사이버 보안 시장의 인공 지능에 대한 조사보고서

조사회사 : MarketsandMarkets (마켓츠앤마켓츠) 출판년월 : 2024년01월

Artificial Intelligence in Cybersecurity Market – Global Forecast to 2028

사이버 보안 시장의 인공 지능 : 오퍼링 (하드웨어, 솔루션, 서비스), 보안 유형, 기술 (ML, NLP, 컨텍스트 인식, 컴퓨터 비전), 용도 (IAM, DLP, UTM), 산업 및 지역별 – 2028 년까지 세계 예측
Artificial Intelligence in Cybersecurity Market by Offering (Hardware, Solution, and Service), Security Type, Technology (ML, NLP, Context-Aware and Computer Vision), Application (IAM, DLP, and UTM), Vertical and Region – Global Forecast to 2028

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Report Overview

The global market for Al in Cybersecurity is projected to grow from USD 22.4 billion in 2023 to USD 60.6 billion by 2028, at a CAGR of 21.9% during the forecast period.

사이버 보안 분야의 인공 지능 시장은 예측 기간 동안 CAGR 21.9%로 성장해 2023년 224억 달러에서 2028년 606억 달러로 성장할 것으로 예상됩니다.

The rising frequency and sophistication of cyberattacks are compelling enterprises to explore advanced and innovative defense solutions, driving the growth of the artificial intelligence in cybersecurity market. The expanding use of IoT devices across diverse applications, coupled with the escalating volume of data generated by these devices, presents lucrative opportunities for the global AI in cybersecurity market. The increasing demand for adaptable security services across businesses is expected to propel market growth. Furthermore, the emergence of visualization tools for security data is anticipated to provide lucrative growth prospects in the forecast period.

“The Automotive vertical is projected to hold the largest CAGR during the forecast period.”
AI in Cybersecurity is being adopted in the healthcare and life sciences vertical to enable smart medical facilities with digital diagnosis and remote patient monitoring. The automotive industry is embracing AI for cybersecurity due to the growing complexity of cars, the rise of vulnerable autonomous vehicles, and a vast global supply chain ripe for attack. AI excels at real-time threat detection, data protection, and automating manual tasks, leading to a more efficient and adaptable defense against cyberattacks. However, challenges such as data bias and opaque AI models necessitate careful implementation and integration with existing systems. Additionally, AI is poised to play a crucial role in ensuring the future of connected and autonomous vehicles.

“Among applications, Identity & Access Management to account for the largest market during the forecast period.”
The exponential growth of Identity & Access Management (IAM) in the AI in cybersecurity market is propelled by several key factors. The rising complexity of cyber threats necessitates advanced security measures, where IAM plays a pivotal role in fortifying defenses. The integration of Artificial Intelligence enhances IAM capabilities, enabling real-time threat analysis and adaptive access controls. Additionally, regulatory compliance mandates drive the adoption of IAM solutions, ensuring organizations meet stringent security standards. Furthermore, the surge in remote work amplifies the need for robust IAM, safeguarding access across diverse environments. IAM in AI cybersecurity is thus buoyed by the imperative to combat evolving cyber threats, comply with regulations, and secure remote access.

“Among technology, machine learning is anticipated to account for the largest market share during the forecast period.”
The adoption of Machine Learning (ML) in the AI in cybersecurity market is experiencing a robust upward trajectory. ML’s capability to analyze vast datasets enables proactive threat detection and response. Its application in anomaly detection and pattern recognition enhances cybersecurity measures, identifying potential risks in real time. ML-driven solutions adapt and evolve, staying ahead of sophisticated cyber threats. The dynamic nature of cyberattacks necessitates a continuous learning approach, aligning with ML’s strength. Organizations are increasingly integrating ML into their cybersecurity strategies to bolster defense mechanisms, mitigate risks, and ensure resilient protection against the evolving landscape of cyber threats. The growing adoption underscores ML’s pivotal role in fortifying AI-driven cybersecurity initiatives.

“North America to account for the largest market size during the forecast period.”
North America, leads globally in security vendors and cyber incidents. Safeguarding critical infrastructures and sensitive data faces increasing challenges with the rise of interconnections and digitalization. The US, a significant early adopter of cybersecurity solutions, is expected to dominate market revenue. Escalating cyberattacks, including DDoS, ransomware, and spear phishing, pose critical economic and national security challenges. Despite technological advancements such as cloud computing and IoT adoption, businesses are confronted with sophisticated threats. The region’s vulnerabilities and compliance demands make North America the most lucrative market for various cybersecurity vendors, with the US and Canada at the forefront.

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 in Cybersecurity market.
§ By Company: Tier I: 35%, Tier II: 45%, and Tier III: 20%
§ By Designation: C-Level Executives: 35%, Directors: 25%, and Others: 40%
§ By Region: North America: 40%, Europe: 20%, APAC: 30%, MEA: 5%, Latin America: 5%

Major vendors offering AI in Cybersecurity solutions and services across the globe are NVIDIA (US), Intel (US), Xilinx Inc. (US), Samsung Electronics Co., Ltd (South Korea), Micron Technology, Inc. (US), IBM Corporation (US), Amazon Web Services, Inc. (US), Microsoft (US), Palo Alto Networks Inc. (US), Trellix (US), CrowdStrike (US), NortonLifeLock (US), Cylance Inc. (US), ThreatMetrix Inc. (US), Securonix Inc. (US), Sift Science (US), Acalvio Technologies (US), Darktrace (UK), SparkCognition Inc. (US), Fortinet (US), Check Point Software Technologies, Ltd (US), High-Tech Bridge (Switzerland), Deep Instinct (US), SentinelOne (US), Feedzai (US), Vectra (US) Zimperium (US), Argus Cyber Security (Israel), Nozomi Networks (US), BitSight Technologies (US), and Antivirus companies such as Kaspersky Lab (Russia), Bitdefender (Romania), and ESET (US).

Research Coverage
The market study covers AI in Cybersecurity across segments. It aims to estimate the market size and the growth potential across different segments, such as offering, security type, technology, application, 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 market for AI in Cybersecurity and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights 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.

The report provides insights on the following pointers:

• Analysis of key drivers (Growing adoption of IoT and increasing number of connected devices, Rising concerns of data protection, Increasing vulnerability of Wi-Fi networks to security threats), restraints (Rise in insider cyber threats), opportunities (Growing need for cloud-based security solutions among SMEs, Increasing use of social media for business functions), and challenges (Limited number of cybersecurity and AI professionals, Lack of interoperability with existing information systems)

• Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the AI in Cybersecurity market.

• Market Development: Comprehensive information about lucrative markets – the report analyses the AI in Cybersecurity market across varied regions.

• Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in AI in Cybersecurity market strategies; the report also helps stakeholders understand the pulse of the AI in Cybersecurity market and provides them with information on key market drivers, restraints, challenges, and opportunities.

• Competitive Assessment: In-depth assessment of market shares, growth strategies, and service offerings of leading players such as CrowdStrike (US), Fortinet (US), Trellix (US), Check Point Software Technologies (US), Darktrace (UK) and others in the AI in Cybersecurity market.

Table of Contents

1 INTRODUCTION 66

1.1 STUDY OBJECTIVES 66

1.2 MARKET DEFINITION 66

1.2.1 INCLUSIONS AND EXCLUSIONS 67

1.3 MARKET SCOPE 70

1.3.1 MARKET SEGMENTATION 70

FIGURE 1 AI IN CYBERSECURITY MARKET SEGMENTATION 70

1.3.2 REGIONS COVERED 71

FIGURE 2 AI IN CYBERSECURITY MARKET SEGMENTATION, BY REGION 71

1.3.3 YEARS CONSIDERED 71

FIGURE 3 YEARS CONSIDERED 71

1.4 CURRENCY CONSIDERED 72

TABLE 1 USD EXCHANGE RATE, 2020–2022 72

1.5 STAKEHOLDERS 72

1.6 SUMMARY OF CHANGES 73

1.6.1 RECESSION IMPACT 73

2 RESEARCH METHODOLOGY 74

2.1 RESEARCH DATA 74

FIGURE 4 AI IN CYBERSECURITY MARKET: RESEARCH DESIGN 74

2.1.1 SECONDARY DATA 75

2.1.2 PRIMARY DATA 75

TABLE 2 PRIMARY INTERVIEWS 75

2.1.2.1 Breakup of primary profiles 76

FIGURE 5 BREAKUP OF PRIMARY PROFILES, BY COMPANY TYPE, DESIGNATION, AND REGION 76

2.1.2.2 Key industry insights 76

2.2 MARKET FORECAST 77

TABLE 3 FACTOR ANALYSIS 77

2.3 MARKET SIZE ESTIMATION 78

FIGURE 6 TOP-DOWN AND BOTTOM-UP APPROACHES 78

2.3.1 TOP-DOWN APPROACH 78

2.3.2 BOTTOM-UP APPROACH 79

FIGURE 7 APPROACH 1 (SUPPLY-SIDE): REVENUE OF SOLUTIONS/SERVICES OF AI IN CYBERSECURITY MARKET 79

FIGURE 8 APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL AI SOLUTIONS/SERVICES/HARDWARE IN CYBERSECURITY 80

FIGURE 9 APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL AI SOLUTIONS/SERVICES/HARDWARE IN CYBERSECURITY 80

FIGURE 10 APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARES OF AI IN CYBERSECURITY DERIVED THROUGH OVERALL AI IN CYBERSECURITY SPENDING 81

2.4 DATA TRIANGULATION 82

FIGURE 11 AI IN CYBERSECURITY MARKET: DATA TRIANGULATION 82

2.5 STUDY ASSUMPTIONS 83

2.6 STUDY LIMITATIONS 85

2.7 IMPACT OF RECESSION ON GLOBAL AI IN CYBERSECURITY MARKET 85

TABLE 4 RECESSION IMPACT ON AI IN CYBERSECURITY MARKET 86

3 EXECUTIVE SUMMARY 87

TABLE 5 GLOBAL AI IN CYBERSECURITY MARKET AND GROWTH RATE, 2019–2022 (USD MILLION Y-O-Y) 89

TABLE 6 GLOBAL AI IN CYBERSECURITY MARKET AND GROWTH RATE, 2023–2028 (USD MILLION Y-O-Y) 89

FIGURE 12 AI SOLUTIONS TO ACCOUNT FOR LARGEST OFFERING MARKET IN CYBERSECURITY IN 2023 89

FIGURE 13 ACCELERATORS TO ACCOUNT FOR LARGEST HARDWARE OFFERING MARKET IN CYBERSECURITY IN 2023 90

FIGURE 14 MICROPROCESSING UNITS TO WITNESS HIGHEST DEMAND AMONG PROCESSORS IN CYBERSECURITY MARKET IN 2023 90

FIGURE 15 AI SOFTWARE TO BE LARGER SOLUTIONS MARKET THAN AI PLATFORMS IN CYBERSECURITY MARKET IN 2023 91

FIGURE 16 STANDALONE SOFTWARE TO BE LARGER MARKET THAN INTEGRATED SOFTWARE IN 2023 91

FIGURE 17 MACHINE LEARNING FRAMEWORK TO ACCOUNT FOR LARGER PLATFORM MARKET IN 2023 91

FIGURE 18 CLOUD DEPLOYMENT OF AI SOLUTIONS IN CYBERSECURITY TO ACCOUNT FOR LARGER MARKET IN 2023 92

FIGURE 19 PROFESSIONAL AI SERVICES TO LEAD OVER MANAGED AI SERVICES IN CYBERSECURITY IN 2023 92

FIGURE 20 CONSULTING SERVICES TO ACCOUNT FOR LARGEST PROFESSIONAL SERVICES MARKET IN 2023 93

FIGURE 21 AI DEPLOYMENT TO BE HIGHEST IN INFRASTRUCTURE SECURITY IN 2023 93

FIGURE 22 NETWORK SECURITY TO BE LARGEST INFRASTRUCTURE SECURITY USE OF AI IN 2023 94

FIGURE 23 MACHINE LEARNING TO DOMINATE MARKET AMONG AI TECHNOLOGIES IN CYBERSECURITY IN 2023 94

FIGURE 24 DEEP LEARNING SEGMENT TO DOMINATE MARKET AMONG MACHINE LEARNING TECHNOLOGIES IN CYBERSECURITY IN 2023 95

FIGURE 25 TEXT ANALYSIS TO BE LARGEST NATURAL LANGUAGE PROCESSING TECHNOLOGY DEPLOYED IN CYBERSECURITY IN 2023 95

FIGURE 26 AUTOMATED THREAT INTELLIGENCE TO BE LARGEST AMONG CONTEXT-AWARE COMPUTING TECHNOLOGIES IN CYBERSECURITY IN 2023 96

FIGURE 27 IMAGE RECOGNITION TO BE LARGEST COMPUTER VISION TECHNOLOGY IN CYBERSECURITY IN 2023 96

FIGURE 28 IDENTITY & ACCESS MANAGEMENT TO BE LARGEST APPLICATION OF AI IN CYBERSECURITY MARKET IN 2023 97

FIGURE 29 IT/ITES SEGMENT TO BE LARGEST VERTICAL MARKET FOR AI IN CYBERSECURITY IN 2023 97

FIGURE 30 AUTOMOTIVE VERTICAL TO GROW AT HIGHEST CAGR IN 2023 98

FIGURE 31 NORTH AMERICA TO BE LARGEST AND ASIA PACIFIC TO GROW AT HIGHEST CAGR IN AI IN CYBERSECURITY MARKET IN 2023 98

4 PREMIUM INSIGHTS 99

4.1 ATTRACTIVE OPPORTUNITIES FOR AI IN CYBERSECURITY MARKET PLAYERS 99

FIGURE 32 ASIA PACIFIC TO GROW AT HIGHEST CAGR IN ARTIFICIAL INTELLIGENCE IN CYBERSECURITY MARKET DURING 2023–2028 99

4.2 AI IN CYBERSECURITY MARKET: TOP THREE APPLICATIONS 99

FIGURE 33 IDENTITY & ACCESS MANAGEMENT APPLICATION MARKET TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 99

4.3 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY OFFERING AND KEY VERTICAL 100

FIGURE 34 SOLUTION OFFERINGS AND IT/ITES VERTICAL TO ACCOUNT FOR LARGEST RESPECTIVE SEGMENTAL SHARES IN NORTH AMERICA IN 2023 100

4.4 AI IN CYBERSECURITY MARKET, BY REGION 100

FIGURE 35 NORTH AMERICA TO ACCOUNT FOR LARGEST REGION-WISE MARKET SHARE IN 2023 100

5 MARKET OVERVIEW AND INDUSTRY TRENDS 101

5.1 INTRODUCTION 101

5.2 MARKET DYNAMICS 101

FIGURE 36 AI IN CYBERSECURITY MARKET DYNAMICS 101

5.2.1 DRIVERS 102

5.2.1.1 Growth in adoption of IoT and increase in number of connected devices 102

5.2.1.2 Increase in instances of cyber threats 102

5.2.1.3 Rise in concerns regarding data protection 102

5.2.1.4 Increase in vulnerability of Wi-Fi networks to security threats 103

5.2.2 RESTRAINTS 103

5.2.2.1 Inability of AI to stop zero-day and advanced threats 103

5.2.2.2 Rise in insider cyber threats 103

5.2.3 OPPORTUNITIES 104

5.2.3.1 Growth in need for cloud-based security solutions among SMEs 104

5.2.3.2 Increase in use of social media for business functions 104

5.2.3.3 Zero trust framework providing advanced security 104

5.2.4 CHALLENGES 104

5.2.4.1 Limited number of cybersecurity and AI professionals 104

5.2.4.2 Lack of interoperability with existing information systems 105

5.2.4.3 Shortcomings of AI 105

5.3 TECHNOLOGY ANALYSIS 106

5.3.1 KEY TECHNOLOGY 106

5.3.1.1 Generative AI 106

5.3.1.2 Blockchain 106

5.3.1.3 Predictive Analytics 106

5.3.2 COMPLEMENTARY TECHNOLOGY 107

5.3.2.1 Tokenization 107

5.3.2.2 Cloud Computing 107

5.3.2.3 AR/VR 107

5.3.3 ADJACENT TECHNOLOGY 107

5.3.3.1 Quantum Computing 107

5.3.3.2 IoT 108

5.3.3.3 Big Data 108

5.3.3.4 5G 108

5.4 CASE STUDY ANALYSIS 109

5.4.1 BFSI 109

5.4.1.1 Cargills Bank implemented IBM QRadar SIEM 109

5.4.2 IT/ITES 110

5.4.2.1 Infosys offered Infrastructure Security Endpoint Management (ISEM) for investment giant 110

5.4.3 ENERGY & UTILITIES 110

5.4.3.1 Siemens used Amazon Web Services (AWS) to build data analytics platform 110

5.4.4 TELECOMMUNICATIONS 111

5.4.4.1 Fortune 500 TELCO used snorkel flow for classifying encrypted network data flows 111

5.4.5 GOVERNMENT & DEFENSE 112

5.4.5.1 US government agency used Snorkel Flow for application classification and network attack detection 112

5.5 EVOLUTION OF AI IN CYBERSECURITY MARKET 113

FIGURE 37 EVOLUTION OF AI IN CYBERSECURITY MARKET 113

5.5.1 TURING, MACHINES, AND THEORETICAL FOUNDATIONS 113

5.5.2 EARLY DAYS OF COMPUTING 114

5.5.3 EXPERT SYSTEMS 114

5.5.4 MACHINE LEARNING EVOLUTION 114

5.5.5 DEEP LEARNING AND NEURAL NETWORKS 114

5.5.6 RECENT DEVELOPMENTS IN LARGE LANGUAGE MODELS 114

5.5.7 EMERGENCE OF QUANTUM COMPUTING 115

5.5.8 FUTURE AHEAD 115

5.6 ECOSYSTEM/MARKET MAP 115

TABLE 7 ROLE OF PLAYERS IN AI IN CYBERSECURITY 115

FIGURE 38 KEY PLAYERS IN AI IN CYBERSECURITY MARKET ECOSYSTEM 117

5.7 TARIFF & REGULATORY LANDSCAPE 117

5.7.1 TARIFFS RELATED TO AI IN CYBERSECURITY 117

TABLE 8 TARIFFS RELATED TO AI IN CYBERSECURITY MARKET, 2022 117

5.7.2 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 118

TABLE 9 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 118

TABLE 10 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 119

TABLE 11 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 121

TABLE 12 ROW: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 121

5.7.2.1 North America 122

5.7.2.1.1 US 122

5.7.2.1.1.1 California Consumer Privacy Act (CCPA) 122

5.7.2.1.1.2 Health Insurance Portability and Accountability Act (HIPAA) 122

5.7.2.1.1.3 Artificial Intelligence Risk Management Framework 1.0 (RMF) 122

5.7.2.1.2 Canada 122

5.7.2.1.2.1 Public Safety Canada Regulation 122

5.7.2.2 Europe 122

5.7.2.2.1 General Data Protection Regulation (GDPR) 122

5.7.2.2.2 EU Regulatory Framework for AI 123

5.7.2.3 Asia Pacific 123

5.7.2.3.1 South Korea 123

5.7.2.3.1.1 Personal Information Protection Act (PIPA) 123

5.7.2.3.2 China 123

5.7.2.3.3 India 123

5.7.2.4 Middle East & Africa 123

5.7.2.4.1 UAE 123

5.7.2.4.1.1 UAE AI Regulations 123

5.7.2.4.2 KSA 124

5.7.2.4.2.1 Saudi Arabia AI Strategy 124

5.7.2.4.3 Bahrain 124

5.7.2.4.3.1 Bahrain AI Ethics Framework 124

5.7.2.5 Latin America 124

5.7.2.5.1 Brazil 124

5.7.2.5.2 Mexico 124

5.8 VALUE CHAIN ANALYSIS 124

FIGURE 39 AI IN CYBERSECURITY: VALUE CHAIN ANALYSIS 125

5.8.1 RESEARCH, DESIGN, AND DEVELOPMENT 125

5.8.2 COMPONENT PROVIDERS 125

5.8.3 SYSTEM INTEGRATORS 126

5.8.4 MARKETING AND SALES EXECUTIVES 126

5.8.5 END-USER INDUSTRIES 126

5.8.6 SERVICE PROVIDERS 126

5.9 PORTER’S FIVE FORCES ANALYSIS 126

TABLE 13 PORTER’S FIVE FORCES IMPACT ON AI IN CYBERSECURITY 127

FIGURE 40 PORTER’S FIVE FORCES ANALYSIS 127

5.9.1 THREAT FROM NEW ENTRANTS 128

5.9.2 THREAT FROM SUBSTITUTES 128

5.9.3 BARGAINING POWER OF SUPPLIERS 128

5.9.4 BARGAINING POWER OF BUYERS 128

5.9.5 INTENSITY OF COMPETITIVE RIVALRY 129

5.10 KEY CONFERENCES & EVENTS 129

TABLE 14 DETAILED LIST OF CONFERENCE & EVENTS, 2023–2024 129

5.11 KEY STAKEHOLDERS AND BUYING CRITERIA 131

5.11.1 KEY STAKEHOLDERS IN BUYING PROCESS 131

FIGURE 41 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS 131

TABLE 15 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS 131

5.11.2 BUYING CRITERIA 132

FIGURE 42 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 132

TABLE 16 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 132

5.12 PRICING ANALYSIS 133

5.12.1 INDICATIVE PRICING ANALYSIS, BY AI IN CYBERSECURITY VENDORS 133

TABLE 17 INDICATIVE PRICING LEVELS OF AI IN CYBERSECURITY VENDORS, BY SOLUTION 133

5.12.2 AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY HARDWARE 134

FIGURE 43 AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY HARDWARE (USD) 134

TABLE 18 AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY HARDWARE (USD) 134

5.13 PATENT ANALYSIS 135

5.13.1 METHODOLOGY 135

5.13.2 PATENTS FILED, BY DOCUMENT TYPE 135

TABLE 19 PATENTS FILED, 2013–2023 135

5.13.3 INNOVATION AND PATENT APPLICATIONS 136

FIGURE 44 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2013–2023 136

5.13.3.1 Top 10 applicants in AI in cybersecurity 136

FIGURE 45 TOP 10 APPLICANTS IN AI IN CYBERSECURITY, 2013–2023 136

FIGURE 46 REGIONAL ANALYSIS OF PATENTS GRANTED 137

TABLE 20 TOP 20 PATENT OWNERS IN AI IN CYBERSECURITY, 2013–2023 137

TABLE 21 LIST OF FEW PATENTS IN AI IN CYBERSECURITY MARKET, 2023 138

5.14 TRADE ANALYSIS 142

5.14.1 IMPORT SCENARIO OF AUTOMATED DATA PROCESSING MACHINES AND UNITS 142

FIGURE 47 AUTOMATED DATA PROCESSING MACHINES AND UNITS OF IMPORT, BY KEY COUNTRY, 2015–2022 (USD BILLION) 144

5.14.2 EXPORT SCENARIO OF AUTOMATED DATA PROCESSING MACHINES AND UNITS 144

FIGURE 48 AUTOMATED DATA PROCESSING MACHINE AND UNITS OF EXPORT, BY KEY COUNTRY, 2015–2022 (USD BILLION) 146

5.15 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESS 146

FIGURE 49 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESS 146

5.16 BEST PRACTICES IN AI IN CYBERSECURITY MARKET 147

TABLE 22 BEST PRACTICES IN AI IN CYBERSECURITY MARKETS 147

5.17 TECHNOLOGY ROADMAP OF AI IN CYBERSECURITY MARKET 148

TABLE 23 SHORT-TERM ROADMAP, 2023–2025 148

TABLE 24 MID-TERM ROADMAP, 2026–2028 149

TABLE 25 LONG-TERM ROADMAP, 2029–2030 149

5.18 BUSINESS MODELS OF AI IN CYBERSECURITY MARKET 150

FIGURE 50 BUSINESS MODELS OF AI IN CYBERSECURITY MARKET 150

6 AI IN CYBERSECURITY MARKET, BY OFFERING 152

6.1 INTRODUCTION 153

6.1.1 OFFERING: AI IN CYBERSECURITY MARKET DRIVERS 153

FIGURE 51 SOLUTIONS TO LEAD IN AI IN CYBERSECURITY MARKET DURING FORECAST PERIOD 154

TABLE 26 AI IN CYBERSECURITY MARKET, BY OFFERING, 2019–2022 (USD MILLION) 154

TABLE 27 AI IN CYBERSECURITY MARKET, BY OFFERING, 2023–2028 (USD MILLION) 154

6.2 HARDWARE 155

6.2.1 HARDWARE INNOVATIONS PIVOTAL IN FORTIFYING AI-POWERED CYBERSECURITY SOLUTIONS 155

FIGURE 52 ACCELERATORS TO DOMINATE AI HARDWARE IN CYBERSECURITY MARKET DURING FORECAST PERIOD 155

TABLE 28 AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 155

TABLE 29 AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 156

TABLE 30 AI HARDWARE IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 156

TABLE 31 AI HARDWARE IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 156

6.2.2 ACCELERATORS 157

6.2.2.1 Rise in demand for faster processing in AI applications 157

TABLE 32 AI ACCELERATORS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 157

TABLE 33 AI ACCELERATORS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 157

6.2.3 PROCESSORS 158

6.2.3.1 Rise in trends in AI hardware: GPUs leading, FPGAs competing, and emergence of neuromorphic chips 158

FIGURE 53 MICROPROCESSING UNIT (MPU) TO BE LARGEST IN AI PROCESSORS IN CYBERSECURITY MARKET DURING FORECAST PERIOD 158

TABLE 34 AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 159

TABLE 35 AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 159

TABLE 36 AI PROCESSORS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 159

TABLE 37 AI PROCESSORS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 160

6.2.3.2 MPU 161

TABLE 38 AI MPU IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 161

TABLE 39 AI MPU IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 161

6.2.3.3 GPU 161

TABLE 40 AI GPU IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 162

TABLE 41 AI GPU IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 162

6.2.3.4 FPGA 162

TABLE 42 AI FPGA IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 162

TABLE 43 AI FPGA IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 163

6.2.3.5 ASIC 163

TABLE 44 AI ASIC IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 163

TABLE 45 AI ASIC IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 163

6.2.3.6 TPU 164

TABLE 46 AI TPU IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 164

TABLE 47 AI TPU IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 164

6.2.3.7 Other processors 164

TABLE 48 OTHER AI PROCESSORS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 165

TABLE 49 OTHER AI PROCESSORS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 165

6.2.4 STORAGE 165

6.2.4.1 Memory solutions to help store large volumes of data 165

TABLE 50 AI STORAGE IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 166

TABLE 51 AI STORAGE IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 166

6.2.5 NETWORK 166

6.2.5.1 High-bandwidth networks to enable ultrafast communication between CPUs and GPUs 166

TABLE 52 AI NETWORKS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 167

TABLE 53 AI NETWORKS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 167

6.3 SOLUTIONS 167

6.3.1 RISE IN CYBERSECURITY FLEXIBILITY THROUGH STRATEGIC INTEGRATION OF AI SOLUTIONS 167

FIGURE 54 SOFTWARE TO DOMINATE AI SOLUTIONS IN CYBERSECURITY MARKET DURING FORECAST PERIOD 168

TABLE 54 AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 168

TABLE 55 AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 168

TABLE 56 AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 168

TABLE 57 AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 169

6.3.2 AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE 169

6.3.2.1 Software 169

6.3.2.1.1 AI-infused software to drive growth in cybersecurity solutions to counteract rise in cyber threats 169

FIGURE 55 INTEGRATED SOLUTIONS TO BE LARGER AI SOLUTIONS IN CYBERSECURITY MARKET DURING FORECAST PERIOD 169

TABLE 58 AI SOFTWARE IN CYBERSECURITY MARKET, 2019–2022 (USD MILLION) 170

TABLE 59 AI SOFTWARE IN CYBERSECURITY MARKET, 2023–2028 (USD MILLION) 170

TABLE 60 AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 170

TABLE 61 AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 170

6.3.2.1.2 Standalone 171

TABLE 62 STANDALONE AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 171

TABLE 63 STANDALONE AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 171

6.3.2.1.3 Integrated 171

TABLE 64 INTEGRATED AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 172

TABLE 65 INTEGRATED AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 172

6.3.2.2 Platforms 172

6.3.2.2.1 Rapid adoption of AI platforms, including Machine Learning and Deep Learning, to safeguard sensitive data 172

FIGURE 56 MACHINE LEARNING FRAMEWORK TO DOMINATE AI PLATFORMS IN CYBERSECURITY MARKET DURING FORECAST PERIOD 173

TABLE 66 AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 173

TABLE 67 AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 173

TABLE 68 AI PLATFORMS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 174

TABLE 69 AI PLATFORMS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 174

6.3.2.2.2 Application Program Interface (API) 174

TABLE 70 APPLICATION PROGRAM INTERFACE (API) IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 174

TABLE 71 APPLICATION PROGRAM INTERFACE (API) IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 175

6.3.2.2.3 Machine learning framework 175

TABLE 72 AI MACHINE LEARNING FRAMEWORK IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 175

TABLE 73 AI MACHINE LEARNING FRAMEWORK IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 176

6.3.3 AI IN CYBERSECURITY MARKET FOR SOLUTIONS, BY DEPLOYMENT MODE 176

FIGURE 57 CLOUD-BASED DEPLOYMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 176

TABLE 74 AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2019–2022 (USD MILLION) 177

TABLE 75 AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION) 177

6.3.3.1 On-premises 177

6.3.3.1.1 Full control of platforms, applications, systems, and data available on-premises 177

TABLE 76 ON-PREMISE AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 178

TABLE 77 ON-PREMISE AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 178

6.3.3.2 Cloud 178

6.3.3.2.1 Cost-effectiveness of cloud-based solutions to be advantageous 178

TABLE 78 CLOUD-BASED AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 179

TABLE 79 CLOUD-BASED AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 179

6.4 SERVICES 180

FIGURE 58 PROFESSIONAL SERVICES TO LEAD IN AI SERVICES IN CYBERSECURITY MARKET DURING FORECAST PERIOD 180

TABLE 80 AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 180

TABLE 81 AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 180

TABLE 82 AI SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 181

TABLE 83 AI SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 181

6.4.1 PROFESSIONAL SERVICES 181

6.4.1.1 Surge in AI-powered professional services for enhanced threat detection and incident response 181

FIGURE 59 CONSULTING SERVICES TO LEAD AMONG PROFESSIONAL AI SERVICES IN CYBERSECURITY DURING FORECAST PERIOD 182

TABLE 84 AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 182

TABLE 85 AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 182

TABLE 86 AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 183

TABLE 87 AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 183

6.4.1.2 Consulting services 183

TABLE 88 AI CONSULTING SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 184

TABLE 89 AI CONSULTING SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 184

6.4.1.3 Deployment & integration 184

TABLE 90 AI DEPLOYMENT & INTEGRATION SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 185

TABLE 91 AI DEPLOYMENT & INTEGRATION SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 185

6.4.1.4 Support & maintenance 185

TABLE 92 AI SUPPORT & MAINTENANCE SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 185

TABLE 93 AI SUPPORT & MAINTENANCE SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 186

6.4.2 MANAGED SERVICES 186

6.4.2.1 AI integration to amplify managed cybersecurity services for enhanced threat management and response 186

TABLE 94 AI MANAGED SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 186

TABLE 95 AI MANAGED SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 187

7 AI IN CYBERSECURITY MARKET, BY SECURITY TYPE 188

7.1 INTRODUCTION 189

7.1.1 SECURITY TYPE: AI IN CYBERSECURITY MARKET DRIVERS 189

FIGURE 60 INFRASTRUCTURE SECURITY TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 190

TABLE 96 AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2019–2022 (USD MILLION) 190

TABLE 97 AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2023–2028 (USD MILLION) 190

7.2 INFRASTRUCTURE SECURITY 191

7.2.1 APPLICATION OF AI TO PROTECT DATA FROM NUMEROUS THREATS 191

FIGURE 61 NETWORK SECURITY TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 191

TABLE 98 AI IN CYBERSECURITY MARKET, BY INFRASTRUCTURE SECURITY, 2019–2022 (USD MILLION) 191

TABLE 99 AI IN CYBERSECURITY MARKET, BY INFRASTRUCTURE SECURITY, 2023–2028 (USD MILLION) 192

TABLE 100 AI IN INFRASTRUCTURE SECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 192

TABLE 101 AI IN INFRASTRUCTURE SECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 192

7.2.2 NETWORK SECURITY 193

7.2.2.1 Strengthening corporate networks with advanced cybersecurity measures and integration of AI 193

TABLE 102 AI IN NETWORK SECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 193

TABLE 103 AI IN NETWORK SECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 193

7.2.3 ENDPOINT SECURITY 194

7.2.3.1 Real-time threat detection, prevention, and response to network devices 194

TABLE 104 AI IN ENDPOINT SECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 194

TABLE 105 AI IN ENDPOINT SECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 194

7.2.4 CLOUD SECURITY 195

7.2.4.1 Complete threat protection against ransomware, internal email risks, and file-sharing risks 195

TABLE 106 AI IN CLOUD SECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 195

TABLE 107 AI IN CLOUD SECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 196

7.2.5 OTHER INFRASTRUCTURE SECURITY TYPES 196

TABLE 108 AI IN OTHER INFRASTRUCTURE SECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 196

TABLE 109 AI IN OTHER INFRASTRUCTURE SECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 197

7.3 DATA SECURITY 197

7.3.1 POTENTIAL FOR PRIVACY INFRINGEMENT WITH AI IDENTIFYING DATA PATTERNS, DELIVERING ACTIONABLE GUIDANCE, AND AUTONOMOUS THREAT MITIGATION 197

TABLE 110 AI IN DATA SECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 197

TABLE 111 AI IN DATA SECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 198

7.4 APPLICATION SECURITY 198

7.4.1 RELIANCE ON NETWORK SECURITY AND NEGLECTING APPLICATIONS TO CREATE SECURITY GAP, MAKING ORGANIZATIONS SUSCEPTIBLE TO ATTACKS 198

TABLE 112 AI IN APPLICATION SECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 199

TABLE 113 AI IN APPLICATION SECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 199

7.5 OTHER SECURITY TYPES 199

TABLE 114 AI IN OTHER SECURITY TYPES MARKET, BY REGION, 2019–2022 (USD MILLION) 200

TABLE 115 AI IN OTHER SECURITY TYPES MARKET, BY REGION, 2023–2028 (USD MILLION) 200

8 AI IN CYBERSECURITY MARKET, BY TECHNOLOGY 201

8.1 INTRODUCTION 202

8.1.1 TECHNOLOGY: AI IN CYBERSECURITY MARKET DRIVERS 202

FIGURE 62 MACHINE LEARNING TO LEAD AI IN CYBERSECURITY MARKET DURING FORECAST PERIOD 203

TABLE 116 AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 203

TABLE 117 AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 203

8.2 MACHINE LEARNING 204

8.2.1 MACHINE LEARNING TO HELP BUSINESSES DEAL WITH LARGE VOLUMES OF DATA 204

FIGURE 63 DEEP LEARNING TO LEAD AI IN CYBERSECURITY MARKET DURING FORECAST PERIOD 204

TABLE 118 MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 204

TABLE 119 MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 205

TABLE 120 MACHINE LEARNING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 205

TABLE 121 MACHINE LEARNING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 205

8.2.2 DEEP LEARNING 206

TABLE 122 DEEP LEARNING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 206

TABLE 123 DEEP LEARNING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 206

8.2.2.1 Convolutional neural networks (CNN) 207

8.2.2.2 Recurrent neural networks (RNN) 207

8.2.2.3 Generative AI 207

8.2.2.3.1 Generative adversarial networks (GAI) 207

8.2.2.3.2 Variational autoencoders 208

8.2.2.3.3 Transformative AI 208

8.2.2.3.4 Other deep learning technologies 208

8.2.3 SUPERVISED LEARNING 208

8.2.3.1 Crucial role in threat detection and mitigation 208

TABLE 124 SUPERVISED LEARNING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 209

TABLE 125 SUPERVISED LEARNING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 209

8.2.4 UNSUPERVISED LEARNING 209

8.2.4.1 Using unsupervised learning for advanced cyber threat detection 209

TABLE 126 UNSUPERVISED LEARNING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 210

TABLE 127 UNSUPERVISED LEARNING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 210

8.2.5 REINFORCEMENT LEARNING 210

8.2.5.1 Impact and efficiency of reinforcement learning in adaptive defense strategies 210

TABLE 128 REINFORCEMENT LEARNING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 211

TABLE 129 REINFORCEMENT LEARNING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 211

8.2.6 NEURAL NETWORKS 211

TABLE 130 NEURAL NETWORKS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 212

TABLE 131 NEURAL NETWORKS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 212

8.3 NATURAL LANGUAGE PROCESSING 212

8.3.1 REAL-TIME TRANSLATION AND DEVELOPMENT OF SYSTEMS TO INTERACT THROUGH DIALOGUES 212

FIGURE 64 TEXT ANALYSIS IN NLP TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 213

TABLE 132 NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 213

TABLE 133 NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 214

TABLE 134 NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 214

TABLE 135 NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 214

8.3.1.1 Text analysis 215

TABLE 136 TEXT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 215

TABLE 137 TEXT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 215

8.3.1.2 Chatbot analysis 215

TABLE 138 CHATBOT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 216

TABLE 139 CHATBOT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 216

8.3.1.3 Sentiment analysis 216

TABLE 140 SENTIMENT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 217

TABLE 141 SENTIMENT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 217

8.3.1.4 Natural language generation 217

TABLE 142 NATURAL LANGUAGE GENERATION (NLG) IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 218

TABLE 143 NATURAL LANGUAGE GENERATION (NLG) IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 218

8.3.1.5 Named entity recognition 218

TABLE 144 NAMED ENTITY RECOGNITION (NER) IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 219

TABLE 145 NAMED ENTITY RECOGNITION (NER) IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 219

8.3.1.6 Natural language understanding 219

TABLE 146 NATURAL LANGUAGE UNDERSTANDING (NLU) IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 220

TABLE 147 NATURAL LANGUAGE UNDERSTANDING (NLU) IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 220

8.4 CONTEXT-AWARE COMPUTING 220

8.4.1 DEVELOPMENT OF SOPHISTICATED HARD AND SOFT SENSORS 220

FIGURE 65 AUTOMATION & ORCHESTRATION IN CONTEXT-AWARE COMPUTING TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 221

TABLE 148 CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 221

TABLE 149 CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 221

TABLE 150 CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 222

TABLE 151 CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 222

8.4.1.1 Automated threat intelligence 222

TABLE 152 AUTOMATED THREAT INTELLIGENCE IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 223

TABLE 153 AUTOMATED THREAT INTELLIGENCE IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 223

8.4.1.2 Threat hunting 223

TABLE 154 AI THREAT HUNTING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 224

TABLE 155 AI THREAT HUNTING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 224

8.4.1.3 Automation & orchestration 224

TABLE 156 AI AUTOMATION & ORCHESTRATION IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 225

TABLE 157 AI AUTOMATION & ORCHESTRATION IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 225

8.4.1.3.1 Security Orchestration, Automation, and Response (SOAR) 225

8.4.1.3.2 Robotic Process Automation (RPA) 225

8.5 COMPUTER VISION 226

FIGURE 66 OBJECT DETECTION IN COMPUTER VISION TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 226

TABLE 158 AI COMPUTER VISION IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 226

TABLE 159 AI COMPUTER VISION IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 227

TABLE 160 AI COMPUTER VISION IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 227

TABLE 161 AI COMPUTER VISION IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 227

8.5.1 IMAGE RECOGNITION 228

TABLE 162 AI IMAGE RECOGNITION IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 228

TABLE 163 AI IMAGE RECOGNITION IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 228

8.5.2 OBJECT DETECTION 229

TABLE 164 AI OBJECT DETECTION IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 229

TABLE 165 AI OBJECT DETECTION IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 229

8.5.3 ANOMALY DETECTION 229

TABLE 166 ANOMALY DETECTION IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 230

TABLE 167 ANOMALY DETECTION IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 230

8.5.4 VIDEO ANALYSIS 230

TABLE 168 AI VIDEO ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 230

TABLE 169 AI VIDEO ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 231

8.5.5 FACIAL RECOGNITION 231

TABLE 170 FACIAL RECOGNITION IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 231

TABLE 171 FACIAL RECOGNITION IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 232

8.5.6 SECURITY SURVEILLANCE OPTIMIZATION 232

TABLE 172 SECURITY SURVEILLANCE OPTIMIZATION IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 232

TABLE 173 SECURITY SURVEILLANCE OPTIMIZATION IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 233

9 AI IN CYBERSECURITY MARKET, BY APPLICATION 234

9.1 INTRODUCTION 235

FIGURE 67 IDENTITY & ACCESS MANAGEMENT TO ACCOUNT FOR LARGEST SHARE OF MARKET DURING FORECAST PERIOD 236

TABLE 174 AI IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 236

TABLE 175 AI IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 237

9.2 IDENTITY & ACCESS MANAGEMENT 237

9.2.1 INCREASE IN THREAT OF DATA BREACHES DUE TO INSIDER ATTACKS 237

TABLE 176 AI IN CYBERSECURITY MARKET IN IDENTITY & ACCESS MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2019–2022 (USD MILLION) 238

TABLE 177 AI IN CYBERSECURITY MARKET IN IDENTITY & ACCESS MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2023–2028 (USD MILLION) 238

TABLE 178 AI IN CYBERSECURITY MARKET IN IDENTITY & ACCESS MANAGEMENT APPLICATIONS, BY REGION, 2019–2022 (USD MILLION) 238

TABLE 179 AI IN CYBERSECURITY MARKET IN IDENTITY & ACCESS MANAGEMENT APPLICATIONS, BY REGION, 2023–2028 (USD MILLION) 239

9.2.2 ACCESS POLICY ENFORCEMENT 239

9.2.3 USER PROVISIONING & DEPROVISIONING 239

9.2.4 SINGLE SIGN-ON (SSO) 239

9.2.5 IDENTITY GOVERNANCE & ADMINISTRATION (IGA) 240

9.2.6 MULTI-FACTOR AUTHENTICATION (MFA) 240

9.2.7 OTHER IDENTITY & ACCESS MANAGEMENT APPLICATIONS 240

9.3 RISK & COMPLIANCE MANAGEMENT 240

9.3.1 INCREASE IN NEED FOR INTERNAL AUDIT FEATURES AND REGULATORY COMPLIANCE MANDATES 240

TABLE 180 AI IN CYBERSECURITY MARKET IN RISK & COMPLIANCE MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2019–2022 (USD MILLION) 241

TABLE 181 AI IN CYBERSECURITY MARKET IN RISK & COMPLIANCE MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2023–2028 (USD MILLION) 241

TABLE 182 AI IN CYBERSECURITY MARKET IN RISK & COMPLIANCE MANAGEMENT APPLICATIONS, BY REGION, 2019–2022 (USD MILLION) 242

TABLE 183 AI IN CYBERSECURITY MARKET IN RISK & COMPLIANCE MANAGEMENT APPLICATIONS, BY REGION, 2023–2028 (USD MILLION) 242

9.3.2 AUTOMATED COMPLIANCE AUDITING 242

9.3.3 AUDIT TRAIL GENERATION 242

9.3.4 REGULATORY COMPLIANCE REPORTING 243

9.3.5 THREAT MODELING 243

9.3.6 INCIDENT RESPONSE PLANNING 243

9.3.7 OTHER RISK & COMPLIANCE MANAGEMENT APPLICATIONS 243

9.4 DATA LOSS PREVENTION 243

9.4.1 STRICT IMPLEMENTATION OF GOVERNMENT REGULATIONS AND LAWS 243

TABLE 184 AI IN CYBERSECURITY MARKET IN DATA LOSS PREVENTION APPLICATIONS, BY SUBAPPLICATION, 2019–2022 (USD MILLION) 244

TABLE 185 AI IN CYBERSECURITY MARKET IN DATA LOSS PREVENTION APPLICATIONS, BY SUBAPPLICATION, 2023–2028 (USD MILLION) 244

TABLE 186 AI IN CYBERSECURITY MARKET IN DATA LOSS PREVENTION APPLICATIONS, BY REGION, 2019–2022 (USD MILLION) 245

TABLE 187 AI IN CYBERSECURITY MARKET IN DATA LOSS PREVENTION APPLICATIONS, BY REGION, 2023–2028 (USD MILLION) 245

9.4.2 DATA ENCRYPTION & TOKENIZATION 245

9.4.3 CONTENT DISCOVERY & CLASSIFICATION 245

9.4.4 USER ACTIVITY MONITORING 246

9.4.5 INSIDER THREAT DETECTION 246

9.4.6 DATA LEAK DETECTION 246

9.4.7 OTHER DATA LOSS PREVENTION APPLICATIONS 246

9.5 UNIFIED THREAT MANAGEMENT 247

9.5.1 PROVISION OF MULTIPLE SECURITY FUNCTIONS TO PROTECT ENTERPRISES FROM EVOLVING CYBER THREATS 247

TABLE 188 AI IN CYBERSECURITY MARKET IN UNIFIED THREAT MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2019–2022 (USD MILLION) 247

TABLE 189 AI IN CYBERSECURITY MARKET IN UNIFIED THREAT MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2023–2028 (USD MILLION) 247

TABLE 190 AI IN CYBERSECURITY MARKET IN UNIFIED THREAT MANAGEMENT APPLICATIONS, BY REGION, 2019–2022 (USD MILLION) 248

TABLE 191 AI IN CYBERSECURITY MARKET IN UNIFIED THREAT MANAGEMENT APPLICATIONS, BY REGION, 2023–2028 (USD MILLION) 248

9.5.2 NETWORK MONITORING & REPORTING 248

9.5.3 BANDWIDTH MANAGEMENT 248

9.5.4 GATEWAY ANTIVIRUS 249

9.5.5 BOT IDENTIFICATION 249

9.5.6 SPAM FILTERING 249

9.5.7 OTHER UNIFIED THREAT MANAGEMENT APPLICATIONS 249

9.6 SECURITY & VULNERABILITY MANAGEMENT 250

9.6.1 GROWTH IN VOLUME OF DATA AND RISE IN ADOPTION OF BYOD TREND 250

TABLE 192 AI IN CYBERSECURITY MARKET IN SECURITY & VULNERABILITY MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2019–2022 (USD MILLION) 250

TABLE 193 AI IN CYBERSECURITY MARKET IN SECURITY & VULNERABILITY MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2023–2028 (USD MILLION) 251

TABLE 194 AI IN CYBERSECURITY MARKET IN SECURITY & VULNERABILITY MANAGEMENT APPLICATIONS, BY REGION, 2019–2022 (USD MILLION) 251

TABLE 195 AI IN CYBERSECURITY MARKET IN SECURITY & VULNERABILITY MANAGEMENT APPLICATIONS, BY REGION, 2023–2028 (USD MILLION) 251

9.6.2 PATCH MANAGEMENT 252

9.6.3 VULNERABILITY SCANNING & ASSESSMENT 252

9.6.4 SECURITY INFORMATION & EVENT MANAGEMENT (SIEM) 252

9.6.5 BREACH RISK PREDICTION 252

9.6.6 CONFIGURATION MANAGEMENT 252

9.6.7 OTHER SECURITY & VULNERABILITY MANAGEMENT APPLICATIONS 253

9.7 FRAUD DETECTION 253

9.7.1 NEED FOR ROBUST INFRASTRUCTURE WITH HIGH-PERFORMANCE COMPUTING AND SCALABILITY 253

TABLE 196 AI IN CYBERSECURITY MARKET IN FRAUD DETECTION APPLICATIONS, BY SUBAPPLICATION, 2019–2022 (USD MILLION) 253

TABLE 197 AI IN CYBERSECURITY MARKET IN FRAUD DETECTION APPLICATIONS, BY SUBAPPLICATION, 2023–2028 (USD MILLION) 254

TABLE 198 AI IN CYBERSECURITY MARKET IN FRAUD DETECTION APPLICATIONS, BY REGION, 2019–2022 (USD MILLION) 254

TABLE 199 AI IN CYBERSECURITY MARKET IN FRAUD DETECTION APPLICATIONS, BY REGION, 2023–2028 (USD MILLION) 254

9.7.2 ENDPOINT DETECTION & RESPONSE (EDR) 255

9.7.3 PATTERN RECOGNITION 255

9.7.4 TRANSACTION MONITORING 255

9.7.5 GEOLOCATION ANALYSIS 255

9.7.6 PHISHING DETECTION 255

9.7.7 OTHER FRAUD DETECTION APPLICATIONS 255

9.8 INTRUSION DETECTION/PREVENTION SYSTEM 256

9.8.1 NEED TO MONITOR NETWORK ACROSS ENTERPRISES FOR SUSPICIOUS ACTIVITY 256

TABLE 200 AI IN CYBERSECURITY MARKET IN INTRUSION DETECTION/PREVENTION SYSTEMS, BY SUBAPPLICATION, 2019–2022 (USD MILLION) 256

TABLE 201 AI IN CYBERSECURITY MARKET IN INTRUSION DETECTION/PREVENTION SYSTEMS, 2023–2028 (USD MILLION) 257

TABLE 202 AI IN CYBERSECURITY MARKET IN INTRUSION DETECTION/PREVENTION SYSTEMS, BY REGION, 2019–2022 (USD MILLION) 257

TABLE 203 AI IN CYBERSECURITY MARKET IN INTRUSION DETECTION/PREVENTION SYSTEMS, BY REGION, 2023–2028 (USD MILLION) 257

9.8.2 THRESHOLD MONITORING 258

9.8.3 PROTOCOL-BASED INTRUSION DETECTION SYSTEM (PIDS) 258

9.8.4 USER & ENTITY BEHAVIOR ANALYTICS (UEBA) 258

9.8.5 FILE INTEGRITY MONITORING 258

9.8.6 HOST-BASED INTRUSION PREVENTION SYSTEM (HIPS) 258

9.8.7 OTHER INTRUSION DETECTION/PREVENTION SYSTEM APPLICATIONS 259

9.9 OTHER APPLICATIONS 259

TABLE 204 AI IN CYBERSECURITY MARKET IN OTHER APPLICATIONS, BY REGION, 2019–2022 (USD MILLION) 259

TABLE 205 AI IN CYBERSECURITY MARKET IN OTHER APPLICATIONS, BY REGION, 2023–2028 (USD MILLION) 260

10 AI IN CYBERSECURITY MARKET, BY VERTICAL 261

10.1 INTRODUCTION 262

10.1.1 VERTICAL: AI IN CYBERSECURITY MARKET DRIVERS 262

FIGURE 68 AUTOMOTIVE SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 263

TABLE 206 AI IN CYBERSECURITY MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 263

TABLE 207 AI IN CYBERSECURITY MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 264

10.2 BFSI 264

10.2.1 RISE IN INSTANCES OF CYBER-ATTACKS IN FINANCIAL VERTICAL 264

TABLE 208 BFSI: USE CASES 265

TABLE 209 AI IN CYBERSECURITY MARKET IN BFSI VERTICAL, BY REGION, 2019–2022 (USD MILLION) 265

TABLE 210 AI IN CYBERSECURITY MARKET IN BFSI VERTICAL, BY REGION, 2023–2028 (USD MILLION) 265

10.3 GOVERNMENT & DEFENSE 266

10.3.1 INCREASE IN SPENDING ON AI-BASED CYBERSECURITY SOLUTIONS 266

TABLE 211 GOVERNMENT & PUBLIC SECTOR: USE CASES 266

TABLE 212 AI IN CYBERSECURITY MARKET IN GOVERNMENT & PUBLIC SECTOR VERTICAL, BY REGION, 2019–2022 (USD MILLION) 266

TABLE 213 AI IN CYBERSECURITY MARKET IN GOVERNMENT & PUBLIC SECTOR VERTICAL, BY REGION, 2023–2028 (USD MILLION) 267

10.4 MANUFACTURING 267

10.4.1 HUGE INVESTMENTS IN INDUSTRY ON AUTOMATION 267

TABLE 214 MANUFACTURING: USE CASES 267

TABLE 215 AI IN CYBERSECURITY IN MANUFACTURING VERTICAL, BY REGION, 2019–2022 (USD MILLION) 268

TABLE 216 AI IN CYBERSECURITY IN MANUFACTURING VERTICAL, BY REGION, 2023–2028 (USD MILLION) 268

10.5 HEALTHCARE & LIFE SCIENCES 269

10.5.1 INCREASE IN NUMBER OF DATA BREACHES AND COMPROMISED ELECTRONIC HEALTHCARE RECORDS 269

TABLE 217 HEALTHCARE & LIFE SCIENCES: USE CASES 269

TABLE 218 AI IN CYBERSECURITY MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY REGION, 2019–2022 (USD MILLION) 269

TABLE 219 AI IN CYBERSECURITY MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY REGION, 2023–2028 (USD MILLION) 270

10.6 RETAIL & ECOMMERCE 270

10.6.1 HARNESSING AI FOR ENHANCED THREAT PROTECTION AND COMPLIANCE MANAGEMENT 270

TABLE 220 RETAIL & ECOMMERCE: USE CASES 270

TABLE 221 AI IN CYBERSECURITY MARKET IN RETAIL & ECOMMERCE VERTICAL, BY REGION, 2019–2022 (USD MILLION) 271

TABLE 222 AI IN CYBERSECURITY MARKET IN RETAIL & ECOMMERCE VERTICAL, BY REGION, 2023–2028 (USD MILLION) 271

10.7 TELECOMMUNICATIONS 271

10.7.1 LARGE NUMBER OF MONETARY TRANSACTIONS AND EXPANDING CONSUMER BASE 271

TABLE 223 TELECOMMUNICATIONS: USE CASES 272

TABLE 224 AI IN CYBERSECURITY MARKET IN TELECOMMUNICATIONS VERTICAL, BY REGION, 2019–2022 (USD MILLION) 272

TABLE 225 AI IN CYBERSECURITY MARKET IN TELECOMMUNICATIONS VERTICAL, BY REGION, 2023–2028 (USD MILLION) 272

10.8 IT/ITES 273

10.8.1 NEED TO IMPLEMENT AI-POWERED CYBERSECURITY SOLUTIONS TO ENHANCE SECURITY POSTURE 273

TABLE 226 IT/ITES: USE CASES 273

TABLE 227 AI IN CYBERSECURITY MARKET IN IT/ITES VERTICAL, BY REGION, 2019–2022 (USD MILLION) 273

TABLE 228 AI IN CYBERSECURITY MARKET IN IT/ITES VERTICAL, BY REGION, 2023–2028 (USD MILLION) 274

10.9 MEDIA & ENTERTAINMENT 274

10.9.1 RISE IN ENTERTAINMENT SECURITY TO UTILIZE AI FOR CHALLENGING CYBER DEFENSES 274

TABLE 229 MEDIA & ENTERTAINMENT: USE CASES 274

TABLE 230 AI IN CYBERSECURITY MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY REGION, 2019–2022 (USD MILLION) 275

TABLE 231 AI IN CYBERSECURITY MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY REGION, 2023–2028 (USD MILLION) 275

10.10 AUTOMOTIVE 275

10.10.1 INCREASE IN CYBERATTACKS DUE TO RISE IN NUMBER OF CONNECTED AND AUTONOMOUS CARS 275

TABLE 232 AUTOMOTIVE: USE CASES 276

TABLE 233 AI IN CYBERSECURITY MARKET IN AUTOMOTIVE VERTICAL, BY REGION, 2019–2022 (USD MILLION) 276

TABLE 234 AI IN CYBERSECURITY MARKET IN AUTOMOTIVE VERTICAL, BY REGION, 2023–2028 (USD MILLION) 276

10.11 OTHER VERTICALS 277

TABLE 235 OTHER VERTICALS: AI IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 277

TABLE 236 OTHER VERTICALS: AI IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 277

11 AI IN CYBERSECURITY MARKET, BY REGION 278

11.1 INTRODUCTION 279

FIGURE 69 ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 279

FIGURE 70 INDIA TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 280

TABLE 237 AI IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION) 280

TABLE 238 AI IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION) 280

11.2 NORTH AMERICA 281

11.2.1 NORTH AMERICA: AI IN CYBERSECURITY MARKET DRIVERS 281

11.2.2 NORTH AMERICA: IMPACT OF RECESSION 281

FIGURE 71 NORTH AMERICA: MARKET SNAPSHOT 282

TABLE 239 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY OFFERING, 2019–2022 (USD MILLION) 282

TABLE 240 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY OFFERING, 2023–2028 (USD MILLION) 283

TABLE 241 NORTH AMERICA: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 283

TABLE 242 NORTH AMERICA: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 283

TABLE 243 NORTH AMERICA: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 284

TABLE 244 NORTH AMERICA: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 284

TABLE 245 NORTH AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 284

TABLE 246 NORTH AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 285

TABLE 247 NORTH AMERICA: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 285

TABLE 248 NORTH AMERICA: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 285

TABLE 249 NORTH AMERICA: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 285

TABLE 250 NORTH AMERICA: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 286

TABLE 251 NORTH AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2019–2022 (USD MILLION) 286

TABLE 252 NORTH AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION) 286

TABLE 253 NORTH AMERICA: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 286

TABLE 254 NORTH AMERICA: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 287

TABLE 255 NORTH AMERICA: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 287

TABLE 256 NORTH AMERICA: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 287

TABLE 257 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2019–2022 (USD MILLION) 287

TABLE 258 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2023–2028 (USD MILLION) 288

TABLE 259 NORTH AMERICA: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 288

TABLE 260 NORTH AMERICA: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 288

TABLE 261 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 289

TABLE 262 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 289

TABLE 263 NORTH AMERICA: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 289

TABLE 264 NORTH AMERICA: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 290

TABLE 265 NORTH AMERICA: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 290

TABLE 266 NORTH AMERICA: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 290

TABLE 267 NORTH AMERICA: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 291

TABLE 268 NORTH AMERICA: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 291

TABLE 269 NORTH AMERICA: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 291

TABLE 270 NORTH AMERICA: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 292

TABLE 271 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 292

TABLE 272 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 293

TABLE 273 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 293

TABLE 274 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 294

TABLE 275 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 294

TABLE 276 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 294

11.2.3 US 295

11.2.3.1 Rapid growth in technological innovations and increased use of internet 295

11.2.4 CANADA 295

11.3 EUROPE 296

11.3.1 EUROPE: AI IN CYBERSECURITY MARKET DRIVERS 297

11.3.2 EUROPE: IMPACT OF RECESSION 297

TABLE 277 EUROPE: AI IN CYBERSECURITY MARKET, BY OFFERING, 2019–2022 (USD MILLION) 297

TABLE 278 EUROPE: AI IN CYBERSECURITY MARKET, BY OFFERING, 2023–2028 (USD MILLION) 298

TABLE 279 EUROPE: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 298

TABLE 280 EUROPE: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 298

TABLE 281 EUROPE: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 299

TABLE 282 EUROPE: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 299

TABLE 283 EUROPE: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 299

TABLE 284 EUROPE: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 300

TABLE 285 EUROPE: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 300

TABLE 286 EUROPE: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 300

TABLE 287 EUROPE: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 300

TABLE 288 EUROPE: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 301

TABLE 289 EUROPE: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2019–2022 (USD MILLION) 301

TABLE 290 EUROPE: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION) 301

TABLE 291 EUROPE: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 301

TABLE 292 EUROPE: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 302

TABLE 293 EUROPE: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 302

TABLE 294 EUROPE: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 302

TABLE 295 EUROPE: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2019–2022 (USD MILLION) 302

TABLE 296 EUROPE: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2023–2028 (USD MILLION) 303

TABLE 297 EUROPE: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 303

TABLE 298 EUROPE: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 303

TABLE 299 EUROPE: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 304

TABLE 300 EUROPE: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 304

TABLE 301 EUROPE: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 304

TABLE 302 EUROPE: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 305

TABLE 303 EUROPE: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 305

TABLE 304 EUROPE: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 305

TABLE 305 EUROPE: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 306

TABLE 306 EUROPE: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 306

TABLE 307 EUROPE: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 306

TABLE 308 EUROPE: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 307

TABLE 309 EUROPE: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 307

TABLE 310 EUROPE: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 308

TABLE 311 EUROPE: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 308

TABLE 312 EUROPE: AI IN CYBER SECURITY MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 309

TABLE 313 EUROPE: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 309

TABLE 314 EUROPE: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 310

11.3.3 UK 310

11.3.3.1 Government initiatives toward cybersecurity for training and educating organizations 310

11.3.4 GERMANY 311

11.3.4.1 2021 Cyber Security Strategy and government investment in AI promotion 311

11.3.5 FRANCE 311

11.3.5.1 High internet penetration rate and developed digital and technological infrastructure to increase vulnerability to cyberattacks 311

11.3.6 ITALY 312

11.3.6.1 Surge in ransomware incidents across Italy 312

11.3.7 SPAIN 313

11.3.7.1 Need to integrate AI in cybersecurity for increasingly technological society 313

11.3.8 NETHERLANDS 313

11.3.8.1 Advancing cybersecurity technology, backed by robust legal and IT structures 313

11.3.9 REST OF EUROPE 314

11.4 ASIA PACIFIC 314

11.4.1 ASIA PACIFIC: AI IN CYBERSECURITY MARKET DRIVERS 314

11.4.2 ASIA PACIFIC: IMPACT OF RECESSION 315

FIGURE 72 ASIA PACIFIC: MARKET SNAPSHOT 316

TABLE 315 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY OFFERING, 2019–2022 (USD MILLION) 316

TABLE 316 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY OFFERING, 2023–2028 (USD MILLION) 317

TABLE 317 ASIA PACIFIC: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 317

TABLE 318 ASIA PACIFIC: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 317

TABLE 319 ASIA PACIFIC: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 318

TABLE 320 ASIA PACIFIC: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 318

TABLE 321 ASIA PACIFIC: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 318

TABLE 322 ASIA PACIFIC: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 319

TABLE 323 ASIA PACIFIC: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 319

TABLE 324 ASIA PACIFIC: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 319

TABLE 325 ASIA PACIFIC: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 319

TABLE 326 ASIA PACIFIC: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 320

TABLE 327 ASIA PACIFIC: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2019–2022 (USD MILLION) 320

TABLE 328 ASIA PACIFIC: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION) 320

TABLE 329 ASIA PACIFIC: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 320

TABLE 330 ASIA PACIFIC: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 321

TABLE 331 ASIA PACIFIC: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 321

TABLE 332 ASIA PACIFIC: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 321

TABLE 333 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2019–2022 (USD MILLION) 321

TABLE 334 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2023–2028 (USD MILLION) 322

TABLE 335 ASIA PACIFIC: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 322

TABLE 336 ASIA PACIFIC: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 322

TABLE 337 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 323

TABLE 338 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 323

TABLE 339 ASIA PACIFIC: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 323

TABLE 340 ASIA PACIFIC: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 324

TABLE 341 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 324

TABLE 342 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 324

TABLE 343 ASIA PACIFIC: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 325

TABLE 344 ASIA PACIFIC: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 325

TABLE 345 ASIA PACIFIC: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 325

TABLE 346 ASIA PACIFIC: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 326

TABLE 347 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 326

TABLE 348 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 327

TABLE 349 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 327

TABLE 350 ASIA PACIFIC: AI IN CYBER SECURITY MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 328

TABLE 351 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 328

TABLE 352 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 329

11.4.3 CHINA 329

11.4.3.1 Rise in demand to regulate and manage AI to prevent cyber threats 329

11.4.4 JAPAN 330

11.4.4.1 Demand to create comprehensive AI system to autonomously respond to cyberattacks 330

11.4.5 INDIA 331

11.4.5.1 Government initiatives and investment 331

11.4.6 SOUTH KOREA 331

11.4.6.1 Technological advancements to detect unknown threats and provide advanced analytics 331

11.4.7 AUSTRALIA & NEW ZEALAND 332

11.4.7.1 Rise in investments by businesses to intensify urgency for robust defenses 332

11.4.8 SINGAPORE 333

11.4.8.1 Rise in need for bolstering cybersecurity measures 333

11.4.9 REST OF ASIA PACIFIC 334

11.5 MIDDLE EAST & AFRICA 334

11.5.1 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET DRIVERS 334

11.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT 335

TABLE 353 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY OFFERING, 2019–2022 (USD MILLION) 335

TABLE 354 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY OFFERING, 2023–2028 (USD MILLION) 335

TABLE 355 MIDDLE EAST & AFRICA: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 336

TABLE 356 MIDDLE EAST & AFRICA: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 336

TABLE 357 MIDDLE EAST & AFRICA: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 336

TABLE 358 MIDDLE EAST & AFRICA: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 337

TABLE 359 MIDDLE EAST & AFRICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 337

TABLE 360 MIDDLE EAST & AFRICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 337

TABLE 361 MIDDLE EAST & AFRICA: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 337

TABLE 362 MIDDLE EAST & AFRICA: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 338

TABLE 363 MIDDLE EAST & AFRICA: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 338

TABLE 364 MIDDLE EAST & AFRICA: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 338

TABLE 365 MIDDLE EAST & AFRICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2019–2022 (USD MILLION) 338

TABLE 366 MIDDLE EAST & AFRICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION) 339

TABLE 367 MIDDLE EAST & AFRICA: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 339

TABLE 368 MIDDLE EAST & AFRICA: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 339

TABLE 369 MIDDLE EAST & AFRICA: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 339

TABLE 370 MIDDLE EAST & AFRICA: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 340

TABLE 371 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2019–2022 (USD MILLION) 340

TABLE 372 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2023–2028 (USD MILLION) 340

TABLE 373 MIDDLE EAST & AFRICA: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 341

TABLE 374 MIDDLE EAST & AFRICA: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 341

TABLE 375 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 341

TABLE 376 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 342

TABLE 377 MIDDLE EAST & AFRICA: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 342

TABLE 378 MIDDLE EAST & AFRICA: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 342

TABLE 379 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 343

TABLE 380 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 343

TABLE 381 MIDDLE EAST & AFRICA: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 343

TABLE 382 MIDDLE EAST & AFRICA: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 344

TABLE 383 MIDDLE EAST & AFRICA: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 344

TABLE 384 MIDDLE EAST & AFRICA: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 344

TABLE 385 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 345

TABLE 386 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 345

TABLE 387 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 346

TABLE 388 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 346

TABLE 389 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 347

TABLE 390 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 347

11.5.3 KSA 347

11.5.3.1 Rise in need to strengthen service delivery and innovation in security landscape 347

11.5.4 UAE 348

11.5.4.1 Escalating threats in UAE’s cybersecurity domain 348

11.5.5 SOUTH AFRICA 349

11.5.5.1 Rise in need to take proactive measures to mitigate potential risks 349

11.5.6 TURKEY 349

11.5.6.1 Embrace of AI in cybersecurity to enhance defense against evolving threats 349

11.5.7 REST OF THE MIDDLE EAST & AFRICA 350

11.6 LATIN AMERICA 350

11.6.1 LATIN AMERICA: AI IN CYBERSECURITY MARKET DRIVERS 350

11.6.2 LATIN AMERICA: RECESSION IMPACT 350

TABLE 391 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY OFFERING, 2019–2022 (USD MILLION) 351

TABLE 392 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY OFFERING, 2023–2028 (USD MILLION) 351

TABLE 393 LATIN AMERICA: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 351

TABLE 394 LATIN AMERICA: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 352

TABLE 395 LATIN AMERICA: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 352

TABLE 396 LATIN AMERICA: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 352

TABLE 397 LATIN AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 353

TABLE 398 LATIN AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 353

TABLE 399 LATIN AMERICA: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 353

TABLE 400 LATIN AMERICA: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 353

TABLE 401 LATIN AMERICA: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 354

TABLE 402 LATIN AMERICA: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 354

TABLE 403 LATIN AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2019–2022 (USD MILLION) 354

TABLE 404 LATIN AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION) 354

TABLE 405 LATIN AMERICA: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 355

TABLE 406 LATIN AMERICA: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 355

TABLE 407 LATIN AMERICA: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 355

TABLE 408 LATIN AMERICA: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 355

TABLE 409 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2019–2022 (USD MILLION) 356

TABLE 410 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2023–2028 (USD MILLION) 356

TABLE 411 LATIN AMERICA: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 356

TABLE 412 LATIN AMERICA: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 357

TABLE 413 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 357

TABLE 414 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 357

TABLE 415 LATIN AMERICA: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 358

TABLE 416 LATIN AMERICA: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 358

TABLE 417 LATIN AMERICA: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 358

TABLE 418 LATIN AMERICA: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 359

TABLE 419 LATIN AMERICA: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 359

TABLE 420 LATIN AMERICA: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 359

TABLE 421 LATIN AMERICA: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION) 360

TABLE 422 LATIN AMERICA: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION) 360

TABLE 423 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 361

TABLE 424 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 361

TABLE 425 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 362

TABLE 426 LATIN AMERICA: AI IN CYBER SECURITY MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 362

TABLE 427 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 363

TABLE 428 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 363

11.6.3 BRAZIL 363

11.6.3.1 Government strategies inspired by rise in necessity to prevent data breach 363

11.6.4 MEXICO 364

11.6.4.1 Recommendations aimed at leveraging advanced technologies and integrating AI solutions 364

11.6.5 ARGENTINA 364

11.6.5.1 Investment in cybersecurity to ensure ethical use of AI 364

11.6.6 REST OF LATIN AMERICA 364

12 COMPETITIVE LANDSCAPE 365

12.1 OVERVIEW 365

12.2 KEY PLAYER STRATEGIES 365

TABLE 429 OVERVIEW OF STRATEGIES ADOPTED BY KEY AI IN CYBERSECURITY VENDORS 365

12.3 REVENUE ANALYSIS 367

12.3.1 HISTORICAL REVENUE ANALYSIS 368

FIGURE 73 BUSINESS SEGMENT REVENUE ANALYSIS, BY KEY PLAYER, 2018–2022 (USD BILLION) 368

12.4 MARKET SHARE ANALYSIS 368

FIGURE 74 AI IN CYBERSECURITY MARKET SHARE ANALYSIS, BY KEY PLAYER, 2022 369

TABLE 430 AI IN CYBERSECURITY MARKET: DEGREE OF COMPETITION 369

12.5 BRAND/PRODUCT COMPARATIVE ANALYSIS 370

FIGURE 75 AI IN CYBERSECURITY BRAND/PRODUCT COMPARATIVE ANALYSIS, BY HARDWARE 370

FIGURE 76 AI IN CYBERSECURITY BRAND/PRODUCT COMPARATIVE ANALYSIS, BY SOLUTION 370

12.6 KEY COMPANY EVALUATION MATRIX 371

12.6.1 STARS 371

12.6.2 EMERGING LEADERS 371

12.6.3 PERVASIVE PLAYERS 371

12.6.4 PARTICIPANTS 371

FIGURE 77 AI IN CYBERSECURITY MARKET COMPANY EVALUATION MATRIX FOR KEY PLAYERS, 2022 372

12.6.5 COMPANY FOOTPRINT FOR KEY PLAYERS 373

TABLE 431 OVERALL KEY COMPANY FOOTPRINT (23 COMPANIES) 373

TABLE 432 PRODUCT FOOTPRINT (23 COMPANIES) 374

TABLE 433 VERTICAL FOOTPRINT (23 COMPANIES) 375

TABLE 434 REGION FOOTPRINT (23 COMPANIES) 376

12.7 STARTUP/SME EVALUATION MATRIX 377

12.7.1 PROGRESSIVE COMPANIES 377

12.7.2 DYNAMIC COMPANIES 377

12.7.3 STARTING BLOCKS 377

FIGURE 78 AI IN CYBERSECURITY MARKET COMPANY EVALUATION MATRIX FOR STARTUPS/SMES, 2022 378

12.7.4 STARTUP/SME COMPETITIVE BENCHMARKING 379

TABLE 435 AI IN CYBERSECURITY MARKET: DETAILED LIST OF KEY STARTUPS/SMES 379

TABLE 436 AI IN CYBERSECURITY MARKET: COMPETITIVE BENCHMARKING OF STARTUPS/SMES PLAYERS, 2022 380

12.8 VALUATION AND FINANCIAL METRICS OF KEY AI IN CYBERSECURITY VENDORS 381

FIGURE 79 VALUATION AND FINANCIAL METRICS OF KEY AI IN CYBERSECURITY VENDORS 381

FIGURE 80 YTD PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY AI IN CYBERSECURITY VENDORS 381

12.9 COMPETITIVE SCENARIO AND TRENDS 382

12.9.1 PRODUCT LAUNCHES AND ENHANCEMENTS 382

TABLE 437 AI IN CYBERSECURITY MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS, JANUARY 2022–DECEMBER 2023 382

12.9.2 DEALS 384

TABLE 438 AI IN CYBERSECURITY MARKET: DEALS, JANUARY 2022–DECEMBER 2023 384

13 COMPANY PROFILES 386

(Business overview, Solutions/Services/Products offered, Recent Developments, MnM view, Right to win, Strategic choices, Weaknesses and competitive threats) *

13.1 INTRODUCTION 386

13.2 KEY PLAYERS 387

13.2.1 NVIDIA 387

TABLE 439 NVIDIA: BUSINESS OVERVIEW 387

FIGURE 81 NVIDIA: COMPANY SNAPSHOT 388

TABLE 440 NVIDIA: SOLUTIONS/SERVICES/PRODUCTS OFFERED 388

TABLE 441 NVIDIA: PRODUCT LAUNCHES AND ENHANCEMENTS 389

TABLE 442 NVIDIA: DEALS 390

13.2.2 INTEL 392

TABLE 443 INTEL: BUSINESS OVERVIEW 392

FIGURE 82 INTEL: COMPANY SNAPSHOT 393

TABLE 444 INTEL: SOLUTIONS/SERVICES/PRODUCTS OFFERED 393

TABLE 445 INTEL: PRODUCT LAUNCHES AND ENHANCEMENTS 394

TABLE 446 INTEL: DEALS 395

13.2.3 AMD 397

TABLE 447 AMD: BUSINESS OVERVIEW 397

FIGURE 83 AMD: COMPANY SNAPSHOT 398

TABLE 448 AMD: SOLUTIONS/SERVICES/PRODUCTS OFFERED 398

TABLE 449 AMD: PRODUCT LAUNCHES AND ENHANCEMENTS 400

TABLE 450 AMD: DEALS 400

13.2.4 SAMSUNG ELECTRONICS CO., LTD 403

TABLE 451 SAMSUNG ELECTRONICS CO., LTD: BUSINESS OVERVIEW 403

FIGURE 84 SAMSUNG ELECTRONICS CO., LTD: COMPANY SNAPSHOT 404

TABLE 452 SAMSUNG ELECTRONICS CO., LTD: SOLUTIONS/SERVICES/

PRODUCTS OFFERED 404

TABLE 453 SAMSUNG ELECTRONICS CO., LTD: PRODUCT LAUNCHES AND ENHANCEMENTS 405

TABLE 454 SAMSUNG ELECTRONICS CO., LTD: DEALS 406

13.2.5 MICRON TECHNOLOGY 408

TABLE 455 MICRON TECHNOLOGY: BUSINESS OVERVIEW 408

FIGURE 85 MICRON TECHNOLOGY: COMPANY SNAPSHOT 409

TABLE 456 MICRON TECHNOLOGY: SOLUTIONS/SERVICES/PRODUCTS OFFERED 410

TABLE 457 MICRON TECHNOLOGY: PRODUCT LAUNCHES AND ENHANCEMENTS 411

TABLE 458 MICRON TECHNOLOGY: DEALS 412

13.2.6 IBM 414

TABLE 459 IBM: BUSINESS OVERVIEW 414

FIGURE 86 IBM: COMPANY SNAPSHOT 415

TABLE 460 IBM: SOLUTIONS/SERVICES/PRODUCTS OFFERED 415

TABLE 461 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS 417

TABLE 462 IBM: DEALS 418

13.2.7 AWS 421

TABLE 463 AWS: BUSINESS OVERVIEW 421

FIGURE 87 AWS: COMPANY SNAPSHOT 422

TABLE 464 AWS: SOLUTIONS/SERVICES/PRODUCTS OFFERED 422

TABLE 465 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS 423

TABLE 466 AWS: DEALS 424

13.2.8 MICROSOFT CORPORATION 427

TABLE 467 MICROSOFT CORPORATION: BUSINESS OVERVIEW 427

FIGURE 88 MICROSOFT CORPORATION: COMPANY SNAPSHOT 428

TABLE 468 MICROSOFT CORPORATION: SOLUTIONS/SERVICES/PRODUCTS OFFERED 428

TABLE 469 MICROSOFT CORPORATION: PRODUCT LAUNCHES AND ENHANCEMENTS 429

TABLE 470 MICROSOFT CORPORATION: DEALS 431

TABLE 471 MICROSOFT CORPORATION: OTHERS 432

13.2.9 PALO ALTO NETWORKS 433

TABLE 472 PALO ALTO NETWORKS: BUSINESS OVERVIEW 433

FIGURE 89 PALO ALTO NETWORKS: COMPANY SNAPSHOT 434

TABLE 473 PALO ALTO NETWORKS: SOLUTIONS/SERVICES/PRODUCTS OFFERED 434

TABLE 474 PALO ALTO NETWORKS: PRODUCT LAUNCHES AND ENHANCEMENTS 435

TABLE 475 PALO ALTO NETWORKS: DEALS 436

13.2.10 CROWDSTRIKE 438

TABLE 476 CROWDSTRIKE: BUSINESS OVERVIEW 438

FIGURE 90 CROWDSTRIKE: COMPANY SNAPSHOT 439

TABLE 477 CROWDSTRIKE: SOLUTIONS/SERVICES/PRODUCTS OFFERED 439

TABLE 478 CROWDSTRIKE: PRODUCT LAUNCHES AND ENHANCEMENTS 441

TABLE 479 CROWDSTRIKE: DEALS 442

TABLE 480 CROWDSTRIKE: OTHERS 443

13.2.11 GEN DIGITAL 444

TABLE 481 GEN DIGITAL: BUSINESS OVERVIEW 444

FIGURE 91 GEN: COMPANY SNAPSHOT 445

TABLE 482 GEN DIGITAL: SOLUTIONS/SERVICES/PRODUCTS OFFERED 445

TABLE 483 GEN DIGITAL: PRODUCT LAUNCHES AND ENHANCEMENTS 446

TABLE 484 GEN DIGITAL: DEALS 446

13.2.12 TRELLIX 447

TABLE 485 TRELLIX: BUSINESS OVERVIEW 447

TABLE 486 TRELLIX: PRODUCTS/SOLUTIONS/SERVICES OFFERED 447

TABLE 487 TRELLIX: PRODUCT LAUNCHES AND ENHANCEMENTS 451

TABLE 488 TRELLIX: DEALS 452

*Details on Business overview, Solutions/Services/Products offered, Recent Developments, MnM view, Right to win, Strategic choices, Weaknesses and competitive threats might not be captured in case of unlisted companies.

13.3 OTHER PLAYERS 453

13.3.1 CYLANCE 453

13.3.2 LEXISNEXIS RISK SOLUTIONS 454

13.3.3 SECURONIX 455

13.3.4 SIFT SCIENCE 456

13.3.5 ACALVIO TECHNOLOGIES 457

13.3.6 DARKTRACE 458

13.3.7 SPARKCOGNITION 459

13.3.8 FORTINET 460

13.3.9 CHECK POINT SOFTWARE TECHNOLOGIES 461

13.3.10 HIGH-TECH BRIDGE 462

13.3.11 DEEP INSTINCT 463

13.3.12 SENTINELONE 464

13.3.13 FEEDZAI 465

13.3.14 VECTRA 466

13.3.15 ZIMPERIUM 467

13.3.16 ARGUS CYBER SECURITY 468

13.3.17 NOZOMI NETWORKS 468

13.3.18 BITSIGHT TECHNOLOGIES 469

13.4 ANTIVIRUS COMPANIES 469

13.4.1 KASPERSKY LAB 469

13.4.2 BITDEFENDER 470

13.4.3 ESET 470

14 ADJACENT AND RELATED MARKETS 471

14.1 INTRODUCTION 471

14.2 CYBERSECURITY MARKET 471

14.2.1 MARKET DEFINITION 471

14.2.2 MARKET OVERVIEW 471

14.2.3 CYBERSECURITY MARKET, BY COMPONENT 472

TABLE 489 CYBERSECURITY MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 472

TABLE 490 CYBERSECURITY MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 472

14.2.4 CYBERSECURITY MARKET, BY SOFTWARE 473

TABLE 491 CYBERSECURITY MARKET, BY SOFTWARE, 2016–2021 (USD MILLION) 473

TABLE 492 CYBERSECURITY MARKET, BY SOFTWARE, 2022–2027 (USD MILLION) 473

14.2.5 CYBERSECURITY MARKET, BY SERVICE 474

TABLE 493 CYBERSECURITY MARKET, BY SERVICE, 2016–2021 (USD MILLION) 474

TABLE 494 CYBERSECURITY MARKET, BY SERVICE, 2022–2027 (USD MILLION) 474

TABLE 495 SERVICES MARKET, BY PROFESSIONAL SERVICE, 2016–2021 (USD MILLION) 474

TABLE 496 SERVICES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION) 475

14.2.6 CYBERSECURITY MARKET, BY SECURITY TYPE 475

TABLE 497 CYBERSECURITY MARKET, BY SECURITY TYPE, 2016–2021 (USD MILLION) 475

TABLE 498 CYBERSECURITY MARKET, BY SECURITY TYPE, 2022–2027 (USD MILLION) 475

14.2.7 CYBERSECURITY MARKET, BY DEPLOYMENT MODE 476

TABLE 499 CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 476

TABLE 500 CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 476

14.2.8 CYBERSECURITY MARKET, BY ORGANIZATION SIZE 476

TABLE 501 CYBERSECURITY MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 477

TABLE 502 CYBERSECURITY MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 477

14.2.9 CYBERSECURITY MARKET, BY VERTICAL 477

TABLE 503 CYBERSECURITY MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 478

TABLE 504 CYBERSECURITY MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 478

14.2.10 CYBERSECURITY MARKET, BY REGION 479

TABLE 505 CYBERSECURITY MARKET, BY REGION, 2016–2021 (USD MILLION) 479

TABLE 506 CYBERSECURITY MARKET, BY REGION, 2022–2027 (USD MILLION) 479

14.3 ARTIFICIAL INTELLIGENCE MARKET 480

14.3.1 MARKET DEFINITION 480

14.3.2 MARKET OVERVIEW 480

TABLE 507 ARTIFICIAL INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2017–2022 (USD MILLION, Y-O-Y GROWTH) 480

TABLE 508 ARTIFICIAL INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2023–2030 (USD BILLION, Y-O-Y GROWTH) 481

14.3.3 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING 481

TABLE 509 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2017–2022 (USD MILLION) 481

TABLE 510 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2023–2030 (USD MILLION) 481

TABLE 511 ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2017–2022 (USD MILLION) 482

TABLE 512 ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2023–2030 (USD MILLION) 482

TABLE 513 ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2017–2022 (USD MILLION) 482

TABLE 514 ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2023–2030 (USD MILLION) 483

TABLE 515 PREDICTIVE ANALYTICS MARKET, BY SERVICE, 2015–2020 (USD MILLION) 483

TABLE 516 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY TYPE, 2017–2022 (USD MILLION) 483

TABLE 517 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY TYPE, 2023–2030 (USD MILLION) 484

TABLE 518 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT, 2017–2022 (USD MILLION) 484

TABLE 519 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT, 2023–2030 (USD MILLION) 484

TABLE 520 ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2017–2022 (USD MILLION) 484

TABLE 521 ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2023–2030 (USD MILLION) 485

TABLE 522 ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION) 485

TABLE 523 ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2023–2030 (USD MILLION) 485

14.3.4 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY 485

TABLE 524 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 486

TABLE 525 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2023–2030 (USD MILLION) 486

TABLE 526 ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2017–2022 (USD MILLION) 486

TABLE 527 ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2023–2030 (USD MILLION) 487

14.3.5 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION 487

TABLE 528 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2017–2022 (USD MILLION) 487

TABLE 529 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2023–2030 (USD MILLION) 488

14.3.6 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL 488

TABLE 530 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 488

TABLE 531 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION) 489

14.3.7 ARTIFICIAL INTELLIGENCE MARKET, BY REGION 489

TABLE 532 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION) 490

TABLE 533 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION) 490

14.4 IDENTITY AND ACCESS MANAGEMENT (IAM) MARKET 491

14.4.1 MARKET DEFINITION 491

14.4.2 MARKET OVERVIEW 491

14.4.3 IDENTITY AND ACCESS MANAGEMENT MARKET, BY TYPE 491

TABLE 534 IDENTITY AND ACCESS MANAGEMENT MARKET, BY TYPE, 2017–2022 (USD MILLION) 491

TABLE 535 IDENTITY AND ACCESS MANAGEMENT MARKET, BY TYPE, 2023–2028 (USD MILLION) 491

14.4.4 IDENTITY AND ACCESS MANAGEMENT MARKET, BY OFFERING 492

TABLE 536 IDENTITY AND ACCESS MANAGEMENT MARKET, BY OFFERING, 2017–2022 (USD MILLION) 492

TABLE 537 IDENTITY AND ACCESS MANAGEMENT MARKET, BY OFFERING, 2023–2028 (USD MILLION) 492

14.4.5 IDENTITY AND ACCESS MANAGEMENT MARKET, BY SOLUTION 492

TABLE 538 IDENTITY AND ACCESS MANAGEMENT MARKET, BY SOLUTION, 2017–2022 (USD MILLION) 493

TABLE 539 IDENTITY AND ACCESS MANAGEMENT MARKET, BY SOLUTION, 2023–2028 (USD MILLION) 493

14.4.6 IDENTITY AND ACCESS MANAGEMENT MARKET, BY SERVICE 493

TABLE 540 IDENTITY AND ACCESS MANAGEMENT MARKET, BY SERVICE, 2017–2022 (USD MILLION) 493

TABLE 541 IDENTITY AND ACCESS MANAGEMENT MARKET, BY SERVICE, 2023–2028 (USD MILLION) 494

14.4.7 IDENTITY AND ACCESS MANAGEMENT MARKET, BY DEPLOYMENT MODE 494

TABLE 542 IDENTITY AND ACCESS MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION) 494

TABLE 543 IDENTITY AND ACCESS MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION) 494

14.4.8 IDENTITY AND ACCESS MANAGEMENT MARKET, BY VERTICAL 495

TABLE 544 IDENTITY AND ACCESS MANAGEMENT MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 495

TABLE 545 IDENTITY AND ACCESS MANAGEMENT MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 495

14.4.9 IDENTITY AND ACCESS MANAGEMENT MARKET, BY REGION 496

TABLE 546 IDENTITY AND ACCESS MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION) 496

TABLE 547 IDENTITY AND ACCESS MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION) 496

15 APPENDIX 497

15.1 DISCUSSION GUIDE 497

15.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 505

15.3 CUSTOMIZATION OPTIONS 507

15.4 RELATED REPORTS 507

15.5 AUTHOR DETAILS 509

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