCIAL MEDIA ADVERTISING 175
10.7.3 SEARCH ADVERTISING 175
10.7.4 DYNAMIC PRICING 175
10.7.5 VIRTUAL ASSISTANT 176
10.7.6 CONTENT CURATION 176
10.7.7 SALES AND MARKETING AUTOMATION 176
10.7.8 ANALYTICS PLATFORM 176
10.7.9 OTHER MARKETING AND SALES SOLUTIONS 176
10.8 OTHER BUSINESS FUNCTIONS 177
TABLE 106 OTHER BUSINESS FUNCTIONS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 177
TABLE 107 OTHER BUSINESS FUNCTIONS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 177
11 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL 178
11.1 INTRODUCTION 179
11.1.1 VERTICAL: MARKET DRIVERS 179
FIGURE 41 HEALTHCARE AND LIFE SCIENCES TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 179
TABLE 108 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2016-2021 (USD BILLION) 180
TABLE 109 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2022-2027 (USD BILLION) 180
11.2 BANKING, FINANCIAL SERVICES, AND INSURANCE 181
11.2.1 AI HELPS TO ENHANCE CUSTOMER SERVICE 181
TABLE 110 BFSI: KEY USE CASES, BY APPLICATION 181
TABLE 111 BFSI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 182
TABLE 112 BFSI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 182
TABLE 113 BFSI: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2016-2021 (USD BILLION) 182
TABLE 114 BFSI: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2022-2027 (USD BILLION) 183
11.2.2 ENHANCED CUSTOMER EXPERIENCE 183
11.2.3 PREDICTION OF FUTURE OUTCOMES AND TRENDS 183
11.2.4 ROBOTIC AUTOMATION OF PROCESSES 183
11.2.5 CREDIT DECISIONS 183
11.3 RETAIL AND ECOMMERCE 184
11.3.1 AI HELPS UNDERSTAND CONSUMER BEHAVIOR, HELPING MARKETERS INFLUENCE THEIR BUYING DECISION 184
TABLE 115 RETAIL AND ECOMMERCE: KEY USE CASES, BY APPLICATION 184
TABLE 116 RETAIL AND ECOMMERCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 185
TABLE 117 RETAIL AND ECOMMERCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 185
TABLE 118 RETAIL AND ECOMMERCE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2016-2021 (USD BILLION) 186
TABLE 119 RETAIL AND ECOMMERCE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2022-2027 (USD BILLION) 186
11.3.2 PRODUCT RECOMMENDATION AND PLANNING 187
11.3.3 CUSTOMER RELATIONSHIP MANAGEMENT 187
11.3.4 VISUAL SEARCH 187
11.3.5 VIRTUAL ASSISTANT 187
11.3.6 PRICE OPTIMIZATION 188
11.3.7 PAYMENT SERVICES MANAGEMENT 188
11.3.8 SUPPLY CHAIN MANAGEMENT AND DEMAND PLANNING 188
11.3.9 VIRTUAL STORES 188
11.3.10 OTHER APPLICATIONS 188
11.4 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS 189
11.4.1 AI ENHANCES USER EXPERIENCE AND CONVENIENT FEATURES IN HUMAN-MACHINE INTERFACE 189
TABLE 120 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: KEY USE CASES, BY APPLICATION 189
TABLE 121 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 190
TABLE 122 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 190
TABLE 123 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2016-2021 (USD BILLION) 191
TABLE 124 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2022-2027 (USD BILLION) 191
11.4.2 AUTONOMOUS DRIVING 191
11.4.3 HUMAN-MACHINE INTERFACE 191
11.4.4 SEMIAUTONOMOUS DRIVING 192
11.5 GOVERNMENT AND DEFENSE 192
11.5.1 AI TECHNOLOGIES TO HELP SOLVE COMPLEX PROBLEMS AND ENHANCE DECISION-MAKING PROCESS 192
TABLE 125 GOVERNMENT AND DEFENSE: KEY USE CASES, BY APPLICATION 193
TABLE 126 GOVERNMENT AND DEFENSE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 193
TABLE 127 GOVERNMENT AND DEFENSE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 193
TABLE 128 GOVERNMENT AND DEFENSE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2016-2021 (USD BILLION) 194
TABLE 129 GOVERNMENT AND DEFENSE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2022-2027 (USD BILLION) 194
11.5.2 CUSTOMER SERVICE CHATBOTS 194
11.5.3 AUTONOMOUS DRONES 195
11.5.4 SURVEILLANCE 195
11.5.5 PREDICTING A CRIME AND RECOMMENDING OPTIMAL POLICE PRESENCE 195
11.5.6 IDENTIFYING FRAUDULENT BENEFITS CLAIMS 195
11.6 HEALTHCARE AND LIFESCIENCES 195
11.6.1 USE OF AI TO ACCELERATE GROWTH OF MEDICAL IMAGING AND DIAGNOSTICS 195
TABLE 130 HEALTHCARE AND LIFESCIENCES: KEY USE CASES, BY APPLICATION 196
TABLE 131 HEALTHCARE AND LIFESCIENCES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 196
TABLE 132 HEALTHCARE AND LIFESCIENCES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 196
TABLE 133 HEALTHCARE AND LIFESCIENCES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2016-2021 (USD MILLION) 197
TABLE 134 HEALTHCARE AND LIFESCIENCES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2022-2027 (USD MILLION) 197
11.6.2 PATIENT DATA AND RISK ANALYSIS 198
11.6.3 LIFESTYLE MANAGEMENT AND MONITORING 198
11.6.4 PRECISION MEDICINE 198
11.6.5 INPATIENT CARE AND HOSPITAL MANAGEMENT 199
11.6.6 MEDICAL IMAGING AND DIAGNOSTICS 199
11.6.7 DRUG DISCOVERY 199
11.6.8 VIRTUAL ASSISTANT 199
11.6.9 WEARABLES 200
11.6.10 MEDICAL RESEARCH 200
11.7 IT/ITES 200
11.7.1 RISE IN COMPLEXITY AND FAST INNOVATIONS TO DRIVE NEED FOR AI TO MANAGE IT OPERATIONS EFFECTIVELY 200
TABLE 135 IT/ITES: KEY USE CASES, BY APPLICATION 201
TABLE 136 IT/ITES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 201
TABLE 137 IT/ITES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 201
TABLE 138 IT/ITES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2016-2021 (USD BILLION) 202
TABLE 139 IT/ITES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2022-2027 (USD BILLION) 202
11.7.2 PREDICTIVE MAINTENANCE 202
11.7.3 VIRTUAL ASSISTANTS FOR CUSTOMER SUPPORT 202
11.8 ENERGY AND UTILITIES 203
11.8.1 ADVANCED AI TECHNOLOGIES TO HELP BUILD ACCOUNTABLE, TRANSPARENT, FAIR, AND SECURE SYSTEMS 203
TABLE 140 ENERGY AND UTILITIES: KEY USE CASES, BY APPLICATION 203
TABLE 141 ENERGY AND UTILITIES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD MILLION) 203
TABLE 142 ENERGY AND UTILITIES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD MILLION) 204
TABLE 143 ENERGY AND UTILITIES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2016-2021 (USD BILLION) 204
TABLE 144 ENERGY AND UTILITIES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2022-2027 (USD BILLION) 204
11.8.2 ENERGY EFFICIENCY DECISION-MAKING 205
11.8.3 FAULT PREDICTION 205
11.8.4 ARTIFICIAL INTELLIGENCE IN POWER GRIDS - SMART GRIDS AND SECTOR COUPLING 205
11.8.5 ARTIFICIAL INTELLIGENCE IN ELECTRICITY TRADING 205
11.8.6 ARTIFICIAL INTELLIGENCE IN THE VIRTUAL POWER PLANT 206
11.8.7 ARTIFICIAL INTELLIGENCE IN THE SMART WATER METER 206
11.9 TELECOMMUNICATION 206
11.9.1 DEPLOYMENT OF AI SOLUTIONS TO ENHANCE CONTACT CENTER EFFECTIVENESS, REDUCE OPERATIONAL COSTS, AND IMPROVE SERVICE 206
TABLE 145 TELECOMMUNICATIONS: KEY USE CASES, BY APPLICATION 206
TABLE 146 TELECOMMUNICATION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 207
TABLE 147 TELECOMMUNICATION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 207
TABLE 148 TELECOMMUNICATION: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2016-2021 (USD BILLION) 207
TABLE 149 TELECOMMUNICATION: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2022-2027 (USD BILLION) 208
11.9.2 NETWORK OPTIMIZATION 208
11.9.3 NETWORK ANOMALIES 208
11.10 MANUFACTURING 208
11.10.1 AI TECHNOLOGIES ENHANCE PERFORMANCE AND REDUCE REDUNDANCIES IN MANUFACTURING 208
TABLE 150 MANUFACTURING: KEY USE CASES, BY APPLICATION 209
TABLE 151 MANUFACTURING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 209
TABLE 152 MANUFACTURING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 210
TABLE 153 MANUFACTURING: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2016-2021 (USD BILLION) 210
TABLE 154 MANUFACTURING: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2022-2027 (USD BILLION) 211
11.10.2 MATERIAL MOVEMENT 211
11.10.3 PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION 211
11.10.4 PRODUCTION PLANNING 212
11.10.5 FIELD SERVICES 212
11.10.6 RECLAMATION 212
11.10.7 QUALITY CONTROL 212
11.10.8 PRODUCTION LINE OPTIMIZATION 212
11.11 OTHER VERTICALS 213
TABLE 155 OTHER VERTICALS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD MILLION) 213
TABLE 156 OTHER VERTICALS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD MILLION) 213
12 ARTIFICIAL INTELLIGENCE MARKET, BY REGION 214
12.1 INTRODUCTION 215
FIGURE 42 CHINA TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD 215
FIGURE 43 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD 216
TABLE 157 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION) 216
TABLE 158 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION) 216
12.2 NORTH AMERICA 217
12.2.1 NORTH AMERICA: MARKET DRIVERS 217
FIGURE 44 NORTH AMERICA: MARKET SNAPSHOT 218
TABLE 159 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2016-2021 (USD BILLION) 218
TABLE 160 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2022-2027 (USD BILLION) 219
TABLE 161 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2016-2021 (USD BILLION) 219
TABLE 162 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2022-2027 (USD BILLION) 219
TABLE 163 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2016-2021 (USD BILLION) 220
TABLE 164 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2022-2027 (USD BILLION) 220
TABLE 165 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2016-2021 (USD BILLION) 220
TABLE 166 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2022-2027 (USD BILLION) 221
TABLE 167 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2016-2021 (USD BILLION) 221
TABLE 168 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2022-2027 (USD BILLION) 221
TABLE 169 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016-2021 (USD BILLION) 222
TABLE 170 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022-2027 (USD BILLION) 222
TABLE 171 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2016-2021 (USD BILLION) 222
TABLE 172 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2022-2027 (USD BILLION) 223
TABLE 173 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016-2021 (USD BILLION) 223
TABLE 174 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD BILLION) 223
TABLE 175 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016-2021 (USD BILLION) 223
TABLE 176 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD BILLION) 224
TABLE 177 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2016-2021 (USD BILLION) 224
TABLE 178 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2022-2027 (USD BILLION) 224
TABLE 179 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2016-2021 (USD BILLION) 225
TABLE 180 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2022-2027 (USD BILLION) 225
TABLE 181 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2016-2021 (USD BILLION) 226
TABLE 182 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2022-2027 (USD BILLION) 226
12.2.2 US 226
12.2.2.1 Innovations and initiatives to enable quick adoption of advanced technologies 226
TABLE 183 US: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016-2021 (USD BILLION) 227
TABLE 184 US: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022-2027 (USD BILLION) 227
TABLE 185 US: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016-2021 (USD BILLION) 227
TABLE 186 US: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD BILLION) 228
12.2.3 CANADA 228
12.2.3.1 Rapid investments in R&D to adopt advanced technologies 228
12.3 EUROPE 228
12.3.1 EUROPE: MARKET DRIVERS 229
TABLE 187 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2016-2021 (USD BILLION) 229
TABLE 188 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2022-2027 (USD BILLION) 230
TABLE 189 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2016-2021 (USD BILLION) 230
TABLE 190 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2022-2027 (USD BILLION) 230
TABLE 191 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2016-2021 (USD BILLION) 230
TABLE 192 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2022-2027 (USD BILLION) 231
TABLE 193 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2016-2021 (USD BILLION) 231
TABLE 194 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2022-2027 (USD BILLION) 231
TABLE 195 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2016-2021 (USD BILLION) 231
TABLE 196 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2022-2027 (USD BILLION) 232
TABLE 197 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016-2021 (USD BILLION) 232
TABLE 198 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022-2027 (USD BILLION) 232
TABLE 199 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2016-2021 (USD BILLION) 233
TABLE 200 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2022-2027 (USD BILLION) 233
TABLE 201 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016-2021 (USD BILLION) 233
TABLE 202 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD BILLION) 234
TABLE 203 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016-2021 (USD BILLION) 234
TABLE 204 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD BILLION) 234
TABLE 205 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2016-2021 (USD BILLION) 234
TABLE 206 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2022-2027 (USD BILLION) 235
TABLE 207 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2016-2021 (USD BILLION) 235
TABLE 208 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2022-2027 (USD BILLION) 236
TABLE 209 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2016-2021 (USD BILLION) 236
TABLE 210 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2022-2027 (USD BILLION) 237
12.3.2 UK 237
12.3.2.1 Initiatives by government to position UK as global science superpower 237
TABLE 211 UK: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016-2021 (USD BILLION) 238
TABLE 212 UK: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022-2027 (USD BILLION) 238
TABLE 213 UK: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016-2021 (USD BILLION) 238
TABLE 214 UK: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD BILLION) 238
12.3.3 GERMANY 239
12.3.3.1 Strong infrastructure and skilled labor force to provide ease to AI capabilities 239
12.3.4 FRANCE 239
12.3.4.1 High potential client base and a heavy capital inflow from various investors 239
12.3.5 ITALY 239
12.3.5.1 Spread of cyber threats across the country to drive AI-based solutions 239
12.3.6 SPAIN 240
12.3.6.1 Several initiatives and developments to provide huge potential for AI across various sectors 240
12.3.7 REST OF EUROPE 240
12.4 ASIA PACIFIC 240
12.4.1 ASIA PACIFIC: MARKET DRIVERS 241
FIGURE 45 ASIA PACIFIC: MARKET SNAPSHOT 241
TABLE 215 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2016-2021 (USD BILLION) 242
TABLE 216 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2022-2027 (USD BILLION) 242
TABLE 217 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2016-2021 (USD BILLION) 242
TABLE 218 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2022-2027 (USD BILLION) 243
TABLE 219 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2016-2021 (USD BILLION) 243
TABLE 220 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2022-2027 (USD BILLION) 243
TABLE 221 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2016-2021 (USD BILLION) 244
TABLE 222 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2022-2027 (USD BILLION) 244
TABLE 223 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2016-2021 (USD BILLION) 244
TABLE 224 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2022-2027 (USD BILLION) 244
TABLE 225 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016-2021 (USD BILLION) 245
TABLE 226 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022-2027 (USD BILLION) 245
TABLE 227 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2016-2021 (USD BILLION) 245
TABLE 228 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2022-2027 (USD BILLION) 246
TABLE 229 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016-2021 (USD BILLION) 246
TABLE 230 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD BILLION) 246
TABLE 231 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016-2021 (USD BILLION) 246
TABLE 232 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD BILLION) 247
TABLE 233 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2016-2021 (USD BILLION) 247
TABLE 234 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2022-2027 (USD BILLION) 247
TABLE 235 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2016-2021 (USD BILLION) 248
TABLE 236 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2022-2027 (USD BILLION) 248
TABLE 237 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2016-2021 (USD BILLION) 249
TABLE 238 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2022-2027 (USD BILLION) 249
12.4.2 CHINA 249
12.4.2.1 Significant untapped AI opportunities 249
TABLE 239 CHINA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016-2021 (USD BILLION) 250
TABLE 240 CHINA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022-2027 (USD BILLION) 250
TABLE 241 CHINA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016-2021 (USD BILLION) 250
TABLE 242 CHINA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD BILLION) 251
12.4.3 JAPAN 251
12.4.3.1 Potential of organic growth capabilities 251
12.4.4 SOUTH KOREA 251
12.4.4.1 Need for enhanced AI infrastructure 251
12.4.5 INDIA 252
12.4.5.1 Growing number of AI startups and initiatives 252
12.4.6 REST OF ASIA PACIFIC 252
12.5 MIDDLE EAST AND AFRICA 253
12.5.1 MIDDLE EAST AND AFRICA: MARKET DRIVERS 253
TABLE 243 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2016-2021 (USD MILLION) 253
TABLE 244 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2022-2027 (USD MILLION) 254
TABLE 245 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2016-2021 (USD MILLION) 254
TABLE 246 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2022-2027 (USD MILLION) 254
TABLE 247 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2016-2021 (USD MILLION) 254
TABLE 248 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2022-2027 (USD MILLION) 255
TABLE 249 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2016-2021 (USD MILLION) 255
TABLE 250 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2022-2027 (USD MILLION) 255
TABLE 251 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2016-2021 (USD MILLION) 255
TABLE 252 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2022-2027 (USD MILLION) 256
TABLE 253 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016-2021 (USD MILLION) 256
TABLE 254 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022-2027 (USD MILLION) 256
TABLE 255 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2016-2021 (USD MILLION) 257
TABLE 256 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2022-2027 (USD MILLION) 257
TABLE 257 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016-2021 (USD MILLION) 257
TABLE 258 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION) 258
TABLE 259 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016-2021 (USD MILLION) 258
TABLE 260 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION) 258
TABLE 261 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2016-2021 (USD MILLION) 258
TABLE 262 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2022-2027 (USD MILLION) 259
TABLE 263 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2016-2021 (USD MILLION) 259
TABLE 264 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2022-2027 (USD MILLION) 260
TABLE 265 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2016-2021 (USD MILLION) 260
TABLE 266 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2022-2027 (USD MILLION) 260
12.5.2 SAUDI ARABIA 261
12.5.2.1 Demand for growth of innovative technologies 261
12.5.3 UAE 261
12.5.3.1 Large tech giants to offer a potential market for AI technologies 261
12.5.4 SOUTH AFRICA 261
12.5.4.1 Initiatives by government to educate and create awareness regarding advanced technologies 261
12.5.5 REST OF MIDDLE EAST AND AFRICA 262
12.6 CENTRAL AMERICA 262
12.6.1 CENTRAL AMERICA: MARKET DRIVERS 262
TABLE 267 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2016-2021 (USD MILLION) 263
TABLE 268 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2022-2027 (USD MILLION) 263
TABLE 269 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2016-2021 (USD MILLION) 263
TABLE 270 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2022-2027 (USD MILLION) 263
TABLE 271 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2016-2021 (USD MILLION) 264
TABLE 272 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2022-2027 (USD MILLION) 264
TABLE 273 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2016-2021 (USD MILLION) 264
TABLE 274 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2022-2027 (USD MILLION) 264
TABLE 275 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2016-2021 (USD MILLION) 265
TABLE 276 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2022-2027 (USD MILLION) 265
TABLE 277 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016-2021 (USD MILLION) 265
TABLE 278 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022-2027 (USD MILLION) 265
TABLE 279 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2016-2021 (USD MILLION) 266
TABLE 280 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2022-2027 (USD MILLION) 266
TABLE 281 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016-2021 (USD MILLION) 266
TABLE 282 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION) 267
TABLE 283 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016-2021 (USD MILLION) 267
TABLE 284 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION) 267
TABLE 285 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2016-2021 (USD MILLION) 267
TABLE 286 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2022-2027 (USD MILLION) 268
TABLE 287 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2016-2021 (USD MILLION) 268
TABLE 288 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2022-2027 (USD MILLION) 269
TABLE 289 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2016-2021 (USD MILLION) 269
TABLE 290 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2022-2027 (USD MILLION) 269
12.6.2 COSTA RICA 270
12.6.2.1 Developments by global technology players in Costa Rica 270
12.6.3 REST OF CENTRAL AMERICA 270
12.7 LATIN AMERICA 270
12.7.1 LATIN AMERICA: MARKET DRIVERS 271
TABLE 291 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2016-2021 (USD MILLION) 271
TABLE 292 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2022-2027 (USD MILLION) 271
TABLE 293 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2016-2021 (USD MILLION) 272
TABLE 294 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2022-2027 (USD MILLION) 272
TABLE 295 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2016-2021 (USD MILLION) 272
TABLE 296 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2022-2027 (USD MILLION) 273
TABLE 297 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2016-2021 (USD MILLION) 273
TABLE 298 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2022-2027 (USD MILLION) 273
TABLE 299 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2016-2021 (USD MILLION) 273
TABLE 300 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2022-2027 (USD MILLION) 274
TABLE 301 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016-2021 (USD MILLION) 274
TABLE 302 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022-2027 (USD MILLION) 274
TABLE 303 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2016-2021 (USD MILLION) 275
TABLE 304 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2022-2027 (USD MILLION) 275
TABLE 305 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016-2021 (USD MILLION) 275
TABLE 306 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION) 276
TABLE 307 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016-2021 (USD MILLION) 276
TABLE 308 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION) 276
TABLE 309 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2016-2021 (USD MILLION) 276
TABLE 310 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2022-2027 (USD MILLION) 277
TABLE 311 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2016-2021 (USD MILLION) 277
TABLE 312 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2022-2027 (USD MILLION) 278
TABLE 313 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2016-2021 (USD MILLION) 278
TABLE 314 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2022-2027 (USD MILLION) 278
12.7.2 BRAZIL 279
12.7.2.1 Trade ties between US and Brazil to shape AI technological landscape 279
12.7.3 MEXICO 279
12.7.3.1 Assistance by government to adopt emerging AI technologies 279
12.7.4 REST OF LATIN AMERICA 279
13 COMPETITIVE LANDSCAPE 280
13.1 OVERVIEW 280
13.2 KEY PLAYER STRATEGIES 280
TABLE 315 OVERVIEW OF STRATEGIES DEPLOYED BY KEY PLAYERS IN AI MARKET 280
13.3 REVENUE ANALYSIS 281
FIGURE 46 REVENUE ANALYSIS FOR KEY COMPANIES, 2018-2021 281
13.4 MARKET SHARE ANALYSIS 281
FIGURE 47 ARTIFICIAL INTELLIGENCE MARKET SHARE ANALYSIS FOR KEY PLAYERS, 2022 282
TABLE 316 ARTIFICIAL INTELLIGENCE MARKET: DEGREE OF COMPETITION 282
13.5 KEY COMPANY EVALUATION QUADRANT 282
13.5.1 STARS 282
13.5.2 EMERGING LEADERS 282
13.5.3 PERVASIVE PLAYERS 283
13.5.4 PARTICIPANTS 283
FIGURE 48 KEY ARTIFICIAL INTELLIGENCE MARKET PLAYERS, COMPANY EVALUATION MATRIX, 2022 283
13.6 STARTUP/SME EVALUATION MATRIX 284
13.6.1 PROGRESSIVE COMPANIES 284
13.6.2 RESPONSIVE COMPANIES 284
13.6.3 DYNAMIC COMPANIES 284
13.6.4 STARTING BLOCKS 284
FIGURE 49 STARTUP/SME ARTIFICIAL INTELLIGENCE PLAYERS, COMPANY EVALUATION MATRIX, 2022 285
13.7 COMPETITIVE BENCHMARKING 285
TABLE 317 ARTIFICIAL INTELLIGENCE MARKET: DETAILED LIST OF KEY STARTUPS/SMES 285
TABLE 318 ARTIFICIAL INTELLIGENCE MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS (STARTUPS/SMES) 286
13.8 COMPETITIVE SCENARIO 287
13.8.1 PRODUCT LAUNCHES 287
TABLE 319 PRODUCT LAUNCHES, 2018-2022 287
13.8.2 DEALS 288
TABLE 320 DEALS, 2018-2022 288
13.8.3 OTHERS 289
TABLE 321 OTHERS, 2019-2020 289
14 COMPANY PROFILES 290
14.1 INTRODUCTION 290
14.2 MAJOR PLAYERS 290
(Business overview, Products/Solutions/Services offered, Recent developments, COVID-19-related developments, MnM view, Right to win, Strategic choices, and Weaknesses and competitive threats)*
14.2.1 GOOGLE 290
TABLE 322 GOOGLE: BUSINESS OVERVIEW 290
FIGURE 50 GOOGLE: COMPANY SNAPSHOT 291
TABLE 323 GOOGLE: PRODUCTS OFFERED 291
TABLE 324 GOOGLE: SERVICES OFFERED 292
TABLE 325 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS 292
TABLE 326 GOOGLE: DEALS 294
14.2.2 MICROSOFT 297
TABLE 327 MICROSOFT: BUSINESS OVERVIEW 297
FIGURE 51 MICROSOFT: COMPANY SNAPSHOT 298
TABLE 328 MICROSOFT: PRODUCTS OFFERED 298
TABLE 329 MICROSOFT: SERVICES OFFERED 299
TABLE 330 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS 299
TABLE 331 MICROSOFT: DEALS 300
14.2.3 IBM 305
TABLE 332 IBM: BUSINESS OVERVIEW 305
FIGURE 52 IBM: COMPANY SNAPSHOT 306
TABLE 333 IBM: PRODUCTS OFFERED 306
TABLE 334 IBM: SERVICES OFFERED 307
TABLE 335 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS 307
TABLE 336 IBM: DEALS 308
14.2.4 INTEL 311
TABLE 337 INTEL: BUSINESS OVERVIEW 311
FIGURE 53 INTEL: COMPANY SNAPSHOT 312
TABLE 338 INTEL: PRODUCTS OFFERED 312
TABLE 339 INTEL: PRODUCT LAUNCHES AND ENHANCEMENTS 313
TABLE 340 INTEL: DEALS 314
14.2.5 ORACLE 316
TABLE 341 ORACLE: BUSINESS OVERVIEW 316
FIGURE 54 ORACLE: COMPANY SNAPSHOT 317
TABLE 342 ORACLE: PRODUCTS OFFERED 317
TABLE 343 ORACLE: SERVICES OFFERED 318
TABLE 344 ORACLE: PRODUCT LAUNCHES AND ENHANCEMENTS 318
TABLE 345 ORACLE: DEALS 320
14.2.6 AWS 322
TABLE 346 AWS: BUSINESS OVERVIEW 322
FIGURE 55 AWS: COMPANY SNAPSHOT 322
TABLE 347 AWS: PRODUCTS OFFERED 323
TABLE 348 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS 323
TABLE 349 AWS: DEALS 325
14.2.7 SALESFORCE 327
TABLE 350 SALESFORCE: BUSINESS OVERVIEW 327
FIGURE 56 SALESFORCE: COMPANY SNAPSHOT 328
TABLE 351 SALESFORCE: PRODUCTS OFFERED 328
TABLE 352 SALESFORCE: SERVICES OFFERED 328
TABLE 353 SALESFORCE: PRODUCT LAUNCHES AND ENHANCEMENTS 329
TABLE 354 SALESFORCE: DEALS 331
14.2.8 SAP 334
TABLE 355 SAP: BUSINESS OVERVIEW 334
FIGURE 57 SAP: COMPANY SNAPSHOT 335
TABLE 356 SAP: PRODUCTS OFFERED 335
TABLE 357 SAP: SERVICES OFFERED 336
TABLE 358 SAP: PRODUCT LAUNCHES AND ENHANCEMENTS 336
TABLE 359 SAP: DEALS 337
14.2.9 SAS INSTITUTE 341
TABLE 360 SAS INSTITUTE: BUSINESS OVERVIEW 341
FIGURE 58 SAS INSTITUTE: COMPANY SNAPSHOT 341
TABLE 361 SAS INSTITUTE: PRODUCTS OFFERED 342
TABLE 362 SAS INSTITUTE: SERVICES OFFERED 342
TABLE 363 SAS INSTITUTE: PRODUCT LAUNCHES AND ENHANCEMENTS 342
TABLE 364 SAS INSTITUTE: DEALS 343
14.2.10 CISCO 345
TABLE 365 CISCO: BUSINESS OVERVIEW 345
FIGURE 59 CISCO: COMPANY SNAPSHOT 346
TABLE 366 CISCO: PRODUCTS OFFERED 346
TABLE 367 CISCO: SERVICES OFFERED 347
TABLE 368 CISCO: PRODUCT LAUNCHES AND ENHANCEMENTS 347
TABLE 369 CISCO: DEALS 348
14.2.11 META 349
TABLE 370 META: BUSINESS OVERVIEW 349
FIGURE 60 META: COMPANY SNAPSHOT 350
TABLE 371 META: PRODUCTS OFFERED 350
TABLE 372 META: PRODUCT LAUNCHES AND ENHANCEMENTS 351
TABLE 373 META: DEALS 352
14.2.12 HPE 354
TABLE 374 HPE: BUSINESS OVERVIEW 354
FIGURE 61 HPE: COMPANY SNAPSHOT 355
TABLE 375 HPE: PRODUCTS OFFERED 355
TABLE 376 HPE: PRODUCT LAUNCHES AND ENHANCEMENTS 356
TABLE 377 HPE: DEALS 357
14.2.13 SIEMENS 359
TABLE 378 SIEMENS: BUSINESS OVERVIEW 359
FIGURE 62 SIEMENS: COMPANY SNAPSHOT 360
TABLE 379 SIEMENS: PRODUCTS OFFERED 360
TABLE 380 SIEMENS: PRODUCT LAUNCHES AND ENHANCEMENTS 360
TABLE 381 SIEMENS: DEALS 361
14.2.14 HUAWEI 363
TABLE 382 HUAWEI: BUSINESS OVERVIEW 363
FIGURE 63 HUAWEI: COMPANY SNAPSHOT 364
TABLE 383 HUAWEI: PRODUCTS OFFERED 364
TABLE 384 HUAWEI: PRODUCT LAUNCHES AND ENHANCEMENTS 365
TABLE 385 HUAWEI: DEALS 366
14.2.15 NVIDIA 367
TABLE 386 NVIDIA: BUSINESS OVERVIEW 367
FIGURE 64 NVIDIA: COMPANY SNAPSHOT 368
TABLE 387 NVIDIA: PRODUCTS OFFERED 368
TABLE 388 NVIDIA: PRODUCT LAUNCHES AND ENHANCEMENTS 369
TABLE 389 NVIDIA: DEALS 370
14.2.16 BAIDU 371
TABLE 390 BAIDU: BUSINESS OVERVIEW 371
FIGURE 65 BAIDU: COMPANY SNAPSHOT 371
TABLE 391 BAIDU: PRODUCTS OFFERED 372
TABLE 392 BAIDU: SERVICES OFFERED 372
TABLE 393 BAIDU: PRODUCT LAUNCHES AND ENHANCEMENTS 372
TABLE 394 BAIDU: DEALS 373
14.2.17 SAMSUNG 375
TABLE 395 SAMSUNG: BUSINESS OVERVIEW 375
TABLE 396 SAMSUNG: PRODUCTS OFFERED 375
TABLE 397 SAMSUNG: PRODUCT LAUNCHES AND ENHANCEMENTS 376
TABLE 398 SAMSUNG: DEALS 376
14.2.18 IFLYTEK 378
TABLE 399 IFLYTEK: BUSINESS OVERVIEW 378
TABLE 400 IFLYTEK: PRODUCTS OFFERED 378
TABLE 401 IFLYTEK: SERVICES OFFERED 379
TABLE 402 IFLYTEK: PRODUCT LAUNCHES AND ENHANCEMENTS 379
TABLE 403 IFLYTEK: DEALS 379
14.2.19 ALIBABA CLOUD 381
TABLE 404 ALIBABA: BUSINESS OVERVIEW 381
TABLE 405 ALIBABA CLOUD: PRODUCTS OFFERED 381
TABLE 406 ALIBABA CLOUD: SERVICES OFFERED 382
TABLE 407 ALIBABA CLOUD: PRODUCT LAUNCHES AND ENHANCEMENTS 382
TABLE 408 ALIBABA CLOUD: DEALS 383
14.2.20 GENERAL VISION 385
14.2.21 DARKTRACE 386
14.2.22 BLACKBERRY LIMITED 387
14.2.23 DIDI CHUXING 387
14.2.24 FACE++ 388
14.2.25 INBENTA 388
14.2.26 ANJU SOFTWARE 389
14.2.27 BUTTERFLY NETWORK 389
14.2.28 ATOMWISE 390
14.2.29 INTRINSIC 390
14.2.30 AIBRAIN 391
14.2.31 ADAPTEVA 391
14.2.32 KONIKU 392
14.2.33 KNUEDGE 392
14.2.34 SK HYNIX 393
14.2.35 PROGRESS DATARPM 393
14.2.36 PRECISION HAWK 394
14.2.37 AGEAGLE AERIAL SYSTEM 394
14.2.38 NEURALA 395
14.2.39 TWITTER 395
14.2.40 AUREA SOFTWARE 396
14.2.41 PERSADO 396
14.2.42 8X8 397
14.2.43 APPIER 397
14.2.44 GUMGUM 398
14.2.45 IPRO 398
14.3 OTHER PLAYERS/SMES 399
14.3.1 GRAPHCORE 399
14.3.2 PREFERRED NETWORKS 399
14.3.3 ZENSED 400
14.3.4 APPLIED BRAIN RESEARCH 400
14.3.5 PILOT AI LABS 401
14.3.6 IRIS AUTOMATION 401
14.3.7 GAMAYA 402
14.3.8 EC2CE 402
14.3.9 DESCARTES LABS 403
14.3.10 MYTHIC 403
*Details on Business overview, Products/Solutions/Services offered, Recent developments, COVID-19-related developments, MnM view, Right to win, Strategic choices, and Weaknesses and competitive threats might not be captured in case of unlisted companies.
15 ADJACENT AND RELATED MARKETS 404
15.1 INTRODUCTION 404
15.2 NATURAL LANGUAGE PROCESSING MARKETGLOBAL FORECAST TO 2026 404
15.2.1 MARKET DEFINITION 404
15.2.2 MARKET OVERVIEW 404
15.2.2.1 Natural language processing market, by component 404
TABLE 409 NATURAL LANGUAGE PROCESSING MARKET, BY COMPONENT, 2015-2019 (USD MILLION) 405
TABLE 410 NATURAL LANGUAGE PROCESSING MARKET, BY COMPONENT, 2019-2026 (USD MILLION) 405
15.2.2.2 Natural language processing market, by solution type 405
TABLE 411 SOLUTIONS: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2015-2019 (USD MILLION) 405
TABLE 412 SOLUTIONS: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2019-2026 (USD MILLION) 406
15.2.2.3 Natural language processing market, by deployment mode 406
TABLE 413 NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2015-2019 (USD MILLION) 406
TABLE 414 NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2019-2026 (USD MILLION) 406
15.2.2.4 Natural language processing market, by organization size 407
TABLE 415 NATURAL LANGUAGE PROCESSING MARKET, BY ORGANIZATION SIZE, 2015-2019 (USD MILLION) 407
TABLE 416 NATURAL LANGUAGE PROCESSING MARKET, BY ORGANIZATION SIZE, 2019-2026 (USD MILLION) 407
15.2.2.5 Natural language processing market, by type 407
TABLE 417 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2015-2019 (USD MILLION) 408
TABLE 418 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2019-2026 (USD MILLION) 408
15.2.2.6 Natural language processing market, by application 408
TABLE 419 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2015-2019 (USD MILLION) 408
TABLE 420 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2019-2026 (USD MILLION) 409
15.2.2.7 Natural language processing market, by vertical 409
TABLE 421 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2015-2019 (USD MILLION) 409
TABLE 422 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2019-2026 (USD MILLION) 409
15.2.2.8 Natural language processing market, by region 410
TABLE 423 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2015-2019 (USD MILLION) 410
TABLE 424 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2019-2026 (USD MILLION) 411
TABLE 425 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2015-2019 (USD MILLION) 411
TABLE 426 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2019-2026 (USD MILLION) 411
TABLE 427 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2015-2019 (USD MILLION) 411
TABLE 428 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2019-2026 (USD MILLION) 412
TABLE 429 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2015-2019 (USD MILLION) 412
TABLE 430 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2019-2026 (USD MILLION) 412
TABLE 431 MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2015-2019 (USD MILLION) 413
TABLE 432 MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2019-2026 (USD MILLION) 413
TABLE 433 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2015-2019 (USD MILLION) 413
TABLE 434 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2019-2026 (USD MILLION) 414
15.3 CONVERSATIONAL AI MARKETGLOBAL FORECAST TO 2025 414
15.3.1 MARKET DEFINITION 414
15.3.2 MARKET OVERVIEW 414
15.3.2.1 Conversational AI market, by component 414
TABLE 435 CONVERSATIONAL AI MARKET, BY COMPONENT, 2019-2025 (USD MILLION) 415
TABLE 436 CONVERSATIONAL AI MARKET, BY SERVICE, 2019-2025 (USD MILLION) 415
15.3.2.2 Conversational AI market, by type 415
TABLE 437 CONVERSATIONAL AI MARKET, BY TYPE, 2019-2025 (USD MILLION) 415
15.3.2.3 Conversational AI market, by technology 416
TABLE 438 CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2019-2025 (USD MILLION) 416
15.3.2.4 Conversational AI market, by deployment mode 416
TABLE 439 CONVERSATIONAL AI MARKET, BY DEPLOYMENT MODE, 2019-2025 (USD MILLION) 416
15.3.2.5 Conversational AI market, by application 417
TABLE 440 CONVERSATIONAL AI MARKET, BY APPLICATION, 2019-2025 (USD MILLION) 417
15.3.2.6 Conversational AI market, by vertical 417
TABLE 441 CONVERSATIONAL AI MARKET, BY VERTICAL, 2019-2025 (USD MILLION) 418
15.3.2.7 Conversational AI market, by region 418
TABLE 442 CONVERSATIONAL AI MARKET, BY REGION, 2019-2025 (USD MILLION) 418
TABLE 443 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY COUNTRY, 2019-2025 (USD MILLION) 419
TABLE 444 EUROPE: CONVERSATIONAL AI MARKET, BY COUNTRY, 2019-2025 (USD MILLION) 419
TABLE 445 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY COUNTRY, 2019-2025 (USD MILLION) 419
TABLE 446 MIDDLE EAST AND AFRICA: CONVERSATIONAL AI MARKET, BY COUNTRY, 2019-2025 (USD MILLION) 420
TABLE 447 LATIN AMERICA: CONVERSATIONAL AI MARKET, BY COUNTRY, 2019-2025 (USD MILLION) 420
16 APPENDIX 421
16.1 DISCUSSION GUIDE 421
16.2 KNOWLEDGESTORE: MARKETSANDMARKETS SUBSCRIPTION PORTAL 428
16.3 CUSTOMIZATIONS OFFERED 430
16.4 RELATED REPORTS 430
16.5 AUTHOR DETAILS 431
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Whilst we try to make our online platform as easy to use as possible there is always the possibility that a better alternative has not been found in your search.
To avoid this possibility Contact us through ‘? ASK A QUESTION’, support@scotts-international.com, or by telephoning 0048 603 394 346 and a Senior Team Member can review your requirements and send a list of possibilities with opinions and recommendations.
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- Confirm Content
- Prices / Formats / Delivery
- Prices
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All prices are set by our partners and should be exactly the same as those listed on their own websites. We work on a Revenue share basis ensuring that you never pay more than what is offered elsewhere.
Should you find the price cheaper on another platform we recommend you to Contact us as we should be able to match this price. You can Contact us though through ‘? ASK A QUESTION’, support@scotts-international.com, or by telephoning 0048 603 394 346.
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- Discounts
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As we work in close partnership with our Partners from time to time we can secure discounts and assist with negotiations, this is part of our personalised service to you.
Discounts can sometimes be arranged for speedily placed orders; multiple report purchases or Higher License purchases.
To check if a Discount is possible please Contact our experienced team through ‘? ASK A QUESTION’, support@scotts-international.com, or by telephoning 0048 603 394 346.
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- Available Currencies
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Most Market Reports on our platform are listed in USD or EURO based on the wishes of our Partners. To avoid currency fluctuations and potential price differentiations we do not offer the possibility to change the currency online.
Should you wish to pay in a different currency to that advertised online we do accept payments in USD, EURO, GBP and PLN. The price will be calculated based on the relevant exchange rate taken from our National Bank.
To pay in a different above currency to that advertised online please Contact our team and a quotation will be sent within a couple of hours with payment details.
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- Licenses
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License options vary from Partner to Partner as is usually based on the number of Users that will benefitting from the report. It is very important that License ordered is not breached as this could have potential negative consequences for you individually or your employer.
If you have questions or need confirmation about the specific license we recommend you to Contact us and a detailed explanation will be provided.
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- Global Site License
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The Global Site License is the most comprehensive license available. By selecting this license, the Market Report can be shared with other ‘Allowed Users’ and any other member of staff from the same organisation regardless of geographic location.
It is important to note that this may exclude Parent Companies or Subsidiaries.
If you have questions or need confirmation about the specific license we recommend you to Contact us and a detailed explanation will be provided.
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- Formats
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The most common format is PDF, however in certain circumstances data may be present in Excel format or Online, especially in the case of Database or Directories. In addition, for certain higher license options a CD may also be provided.
If you have questions or need clarification about the specific formats we recommend you to Contact us and a detailed explanation will be provided.
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- Delivery
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Delivery is fulfilled by our partners directly. Once an order has been placed we inform the partner by sharing the delivery email details given in the order process.
Delivery is usually made within 24 hours of an order being placed, however it may take longer should your order be placed prior to the weekend or if otherwise specified on the Market Report details page. Additionally, if details have been not fully completed in the Order process a delay in delivery is possible.
If a delay in delivery is expected you will be informed about it immediately.
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- Shipping Charges
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As most Market Reports are delivered in PDF format we almost never have to add additional Shipping Charges. If, however you are ordering a Higher License service or a specific delivery format (e.g. CD version) charges may apply.
If you are concerned about additional Shipping Charges we recommend you to Contact us to double check.
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- Prices
- Ordering
- By Credit Card
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We work in Partnership with PayU to ensure payments are made securely in a fast and effortless way. PayU is the e-payments division of Naspers.
Naspers operates in over 133 International Markets and ranks 3rd Globally in terms of the number of e-commerce customers served.
For more information on PayU please visit: https://www.payu.pl/en/about-us
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- By Money Transfer
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If you require an invoice prior to payment, this is possible. To ensure a speedy delivery of the Market Report we require all relevant company details and you agree to maximum payment terms of 30 days from receipt of order.
With our regular clients deliver of the Market Report can be made prior to receiving payment, however in some circumstances we may ask for payment to be received before arranging for the Market Report to be delivered.
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- By Credit Card
- Security
- Website security
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We have specifically partnered with leading International companies to protect your privacy by using different technologies and processes to ensure security.
Everything submitted to Scotts International is encrypted via SSL (Secure Socket Layer) and all personal information provided to Scotts International is stored on computer systems with limited access in controlled environments.
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- Credit Card Security
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We partner with PayU (https://www.payu.pl/en/about-us) to ensure all credit card payments are made securely in a fast and effortless way.
PayU offers 250+ various payment channels and eWallet services across 4 continents allowing buyers to pay electronically, whether on a computer or a mobile device.
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- Website security