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
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. 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.
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:
“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%
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.
1 INTRODUCTION
1.1 STUDY OBJECTIVES
1.2 MARKET DEFINITION
1.2.1 INCLUSIONS AND EXCLUSIONS
1.3 MARKET SCOPE
1.3.1 MARKET SEGMENTATION
FIGURE 1 AI IN CYBERSECURITY MARKET SEGMENTATION
1.3.2 REGIONS COVERED
FIGURE 2 AI IN CYBERSECURITY MARKET SEGMENTATION, BY REGION
1.3.3 YEARS CONSIDERED
FIGURE 3 YEARS CONSIDERED
1.4 CURRENCY CONSIDERED
TABLE 1 USD EXCHANGE RATE, 2020–2022
1.5 STAKEHOLDERS
1.6 SUMMARY OF CHANGES
1.6.1 RECESSION IMPACT
2 RESEARCH METHODOLOGY
2.1 RESEARCH DATA
FIGURE 4 AI IN CYBERSECURITY MARKET: RESEARCH DESIGN
2.1.1 SECONDARY DATA
2.1.2 PRIMARY DATA
TABLE 2 PRIMARY INTERVIEWS
2.1.2.1 Breakup of primary profiles
FIGURE 5 BREAKUP OF PRIMARY PROFILES, BY COMPANY TYPE, DESIGNATION, AND REGION
2.1.2.2 Key industry insights
2.2 MARKET FORECAST
TABLE 3 FACTOR ANALYSIS
2.3 MARKET SIZE ESTIMATION
FIGURE 6 TOP-DOWN AND BOTTOM-UP APPROACHES
2.3.1 TOP-DOWN APPROACH
2.3.2 BOTTOM-UP APPROACH
FIGURE 7 APPROACH 1 (SUPPLY-SIDE): REVENUE OF SOLUTIONS/SERVICES OF AI IN CYBERSECURITY MARKET
FIGURE 8 APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL AI SOLUTIONS/SERVICES/HARDWARE IN CYBERSECURITY
FIGURE 9 APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL AI SOLUTIONS/SERVICES/HARDWARE IN CYBERSECURITY
FIGURE 10 APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARES OF AI IN CYBERSECURITY DERIVED THROUGH OVERALL AI IN CYBERSECURITY SPENDING
2.4 DATA TRIANGULATION
FIGURE 11 AI IN CYBERSECURITY MARKET: DATA TRIANGULATION
2.5 STUDY ASSUMPTIONS
2.6 STUDY LIMITATIONS
2.7 IMPACT OF RECESSION ON GLOBAL AI IN CYBERSECURITY MARKET
TABLE 4 RECESSION IMPACT ON AI IN CYBERSECURITY MARKET
3 EXECUTIVE SUMMARY
TABLE 5 GLOBAL AI IN CYBERSECURITY MARKET AND GROWTH RATE, 2019–2022 (USD MILLION Y-O-Y)
TABLE 6 GLOBAL AI IN CYBERSECURITY MARKET AND GROWTH RATE, 2023–2028 (USD MILLION Y-O-Y)
FIGURE 12 AI SOLUTIONS TO ACCOUNT FOR LARGEST OFFERING MARKET IN CYBERSECURITY IN 2023
FIGURE 13 ACCELERATORS TO ACCOUNT FOR LARGEST HARDWARE OFFERING MARKET IN CYBERSECURITY IN 2023
FIGURE 14 MICROPROCESSING UNITS TO WITNESS HIGHEST DEMAND AMONG PROCESSORS IN CYBERSECURITY MARKET IN 2023
FIGURE 15 AI SOFTWARE TO BE LARGER SOLUTIONS MARKET THAN AI PLATFORMS IN CYBERSECURITY MARKET IN 2023
FIGURE 16 STANDALONE SOFTWARE TO BE LARGER MARKET THAN INTEGRATED SOFTWARE IN 2023
FIGURE 17 MACHINE LEARNING FRAMEWORK TO ACCOUNT FOR LARGER PLATFORM MARKET IN 2023
FIGURE 18 CLOUD DEPLOYMENT OF AI SOLUTIONS IN CYBERSECURITY TO ACCOUNT FOR LARGER MARKET IN 2023
FIGURE 19 PROFESSIONAL AI SERVICES TO LEAD OVER MANAGED AI SERVICES IN CYBERSECURITY IN 2023
FIGURE 20 CONSULTING SERVICES TO ACCOUNT FOR LARGEST PROFESSIONAL SERVICES MARKET IN 2023
FIGURE 21 AI DEPLOYMENT TO BE HIGHEST IN INFRASTRUCTURE SECURITY IN 2023
FIGURE 22 NETWORK SECURITY TO BE LARGEST INFRASTRUCTURE SECURITY USE OF AI IN 2023
FIGURE 23 MACHINE LEARNING TO DOMINATE MARKET AMONG AI TECHNOLOGIES IN CYBERSECURITY IN 2023
FIGURE 24 DEEP LEARNING SEGMENT TO DOMINATE MARKET AMONG MACHINE LEARNING TECHNOLOGIES IN CYBERSECURITY IN 2023
FIGURE 25 TEXT ANALYSIS TO BE LARGEST NATURAL LANGUAGE PROCESSING TECHNOLOGY DEPLOYED IN CYBERSECURITY IN 2023
FIGURE 26 AUTOMATED THREAT INTELLIGENCE TO BE LARGEST AMONG CONTEXT-AWARE COMPUTING TECHNOLOGIES IN CYBERSECURITY IN 2023
FIGURE 27 IMAGE RECOGNITION TO BE LARGEST COMPUTER VISION TECHNOLOGY IN CYBERSECURITY IN 2023
FIGURE 28 IDENTITY & ACCESS MANAGEMENT TO BE LARGEST APPLICATION OF AI IN CYBERSECURITY MARKET IN 2023
FIGURE 29 IT/ITES SEGMENT TO BE LARGEST VERTICAL MARKET FOR AI IN CYBERSECURITY IN 2023
FIGURE 30 AUTOMOTIVE VERTICAL TO GROW AT HIGHEST CAGR IN 2023
FIGURE 31 NORTH AMERICA TO BE LARGEST AND ASIA PACIFIC TO GROW AT HIGHEST CAGR IN AI IN CYBERSECURITY MARKET IN 2023
4 PREMIUM INSIGHTS
4.1 ATTRACTIVE OPPORTUNITIES FOR AI IN CYBERSECURITY MARKET PLAYERS
FIGURE 32 ASIA PACIFIC TO GROW AT HIGHEST CAGR IN ARTIFICIAL INTELLIGENCE IN CYBERSECURITY MARKET DURING 2023–2028
4.2 AI IN CYBERSECURITY MARKET: TOP THREE APPLICATIONS
FIGURE 33 IDENTITY & ACCESS MANAGEMENT APPLICATION MARKET TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
4.3 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY OFFERING AND KEY VERTICAL
FIGURE 34 SOLUTION OFFERINGS AND IT/ITES VERTICAL TO ACCOUNT FOR LARGEST RESPECTIVE SEGMENTAL SHARES IN NORTH AMERICA IN 2023
4.4 AI IN CYBERSECURITY MARKET, BY REGION
FIGURE 35 NORTH AMERICA TO ACCOUNT FOR LARGEST REGION-WISE MARKET SHARE IN 2023
5 MARKET OVERVIEW AND INDUSTRY TRENDS
5.1 INTRODUCTION
5.2 MARKET DYNAMICS
FIGURE 36 AI IN CYBERSECURITY MARKET DYNAMICS
5.2.1 DRIVERS
5.2.1.1 Growth in adoption of IoT and increase in number of connected devices
5.2.1.2 Increase in instances of cyber threats
5.2.1.3 Rise in concerns regarding data protection
5.2.1.4 Increase in vulnerability of Wi-Fi networks to security threats
5.2.2 RESTRAINTS
5.2.2.1 Inability of AI to stop zero-day and advanced threats
5.2.2.2 Rise in insider cyber threats
5.2.3 OPPORTUNITIES
5.2.3.1 Growth in need for cloud-based security solutions among SMEs
5.2.3.2 Increase in use of social media for business functions
5.2.3.3 Zero trust framework providing advanced security
5.2.4 CHALLENGES
5.2.4.1 Limited number of cybersecurity and AI professionals
5.2.4.2 Lack of interoperability with existing information systems
5.2.4.3 Shortcomings of AI
5.3 TECHNOLOGY ANALYSIS
5.3.1 KEY TECHNOLOGY
5.3.1.1 Generative AI
5.3.1.2 Blockchain
5.3.1.3 Predictive Analytics
5.3.2 COMPLEMENTARY TECHNOLOGY
5.3.2.1 Tokenization
5.3.2.2 Cloud Computing
5.3.2.3 AR/VR
5.3.3 ADJACENT TECHNOLOGY
5.3.3.1 Quantum Computing
5.3.3.2 IoT
5.3.3.3 Big Data
5.3.3.4 5G
5.4 CASE STUDY ANALYSIS
5.4.1 BFSI
5.4.1.1 Cargills Bank implemented IBM QRadar SIEM
5.4.2 IT/ITES
5.4.2.1 Infosys offered Infrastructure Security Endpoint Management (ISEM) for investment giant
5.4.3 ENERGY & UTILITIES
5.4.3.1 Siemens used Amazon Web Services (AWS) to build data analytics platform
5.4.4 TELECOMMUNICATIONS
5.4.4.1 Fortune 500 TELCO used snorkel flow for classifying encrypted network data flows
5.4.5 GOVERNMENT & DEFENSE
5.4.5.1 US government agency used Snorkel Flow for application classification and network attack detection
5.5 EVOLUTION OF AI IN CYBERSECURITY MARKET
FIGURE 37 EVOLUTION OF AI IN CYBERSECURITY MARKET
5.5.1 TURING, MACHINES, AND THEORETICAL FOUNDATIONS
5.5.2 EARLY DAYS OF COMPUTING
5.5.3 EXPERT SYSTEMS
5.5.4 MACHINE LEARNING EVOLUTION
5.5.5 DEEP LEARNING AND NEURAL NETWORKS
5.5.6 RECENT DEVELOPMENTS IN LARGE LANGUAGE MODELS
5.5.7 EMERGENCE OF QUANTUM COMPUTING
5.5.8 FUTURE AHEAD
5.6 ECOSYSTEM/MARKET MAP
TABLE 7 ROLE OF PLAYERS IN AI IN CYBERSECURITY
FIGURE 38 KEY PLAYERS IN AI IN CYBERSECURITY MARKET ECOSYSTEM
5.7 TARIFF & REGULATORY LANDSCAPE
5.7.1 TARIFFS RELATED TO AI IN CYBERSECURITY
TABLE 8 TARIFFS RELATED TO AI IN CYBERSECURITY MARKET, 2022
5.7.2 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 9 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 10 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 11 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 12 ROW: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
5.7.2.1 North America
5.7.2.1.1 US
5.7.2.1.1.1 California Consumer Privacy Act (CCPA)
5.7.2.1.1.2 Health Insurance Portability and Accountability Act (HIPAA)
5.7.2.1.1.3 Artificial Intelligence Risk Management Framework 1.0 (RMF)
5.7.2.1.2 Canada
5.7.2.1.2.1 Public Safety Canada Regulation
5.7.2.2 Europe
5.7.2.2.1 General Data Protection Regulation (GDPR)
5.7.2.2.2 EU Regulatory Framework for AI
5.7.2.3 Asia Pacific
5.7.2.3.1 South Korea
5.7.2.3.1.1 Personal Information Protection Act (PIPA)
5.7.2.3.2 China
5.7.2.3.3 India
5.7.2.4 Middle East & Africa
5.7.2.4.1 UAE
5.7.2.4.1.1 UAE AI Regulations
5.7.2.4.2 KSA
5.7.2.4.2.1 Saudi Arabia AI Strategy
5.7.2.4.3 Bahrain
5.7.2.4.3.1 Bahrain AI Ethics Framework
5.7.2.5 Latin America
5.7.2.5.1 Brazil
5.7.2.5.2 Mexico
5.8 VALUE CHAIN ANALYSIS
FIGURE 39 AI IN CYBERSECURITY: VALUE CHAIN ANALYSIS
5.8.1 RESEARCH, DESIGN, AND DEVELOPMENT
5.8.2 COMPONENT PROVIDERS
5.8.3 SYSTEM INTEGRATORS
5.8.4 MARKETING AND SALES EXECUTIVES
5.8.5 END-USER INDUSTRIES
5.8.6 SERVICE PROVIDERS
5.9 PORTER'S FIVE FORCES ANALYSIS
TABLE 13 PORTER'S FIVE FORCES IMPACT ON AI IN CYBERSECURITY
FIGURE 40 PORTER’S FIVE FORCES ANALYSIS
5.9.1 THREAT FROM NEW ENTRANTS
5.9.2 THREAT FROM SUBSTITUTES
5.9.3 BARGAINING POWER OF SUPPLIERS
5.9.4 BARGAINING POWER OF BUYERS
5.9.5 INTENSITY OF COMPETITIVE RIVALRY
5.10 KEY CONFERENCES & EVENTS
TABLE 14 DETAILED LIST OF CONFERENCE & EVENTS, 2023–2024
5.11 KEY STAKEHOLDERS AND BUYING CRITERIA
5.11.1 KEY STAKEHOLDERS IN BUYING PROCESS
FIGURE 41 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS
TABLE 15 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS
5.11.2 BUYING CRITERIA
FIGURE 42 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS
TABLE 16 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS
5.12 PRICING ANALYSIS
5.12.1 INDICATIVE PRICING ANALYSIS, BY AI IN CYBERSECURITY VENDORS
TABLE 17 INDICATIVE PRICING LEVELS OF AI IN CYBERSECURITY VENDORS, BY SOLUTION
5.12.2 AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY HARDWARE
FIGURE 43 AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY HARDWARE (USD)
TABLE 18 AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY HARDWARE (USD)
5.13 PATENT ANALYSIS
5.13.1 METHODOLOGY
5.13.2 PATENTS FILED, BY DOCUMENT TYPE
TABLE 19 PATENTS FILED, 2013–2023
5.13.3 INNOVATION AND PATENT APPLICATIONS
FIGURE 44 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2013–2023
5.13.3.1 Top 10 applicants in AI in cybersecurity
FIGURE 45 TOP 10 APPLICANTS IN AI IN CYBERSECURITY, 2013–2023
FIGURE 46 REGIONAL ANALYSIS OF PATENTS GRANTED
TABLE 20 TOP 20 PATENT OWNERS IN AI IN CYBERSECURITY, 2013–2023
TABLE 21 LIST OF FEW PATENTS IN AI IN CYBERSECURITY MARKET, 2023
5.14 TRADE ANALYSIS
5.14.1 IMPORT SCENARIO OF AUTOMATED DATA PROCESSING MACHINES AND UNITS
FIGURE 47 AUTOMATED DATA PROCESSING MACHINES AND UNITS OF IMPORT, BY KEY COUNTRY, 2015–2022 (USD BILLION)
5.14.2 EXPORT SCENARIO OF AUTOMATED DATA PROCESSING MACHINES AND UNITS
FIGURE 48 AUTOMATED DATA PROCESSING MACHINE AND UNITS OF EXPORT, BY KEY COUNTRY, 2015–2022 (USD BILLION)
5.15 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESS
FIGURE 49 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESS
5.16 BEST PRACTICES IN AI IN CYBERSECURITY MARKET
TABLE 22 BEST PRACTICES IN AI IN CYBERSECURITY MARKETS
5.17 TECHNOLOGY ROADMAP OF AI IN CYBERSECURITY MARKET
TABLE 23 SHORT-TERM ROADMAP, 2023–2025
TABLE 24 MID-TERM ROADMAP, 2026–2028
TABLE 25 LONG-TERM ROADMAP, 2029–2030
5.18 BUSINESS MODELS OF AI IN CYBERSECURITY MARKET
FIGURE 50 BUSINESS MODELS OF AI IN CYBERSECURITY MARKET
6 AI IN CYBERSECURITY MARKET, BY OFFERING
6.1 INTRODUCTION
6.1.1 OFFERING: AI IN CYBERSECURITY MARKET DRIVERS
FIGURE 51 SOLUTIONS TO LEAD IN AI IN CYBERSECURITY MARKET DURING FORECAST PERIOD
TABLE 26 AI IN CYBERSECURITY MARKET, BY OFFERING, 2019–2022 (USD MILLION)
TABLE 27 AI IN CYBERSECURITY MARKET, BY OFFERING, 2023–2028 (USD MILLION)
6.2 HARDWARE
6.2.1 HARDWARE INNOVATIONS PIVOTAL IN FORTIFYING AI-POWERED CYBERSECURITY SOLUTIONS
FIGURE 52 ACCELERATORS TO DOMINATE AI HARDWARE IN CYBERSECURITY MARKET DURING FORECAST PERIOD
TABLE 28 AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 29 AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 30 AI HARDWARE IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 31 AI HARDWARE IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.2 ACCELERATORS
6.2.2.1 Rise in demand for faster processing in AI applications
TABLE 32 AI ACCELERATORS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 33 AI ACCELERATORS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.3 PROCESSORS
6.2.3.1 Rise in trends in AI hardware: GPUs leading, FPGAs competing, and emergence of neuromorphic chips
FIGURE 53 MICROPROCESSING UNIT (MPU) TO BE LARGEST IN AI PROCESSORS IN CYBERSECURITY MARKET DURING FORECAST PERIOD
TABLE 34 AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 35 AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 36 AI PROCESSORS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 37 AI PROCESSORS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.3.2 MPU
TABLE 38 AI MPU IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 39 AI MPU IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.3.3 GPU
TABLE 40 AI GPU IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 41 AI GPU IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.3.4 FPGA
TABLE 42 AI FPGA IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 43 AI FPGA IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.3.5 ASIC
TABLE 44 AI ASIC IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 45 AI ASIC IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.3.6 TPU
TABLE 46 AI TPU IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 47 AI TPU IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.3.7 Other processors
TABLE 48 OTHER AI PROCESSORS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 49 OTHER AI PROCESSORS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.4 STORAGE
6.2.4.1 Memory solutions to help store large volumes of data
TABLE 50 AI STORAGE IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 51 AI STORAGE IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.5 NETWORK
6.2.5.1 High-bandwidth networks to enable ultrafast communication between CPUs and GPUs
TABLE 52 AI NETWORKS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 53 AI NETWORKS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3 SOLUTIONS
6.3.1 RISE IN CYBERSECURITY FLEXIBILITY THROUGH STRATEGIC INTEGRATION OF AI SOLUTIONS
FIGURE 54 SOFTWARE TO DOMINATE AI SOLUTIONS IN CYBERSECURITY MARKET DURING FORECAST PERIOD
TABLE 54 AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 55 AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 56 AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 57 AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3.2 AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE
6.3.2.1 Software
6.3.2.1.1 AI-infused software to drive growth in cybersecurity solutions to counteract rise in cyber threats
FIGURE 55 INTEGRATED SOLUTIONS TO BE LARGER AI SOLUTIONS IN CYBERSECURITY MARKET DURING FORECAST PERIOD
TABLE 58 AI SOFTWARE IN CYBERSECURITY MARKET, 2019–2022 (USD MILLION)
TABLE 59 AI SOFTWARE IN CYBERSECURITY MARKET, 2023–2028 (USD MILLION)
TABLE 60 AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 61 AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3.2.1.2 Standalone
TABLE 62 STANDALONE AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 63 STANDALONE AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3.2.1.3 Integrated
TABLE 64 INTEGRATED AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 65 INTEGRATED AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3.2.2 Platforms
6.3.2.2.1 Rapid adoption of AI platforms, including Machine Learning and Deep Learning, to safeguard sensitive data
FIGURE 56 MACHINE LEARNING FRAMEWORK TO DOMINATE AI PLATFORMS IN CYBERSECURITY MARKET DURING FORECAST PERIOD
TABLE 66 AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 67 AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 68 AI PLATFORMS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 69 AI PLATFORMS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3.2.2.2 Application Program Interface (API)
TABLE 70 APPLICATION PROGRAM INTERFACE (API) IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 71 APPLICATION PROGRAM INTERFACE (API) IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3.2.2.3 Machine learning framework
TABLE 72 AI MACHINE LEARNING FRAMEWORK IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 73 AI MACHINE LEARNING FRAMEWORK IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3.3 AI IN CYBERSECURITY MARKET FOR SOLUTIONS, BY DEPLOYMENT MODE
FIGURE 57 CLOUD-BASED DEPLOYMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
TABLE 74 AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2019–2022 (USD MILLION)
TABLE 75 AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
6.3.3.1 On-premises
6.3.3.1.1 Full control of platforms, applications, systems, and data available on-premises
TABLE 76 ON-PREMISE AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 77 ON-PREMISE AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3.3.2 Cloud
6.3.3.2.1 Cost-effectiveness of cloud-based solutions to be advantageous
TABLE 78 CLOUD-BASED AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 79 CLOUD-BASED AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.4 SERVICES
FIGURE 58 PROFESSIONAL SERVICES TO LEAD IN AI SERVICES IN CYBERSECURITY MARKET DURING FORECAST PERIOD
TABLE 80 AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 81 AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 82 AI SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 83 AI SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.4.1 PROFESSIONAL SERVICES
6.4.1.1 Surge in AI-powered professional services for enhanced threat detection and incident response
FIGURE 59 CONSULTING SERVICES TO LEAD AMONG PROFESSIONAL AI SERVICES IN CYBERSECURITY DURING FORECAST PERIOD
TABLE 84 AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 85 AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 86 AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 87 AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.4.1.2 Consulting services
TABLE 88 AI CONSULTING SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 89 AI CONSULTING SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.4.1.3 Deployment & integration
TABLE 90 AI DEPLOYMENT & INTEGRATION SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 91 AI DEPLOYMENT & INTEGRATION SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.4.1.4 Support & maintenance
TABLE 92 AI SUPPORT & MAINTENANCE SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 93 AI SUPPORT & MAINTENANCE SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.4.2 MANAGED SERVICES
6.4.2.1 AI integration to amplify managed cybersecurity services for enhanced threat management and response
TABLE 94 AI MANAGED SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 95 AI MANAGED SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
7 AI IN CYBERSECURITY MARKET, BY SECURITY TYPE
7.1 INTRODUCTION
7.1.1 SECURITY TYPE: AI IN CYBERSECURITY MARKET DRIVERS
FIGURE 60 INFRASTRUCTURE SECURITY TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 96 AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2019–2022 (USD MILLION)
TABLE 97 AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2023–2028 (USD MILLION)
7.2 INFRASTRUCTURE SECURITY
7.2.1 APPLICATION OF AI TO PROTECT DATA FROM NUMEROUS THREATS
FIGURE 61 NETWORK SECURITY TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 98 AI IN CYBERSECURITY MARKET, BY INFRASTRUCTURE SECURITY, 2019–2022 (USD MILLION)
TABLE 99 AI IN CYBERSECURITY MARKET, BY INFRASTRUCTURE SECURITY, 2023–2028 (USD MILLION)
TABLE 100 AI IN INFRASTRUCTURE SECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 101 AI IN INFRASTRUCTURE SECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
7.2.2 NETWORK SECURITY
7.2.2.1 Strengthening corporate networks with advanced cybersecurity measures and integration of AI
TABLE 102 AI IN NETWORK SECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 103 AI IN NETWORK SECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
7.2.3 ENDPOINT SECURITY
7.2.3.1 Real-time threat detection, prevention, and response to network devices
TABLE 104 AI IN ENDPOINT SECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 105 AI IN ENDPOINT SECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
7.2.4 CLOUD SECURITY
7.2.4.1 Complete threat protection against ransomware, internal email risks, and file-sharing risks
TABLE 106 AI IN CLOUD SECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 107 AI IN CLOUD SECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
7.2.5 OTHER INFRASTRUCTURE SECURITY TYPES
TABLE 108 AI IN OTHER INFRASTRUCTURE SECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 109 AI IN OTHER INFRASTRUCTURE SECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
7.3 DATA SECURITY
7.3.1 POTENTIAL FOR PRIVACY INFRINGEMENT WITH AI IDENTIFYING DATA PATTERNS, DELIVERING ACTIONABLE GUIDANCE, AND AUTONOMOUS THREAT MITIGATION
TABLE 110 AI IN DATA SECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 111 AI IN DATA SECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
7.4 APPLICATION SECURITY
7.4.1 RELIANCE ON NETWORK SECURITY AND NEGLECTING APPLICATIONS TO CREATE SECURITY GAP, MAKING ORGANIZATIONS SUSCEPTIBLE TO ATTACKS
TABLE 112 AI IN APPLICATION SECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 113 AI IN APPLICATION SECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
7.5 OTHER SECURITY TYPES
TABLE 114 AI IN OTHER SECURITY TYPES MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 115 AI IN OTHER SECURITY TYPES MARKET, BY REGION, 2023–2028 (USD MILLION)
8 AI IN CYBERSECURITY MARKET, BY TECHNOLOGY
8.1 INTRODUCTION
8.1.1 TECHNOLOGY: AI IN CYBERSECURITY MARKET DRIVERS
FIGURE 62 MACHINE LEARNING TO LEAD AI IN CYBERSECURITY MARKET DURING FORECAST PERIOD
TABLE 116 AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION)
TABLE 117 AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
8.2 MACHINE LEARNING
8.2.1 MACHINE LEARNING TO HELP BUSINESSES DEAL WITH LARGE VOLUMES OF DATA
FIGURE 63 DEEP LEARNING TO LEAD AI IN CYBERSECURITY MARKET DURING FORECAST PERIOD
TABLE 118 MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 119 MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 120 MACHINE LEARNING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 121 MACHINE LEARNING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.2.2 DEEP LEARNING
TABLE 122 DEEP LEARNING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 123 DEEP LEARNING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.2.2.1 Convolutional neural networks (CNN)
8.2.2.2 Recurrent neural networks (RNN)
8.2.2.3 Generative AI
8.2.2.3.1 Generative adversarial networks (GAI)
8.2.2.3.2 Variational autoencoders
8.2.2.3.3 Transformative AI
8.2.2.3.4 Other deep learning technologies
8.2.3 SUPERVISED LEARNING
8.2.3.1 Crucial role in threat detection and mitigation
TABLE 124 SUPERVISED LEARNING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 125 SUPERVISED LEARNING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.2.4 UNSUPERVISED LEARNING
8.2.4.1 Using unsupervised learning for advanced cyber threat detection
TABLE 126 UNSUPERVISED LEARNING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 127 UNSUPERVISED LEARNING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.2.5 REINFORCEMENT LEARNING
8.2.5.1 Impact and efficiency of reinforcement learning in adaptive defense strategies
TABLE 128 REINFORCEMENT LEARNING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 129 REINFORCEMENT LEARNING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.2.6 NEURAL NETWORKS
TABLE 130 NEURAL NETWORKS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 131 NEURAL NETWORKS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.3 NATURAL LANGUAGE PROCESSING
8.3.1 REAL-TIME TRANSLATION AND DEVELOPMENT OF SYSTEMS TO INTERACT THROUGH DIALOGUES
FIGURE 64 TEXT ANALYSIS IN NLP TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
TABLE 132 NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 133 NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 134 NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 135 NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.3.1.1 Text analysis
TABLE 136 TEXT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 137 TEXT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.3.1.2 Chatbot analysis
TABLE 138 CHATBOT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 139 CHATBOT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.3.1.3 Sentiment analysis
TABLE 140 SENTIMENT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 141 SENTIMENT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.3.1.4 Natural language generation
TABLE 142 NATURAL LANGUAGE GENERATION (NLG) IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 143 NATURAL LANGUAGE GENERATION (NLG) IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.3.1.5 Named entity recognition
TABLE 144 NAMED ENTITY RECOGNITION (NER) IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 145 NAMED ENTITY RECOGNITION (NER) IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.3.1.6 Natural language understanding
TABLE 146 NATURAL LANGUAGE UNDERSTANDING (NLU) IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 147 NATURAL LANGUAGE UNDERSTANDING (NLU) IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.4 CONTEXT-AWARE COMPUTING
8.4.1 DEVELOPMENT OF SOPHISTICATED HARD AND SOFT SENSORS
FIGURE 65 AUTOMATION & ORCHESTRATION IN CONTEXT-AWARE COMPUTING TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
TABLE 148 CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 149 CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 150 CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 151 CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.4.1.1 Automated threat intelligence
TABLE 152 AUTOMATED THREAT INTELLIGENCE IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 153 AUTOMATED THREAT INTELLIGENCE IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.4.1.2 Threat hunting
TABLE 154 AI THREAT HUNTING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 155 AI THREAT HUNTING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.4.1.3 Automation & orchestration
TABLE 156 AI AUTOMATION & ORCHESTRATION IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 157 AI AUTOMATION & ORCHESTRATION IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.4.1.3.1 Security Orchestration, Automation, and Response (SOAR)
8.4.1.3.2 Robotic Process Automation (RPA)
8.5 COMPUTER VISION
FIGURE 66 OBJECT DETECTION IN COMPUTER VISION TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
TABLE 158 AI COMPUTER VISION IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 159 AI COMPUTER VISION IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 160 AI COMPUTER VISION IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 161 AI COMPUTER VISION IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.5.1 IMAGE RECOGNITION
TABLE 162 AI IMAGE RECOGNITION IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 163 AI IMAGE RECOGNITION IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.5.2 OBJECT DETECTION
TABLE 164 AI OBJECT DETECTION IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 165 AI OBJECT DETECTION IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.5.3 ANOMALY DETECTION
TABLE 166 ANOMALY DETECTION IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 167 ANOMALY DETECTION IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.5.4 VIDEO ANALYSIS
TABLE 168 AI VIDEO ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 169 AI VIDEO ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.5.5 FACIAL RECOGNITION
TABLE 170 FACIAL RECOGNITION IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 171 FACIAL RECOGNITION IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.5.6 SECURITY SURVEILLANCE OPTIMIZATION
TABLE 172 SECURITY SURVEILLANCE OPTIMIZATION IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 173 SECURITY SURVEILLANCE OPTIMIZATION IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
9 AI IN CYBERSECURITY MARKET, BY APPLICATION
9.1 INTRODUCTION
FIGURE 67 IDENTITY & ACCESS MANAGEMENT TO ACCOUNT FOR LARGEST SHARE OF MARKET DURING FORECAST PERIOD
TABLE 174 AI IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 175 AI IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
9.2 IDENTITY & ACCESS MANAGEMENT
9.2.1 INCREASE IN THREAT OF DATA BREACHES DUE TO INSIDER ATTACKS
TABLE 176 AI IN CYBERSECURITY MARKET IN IDENTITY & ACCESS MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2019–2022 (USD MILLION)
TABLE 177 AI IN CYBERSECURITY MARKET IN IDENTITY & ACCESS MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2023–2028 (USD MILLION)
TABLE 178 AI IN CYBERSECURITY MARKET IN IDENTITY & ACCESS MANAGEMENT APPLICATIONS, BY REGION, 2019–2022 (USD MILLION)
TABLE 179 AI IN CYBERSECURITY MARKET IN IDENTITY & ACCESS MANAGEMENT APPLICATIONS, BY REGION, 2023–2028 (USD MILLION)
9.2.2 ACCESS POLICY ENFORCEMENT
9.2.3 USER PROVISIONING & DEPROVISIONING
9.2.4 SINGLE SIGN-ON (SSO)
9.2.5 IDENTITY GOVERNANCE & ADMINISTRATION (IGA)
9.2.6 MULTI-FACTOR AUTHENTICATION (MFA)
9.2.7 OTHER IDENTITY & ACCESS MANAGEMENT APPLICATIONS
9.3 RISK & COMPLIANCE MANAGEMENT
9.3.1 INCREASE IN NEED FOR INTERNAL AUDIT FEATURES AND REGULATORY COMPLIANCE MANDATES
TABLE 180 AI IN CYBERSECURITY MARKET IN RISK & COMPLIANCE MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2019–2022 (USD MILLION)
TABLE 181 AI IN CYBERSECURITY MARKET IN RISK & COMPLIANCE MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2023–2028 (USD MILLION)
TABLE 182 AI IN CYBERSECURITY MARKET IN RISK & COMPLIANCE MANAGEMENT APPLICATIONS, BY REGION, 2019–2022 (USD MILLION)
TABLE 183 AI IN CYBERSECURITY MARKET IN RISK & COMPLIANCE MANAGEMENT APPLICATIONS, BY REGION, 2023–2028 (USD MILLION)
9.3.2 AUTOMATED COMPLIANCE AUDITING
9.3.3 AUDIT TRAIL GENERATION
9.3.4 REGULATORY COMPLIANCE REPORTING
9.3.5 THREAT MODELING
9.3.6 INCIDENT RESPONSE PLANNING
9.3.7 OTHER RISK & COMPLIANCE MANAGEMENT APPLICATIONS
9.4 DATA LOSS PREVENTION
9.4.1 STRICT IMPLEMENTATION OF GOVERNMENT REGULATIONS AND LAWS
TABLE 184 AI IN CYBERSECURITY MARKET IN DATA LOSS PREVENTION APPLICATIONS, BY SUBAPPLICATION, 2019–2022 (USD MILLION)
TABLE 185 AI IN CYBERSECURITY MARKET IN DATA LOSS PREVENTION APPLICATIONS, BY SUBAPPLICATION, 2023–2028 (USD MILLION)
TABLE 186 AI IN CYBERSECURITY MARKET IN DATA LOSS PREVENTION APPLICATIONS, BY REGION, 2019–2022 (USD MILLION)
TABLE 187 AI IN CYBERSECURITY MARKET IN DATA LOSS PREVENTION APPLICATIONS, BY REGION, 2023–2028 (USD MILLION)
9.4.2 DATA ENCRYPTION & TOKENIZATION
9.4.3 CONTENT DISCOVERY & CLASSIFICATION
9.4.4 USER ACTIVITY MONITORING
9.4.5 INSIDER THREAT DETECTION
9.4.6 DATA LEAK DETECTION
9.4.7 OTHER DATA LOSS PREVENTION APPLICATIONS
9.5 UNIFIED THREAT MANAGEMENT
9.5.1 PROVISION OF MULTIPLE SECURITY FUNCTIONS TO PROTECT ENTERPRISES FROM EVOLVING CYBER THREATS
TABLE 188 AI IN CYBERSECURITY MARKET IN UNIFIED THREAT MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2019–2022 (USD MILLION)
TABLE 189 AI IN CYBERSECURITY MARKET IN UNIFIED THREAT MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2023–2028 (USD MILLION)
TABLE 190 AI IN CYBERSECURITY MARKET IN UNIFIED THREAT MANAGEMENT APPLICATIONS, BY REGION, 2019–2022 (USD MILLION)
TABLE 191 AI IN CYBERSECURITY MARKET IN UNIFIED THREAT MANAGEMENT APPLICATIONS, BY REGION, 2023–2028 (USD MILLION)
9.5.2 NETWORK MONITORING & REPORTING
9.5.3 BANDWIDTH MANAGEMENT
9.5.4 GATEWAY ANTIVIRUS
9.5.5 BOT IDENTIFICATION
9.5.6 SPAM FILTERING
9.5.7 OTHER UNIFIED THREAT MANAGEMENT APPLICATIONS
9.6 SECURITY & VULNERABILITY MANAGEMENT
9.6.1 GROWTH IN VOLUME OF DATA AND RISE IN ADOPTION OF BYOD TREND
TABLE 192 AI IN CYBERSECURITY MARKET IN SECURITY & VULNERABILITY MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2019–2022 (USD MILLION)
TABLE 193 AI IN CYBERSECURITY MARKET IN SECURITY & VULNERABILITY MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2023–2028 (USD MILLION)
TABLE 194 AI IN CYBERSECURITY MARKET IN SECURITY & VULNERABILITY MANAGEMENT APPLICATIONS, BY REGION, 2019–2022 (USD MILLION)
TABLE 195 AI IN CYBERSECURITY MARKET IN SECURITY & VULNERABILITY MANAGEMENT APPLICATIONS, BY REGION, 2023–2028 (USD MILLION)
9.6.2 PATCH MANAGEMENT
9.6.3 VULNERABILITY SCANNING & ASSESSMENT
9.6.4 SECURITY INFORMATION & EVENT MANAGEMENT (SIEM)
9.6.5 BREACH RISK PREDICTION
9.6.6 CONFIGURATION MANAGEMENT
9.6.7 OTHER SECURITY & VULNERABILITY MANAGEMENT APPLICATIONS
9.7 FRAUD DETECTION
9.7.1 NEED FOR ROBUST INFRASTRUCTURE WITH HIGH-PERFORMANCE COMPUTING AND SCALABILITY
TABLE 196 AI IN CYBERSECURITY MARKET IN FRAUD DETECTION APPLICATIONS, BY SUBAPPLICATION, 2019–2022 (USD MILLION)
TABLE 197 AI IN CYBERSECURITY MARKET IN FRAUD DETECTION APPLICATIONS, BY SUBAPPLICATION, 2023–2028 (USD MILLION)
TABLE 198 AI IN CYBERSECURITY MARKET IN FRAUD DETECTION APPLICATIONS, BY REGION, 2019–2022 (USD MILLION)
TABLE 199 AI IN CYBERSECURITY MARKET IN FRAUD DETECTION APPLICATIONS, BY REGION, 2023–2028 (USD MILLION)
9.7.2 ENDPOINT DETECTION & RESPONSE (EDR)
9.7.3 PATTERN RECOGNITION
9.7.4 TRANSACTION MONITORING
9.7.5 GEOLOCATION ANALYSIS
9.7.6 PHISHING DETECTION
9.7.7 OTHER FRAUD DETECTION APPLICATIONS
9.8 INTRUSION DETECTION/PREVENTION SYSTEM
9.8.1 NEED TO MONITOR NETWORK ACROSS ENTERPRISES FOR SUSPICIOUS ACTIVITY
TABLE 200 AI IN CYBERSECURITY MARKET IN INTRUSION DETECTION/PREVENTION SYSTEMS, BY SUBAPPLICATION, 2019–2022 (USD MILLION)
TABLE 201 AI IN CYBERSECURITY MARKET IN INTRUSION DETECTION/PREVENTION SYSTEMS, 2023–2028 (USD MILLION)
TABLE 202 AI IN CYBERSECURITY MARKET IN INTRUSION DETECTION/PREVENTION SYSTEMS, BY REGION, 2019–2022 (USD MILLION)
TABLE 203 AI IN CYBERSECURITY MARKET IN INTRUSION DETECTION/PREVENTION SYSTEMS, BY REGION, 2023–2028 (USD MILLION)
9.8.2 THRESHOLD MONITORING
9.8.3 PROTOCOL-BASED INTRUSION DETECTION SYSTEM (PIDS)
9.8.4 USER & ENTITY BEHAVIOR ANALYTICS (UEBA)
9.8.5 FILE INTEGRITY MONITORING
9.8.6 HOST-BASED INTRUSION PREVENTION SYSTEM (HIPS)
9.8.7 OTHER INTRUSION DETECTION/PREVENTION SYSTEM APPLICATIONS
9.9 OTHER APPLICATIONS
TABLE 204 AI IN CYBERSECURITY MARKET IN OTHER APPLICATIONS, BY REGION, 2019–2022 (USD MILLION)
TABLE 205 AI IN CYBERSECURITY MARKET IN OTHER APPLICATIONS, BY REGION, 2023–2028 (USD MILLION)
10 AI IN CYBERSECURITY MARKET, BY VERTICAL
10.1 INTRODUCTION
10.1.1 VERTICAL: AI IN CYBERSECURITY MARKET DRIVERS
FIGURE 68 AUTOMOTIVE SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 206 AI IN CYBERSECURITY MARKET, BY VERTICAL, 2019–2022 (USD MILLION)
TABLE 207 AI IN CYBERSECURITY MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
10.2 BFSI
10.2.1 RISE IN INSTANCES OF CYBER-ATTACKS IN FINANCIAL VERTICAL
TABLE 208 BFSI: USE CASES
TABLE 209 AI IN CYBERSECURITY MARKET IN BFSI VERTICAL, BY REGION, 2019–2022 (USD MILLION)
TABLE 210 AI IN CYBERSECURITY MARKET IN BFSI VERTICAL, BY REGION, 2023–2028 (USD MILLION)
10.3 GOVERNMENT & DEFENSE
10.3.1 INCREASE IN SPENDING ON AI-BASED CYBERSECURITY SOLUTIONS
TABLE 211 GOVERNMENT & PUBLIC SECTOR: USE CASES
TABLE 212 AI IN CYBERSECURITY MARKET IN GOVERNMENT & PUBLIC SECTOR VERTICAL, BY REGION, 2019–2022 (USD MILLION)
TABLE 213 AI IN CYBERSECURITY MARKET IN GOVERNMENT & PUBLIC SECTOR VERTICAL, BY REGION, 2023–2028 (USD MILLION)
10.4 MANUFACTURING
10.4.1 HUGE INVESTMENTS IN INDUSTRY ON AUTOMATION
TABLE 214 MANUFACTURING: USE CASES
TABLE 215 AI IN CYBERSECURITY IN MANUFACTURING VERTICAL, BY REGION, 2019–2022 (USD MILLION)
TABLE 216 AI IN CYBERSECURITY IN MANUFACTURING VERTICAL, BY REGION, 2023–2028 (USD MILLION)
10.5 HEALTHCARE & LIFE SCIENCES
10.5.1 INCREASE IN NUMBER OF DATA BREACHES AND COMPROMISED ELECTRONIC HEALTHCARE RECORDS
TABLE 217 HEALTHCARE & LIFE SCIENCES: USE CASES
TABLE 218 AI IN CYBERSECURITY MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY REGION, 2019–2022 (USD MILLION)
TABLE 219 AI IN CYBERSECURITY MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY REGION, 2023–2028 (USD MILLION)
10.6 RETAIL & ECOMMERCE
10.6.1 HARNESSING AI FOR ENHANCED THREAT PROTECTION AND COMPLIANCE MANAGEMENT
TABLE 220 RETAIL & ECOMMERCE: USE CASES
TABLE 221 AI IN CYBERSECURITY MARKET IN RETAIL & ECOMMERCE VERTICAL, BY REGION, 2019–2022 (USD MILLION)
TABLE 222 AI IN CYBERSECURITY MARKET IN RETAIL & ECOMMERCE VERTICAL, BY REGION, 2023–2028 (USD MILLION)
10.7 TELECOMMUNICATIONS
10.7.1 LARGE NUMBER OF MONETARY TRANSACTIONS AND EXPANDING CONSUMER BASE
TABLE 223 TELECOMMUNICATIONS: USE CASES
TABLE 224 AI IN CYBERSECURITY MARKET IN TELECOMMUNICATIONS VERTICAL, BY REGION, 2019–2022 (USD MILLION)
TABLE 225 AI IN CYBERSECURITY MARKET IN TELECOMMUNICATIONS VERTICAL, BY REGION, 2023–2028 (USD MILLION)
10.8 IT/ITES
10.8.1 NEED TO IMPLEMENT AI-POWERED CYBERSECURITY SOLUTIONS TO ENHANCE SECURITY POSTURE
TABLE 226 IT/ITES: USE CASES
TABLE 227 AI IN CYBERSECURITY MARKET IN IT/ITES VERTICAL, BY REGION, 2019–2022 (USD MILLION)
TABLE 228 AI IN CYBERSECURITY MARKET IN IT/ITES VERTICAL, BY REGION, 2023–2028 (USD MILLION)
10.9 MEDIA & ENTERTAINMENT
10.9.1 RISE IN ENTERTAINMENT SECURITY TO UTILIZE AI FOR CHALLENGING CYBER DEFENSES
TABLE 229 MEDIA & ENTERTAINMENT: USE CASES
TABLE 230 AI IN CYBERSECURITY MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY REGION, 2019–2022 (USD MILLION)
TABLE 231 AI IN CYBERSECURITY MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY REGION, 2023–2028 (USD MILLION)
10.10 AUTOMOTIVE
10.10.1 INCREASE IN CYBERATTACKS DUE TO RISE IN NUMBER OF CONNECTED AND AUTONOMOUS CARS
TABLE 232 AUTOMOTIVE: USE CASES
TABLE 233 AI IN CYBERSECURITY MARKET IN AUTOMOTIVE VERTICAL, BY REGION, 2019–2022 (USD MILLION)
TABLE 234 AI IN CYBERSECURITY MARKET IN AUTOMOTIVE VERTICAL, BY REGION, 2023–2028 (USD MILLION)
10.11 OTHER VERTICALS
TABLE 235 OTHER VERTICALS: AI IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 236 OTHER VERTICALS: AI IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
11 AI IN CYBERSECURITY MARKET, BY REGION
11.1 INTRODUCTION
FIGURE 69 ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
FIGURE 70 INDIA TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 237 AI IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 238 AI IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
11.2 NORTH AMERICA
11.2.1 NORTH AMERICA: AI IN CYBERSECURITY MARKET DRIVERS
11.2.2 NORTH AMERICA: IMPACT OF RECESSION
FIGURE 71 NORTH AMERICA: MARKET SNAPSHOT
TABLE 239 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY OFFERING, 2019–2022 (USD MILLION)
TABLE 240 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 241 NORTH AMERICA: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 242 NORTH AMERICA: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 243 NORTH AMERICA: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 244 NORTH AMERICA: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 245 NORTH AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 246 NORTH AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 247 NORTH AMERICA: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 248 NORTH AMERICA: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 249 NORTH AMERICA: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 250 NORTH AMERICA: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 251 NORTH AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2019–2022 (USD MILLION)
TABLE 252 NORTH AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
TABLE 253 NORTH AMERICA: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 254 NORTH AMERICA: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 255 NORTH AMERICA: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 256 NORTH AMERICA: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 257 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2019–2022 (USD MILLION)
TABLE 258 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2023–2028 (USD MILLION)
TABLE 259 NORTH AMERICA: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 260 NORTH AMERICA: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 261 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION)
TABLE 262 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
TABLE 263 NORTH AMERICA: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 264 NORTH AMERICA: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 265 NORTH AMERICA: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 266 NORTH AMERICA: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 267 NORTH AMERICA: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 268 NORTH AMERICA: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 269 NORTH AMERICA: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 270 NORTH AMERICA: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 271 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 272 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 273 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2019–2022 (USD MILLION)
TABLE 274 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 275 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2019–2022 (USD MILLION)
TABLE 276 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
11.2.3 US
11.2.3.1 Rapid growth in technological innovations and increased use of internet
11.2.4 CANADA
11.3 EUROPE
11.3.1 EUROPE: AI IN CYBERSECURITY MARKET DRIVERS
11.3.2 EUROPE: IMPACT OF RECESSION
TABLE 277 EUROPE: AI IN CYBERSECURITY MARKET, BY OFFERING, 2019–2022 (USD MILLION)
TABLE 278 EUROPE: AI IN CYBERSECURITY MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 279 EUROPE: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 280 EUROPE: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 281 EUROPE: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 282 EUROPE: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 283 EUROPE: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 284 EUROPE: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 285 EUROPE: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 286 EUROPE: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 287 EUROPE: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 288 EUROPE: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 289 EUROPE: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2019–2022 (USD MILLION)
TABLE 290 EUROPE: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
TABLE 291 EUROPE: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 292 EUROPE: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 293 EUROPE: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 294 EUROPE: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 295 EUROPE: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2019–2022 (USD MILLION)
TABLE 296 EUROPE: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2023–2028 (USD MILLION)
TABLE 297 EUROPE: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 298 EUROPE: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 299 EUROPE: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION)
TABLE 300 EUROPE: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
TABLE 301 EUROPE: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 302 EUROPE: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 303 EUROPE: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 304 EUROPE: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 305 EUROPE: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 306 EUROPE: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 307 EUROPE: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 308 EUROPE: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 309 EUROPE: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 310 EUROPE: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 311 EUROPE: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2019–2022 (USD MILLION)
TABLE 312 EUROPE: AI IN CYBER SECURITY MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 313 EUROPE: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2019–2022 (USD MILLION)
TABLE 314 EUROPE: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
11.3.3 UK
11.3.3.1 Government initiatives toward cybersecurity for training and educating organizations
11.3.4 GERMANY
11.3.4.1 2021 Cyber Security Strategy and government investment in AI promotion
11.3.5 FRANCE
11.3.5.1 High internet penetration rate and developed digital and technological infrastructure to increase vulnerability to cyberattacks
11.3.6 ITALY
11.3.6.1 Surge in ransomware incidents across Italy
11.3.7 SPAIN
11.3.7.1 Need to integrate AI in cybersecurity for increasingly technological society
11.3.8 NETHERLANDS
11.3.8.1 Advancing cybersecurity technology, backed by robust legal and IT structures
11.3.9 REST OF EUROPE
11.4 ASIA PACIFIC
11.4.1 ASIA PACIFIC: AI IN CYBERSECURITY MARKET DRIVERS
11.4.2 ASIA PACIFIC: IMPACT OF RECESSION
FIGURE 72 ASIA PACIFIC: MARKET SNAPSHOT
TABLE 315 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY OFFERING, 2019–2022 (USD MILLION)
TABLE 316 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 317 ASIA PACIFIC: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 318 ASIA PACIFIC: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 319 ASIA PACIFIC: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 320 ASIA PACIFIC: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 321 ASIA PACIFIC: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 322 ASIA PACIFIC: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 323 ASIA PACIFIC: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 324 ASIA PACIFIC: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 325 ASIA PACIFIC: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 326 ASIA PACIFIC: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 327 ASIA PACIFIC: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2019–2022 (USD MILLION)
TABLE 328 ASIA PACIFIC: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
TABLE 329 ASIA PACIFIC: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 330 ASIA PACIFIC: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 331 ASIA PACIFIC: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 332 ASIA PACIFIC: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 333 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2019–2022 (USD MILLION)
TABLE 334 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2023–2028 (USD MILLION)
TABLE 335 ASIA PACIFIC: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 336 ASIA PACIFIC: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 337 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION)
TABLE 338 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
TABLE 339 ASIA PACIFIC: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 340 ASIA PACIFIC: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 341 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 342 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 343 ASIA PACIFIC: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 344 ASIA PACIFIC: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 345 ASIA PACIFIC: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 346 ASIA PACIFIC: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 347 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 348 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 349 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2019–2022 (USD MILLION)
TABLE 350 ASIA PACIFIC: AI IN CYBER SECURITY MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 351 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2019–2022 (USD MILLION)
TABLE 352 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
11.4.3 CHINA
11.4.3.1 Rise in demand to regulate and manage AI to prevent cyber threats
11.4.4 JAPAN
11.4.4.1 Demand to create comprehensive AI system to autonomously respond to cyberattacks
11.4.5 INDIA
11.4.5.1 Government initiatives and investment
11.4.6 SOUTH KOREA
11.4.6.1 Technological advancements to detect unknown threats and provide advanced analytics
11.4.7 AUSTRALIA & NEW ZEALAND
11.4.7.1 Rise in investments by businesses to intensify urgency for robust defenses
11.4.8 SINGAPORE
11.4.8.1 Rise in need for bolstering cybersecurity measures
11.4.9 REST OF ASIA PACIFIC
11.5 MIDDLE EAST & AFRICA
11.5.1 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET DRIVERS
11.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT
TABLE 353 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY OFFERING, 2019–2022 (USD MILLION)
TABLE 354 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 355 MIDDLE EAST & AFRICA: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 356 MIDDLE EAST & AFRICA: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 357 MIDDLE EAST & AFRICA: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 358 MIDDLE EAST & AFRICA: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 359 MIDDLE EAST & AFRICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 360 MIDDLE EAST & AFRICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 361 MIDDLE EAST & AFRICA: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 362 MIDDLE EAST & AFRICA: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 363 MIDDLE EAST & AFRICA: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 364 MIDDLE EAST & AFRICA: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 365 MIDDLE EAST & AFRICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2019–2022 (USD MILLION)
TABLE 366 MIDDLE EAST & AFRICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
TABLE 367 MIDDLE EAST & AFRICA: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 368 MIDDLE EAST & AFRICA: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 369 MIDDLE EAST & AFRICA: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 370 MIDDLE EAST & AFRICA: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 371 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2019–2022 (USD MILLION)
TABLE 372 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2023–2028 (USD MILLION)
TABLE 373 MIDDLE EAST & AFRICA: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 374 MIDDLE EAST & AFRICA: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 375 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION)
TABLE 376 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
TABLE 377 MIDDLE EAST & AFRICA: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 378 MIDDLE EAST & AFRICA: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 379 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 380 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 381 MIDDLE EAST & AFRICA: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 382 MIDDLE EAST & AFRICA: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 383 MIDDLE EAST & AFRICA: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 384 MIDDLE EAST & AFRICA: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 385 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 386 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 387 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2019–2022 (USD MILLION)
TABLE 388 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 389 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2019–2022 (USD MILLION)
TABLE 390 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
11.5.3 KSA
11.5.3.1 Rise in need to strengthen service delivery and innovation in security landscape
11.5.4 UAE
11.5.4.1 Escalating threats in UAE’s cybersecurity domain
11.5.5 SOUTH AFRICA
11.5.5.1 Rise in need to take proactive measures to mitigate potential risks
11.5.6 TURKEY
11.5.6.1 Embrace of AI in cybersecurity to enhance defense against evolving threats
11.5.7 REST OF THE MIDDLE EAST & AFRICA
11.6 LATIN AMERICA
11.6.1 LATIN AMERICA: AI IN CYBERSECURITY MARKET DRIVERS
11.6.2 LATIN AMERICA: RECESSION IMPACT
TABLE 391 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY OFFERING, 2019–2022 (USD MILLION)
TABLE 392 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 393 LATIN AMERICA: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 394 LATIN AMERICA: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 395 LATIN AMERICA: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 396 LATIN AMERICA: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 397 LATIN AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 398 LATIN AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 399 LATIN AMERICA: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 400 LATIN AMERICA: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 401 LATIN AMERICA: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 402 LATIN AMERICA: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 403 LATIN AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2019–2022 (USD MILLION)
TABLE 404 LATIN AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
TABLE 405 LATIN AMERICA: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 406 LATIN AMERICA: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 407 LATIN AMERICA: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 408 LATIN AMERICA: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 409 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2019–2022 (USD MILLION)
TABLE 410 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2023–2028 (USD MILLION)
TABLE 411 LATIN AMERICA: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 412 LATIN AMERICA: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 413 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION)
TABLE 414 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
TABLE 415 LATIN AMERICA: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 416 LATIN AMERICA: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 417 LATIN AMERICA: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 418 LATIN AMERICA: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 419 LATIN AMERICA: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 420 LATIN AMERICA: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 421 LATIN AMERICA: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 422 LATIN AMERICA: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 423 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 424 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 425 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2019–2022 (USD MILLION)
TABLE 426 LATIN AMERICA: AI IN CYBER SECURITY MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 427 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2019–2022 (USD MILLION)
TABLE 428 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
11.6.3 BRAZIL
11.6.3.1 Government strategies inspired by rise in necessity to prevent data breach
11.6.4 MEXICO
11.6.4.1 Recommendations aimed at leveraging advanced technologies and integrating AI solutions
11.6.5 ARGENTINA
11.6.5.1 Investment in cybersecurity to ensure ethical use of AI
11.6.6 REST OF LATIN AMERICA
12 COMPETITIVE LANDSCAPE
12.1 OVERVIEW
12.2 KEY PLAYER STRATEGIES
TABLE 429 OVERVIEW OF STRATEGIES ADOPTED BY KEY AI IN CYBERSECURITY VENDORS
12.3 REVENUE ANALYSIS
12.3.1 HISTORICAL REVENUE ANALYSIS
FIGURE 73 BUSINESS SEGMENT REVENUE ANALYSIS, BY KEY PLAYER, 2018–2022 (USD BILLION)
12.4 MARKET SHARE ANALYSIS
FIGURE 74 AI IN CYBERSECURITY MARKET SHARE ANALYSIS, BY KEY PLAYER, 2022
TABLE 430 AI IN CYBERSECURITY MARKET: DEGREE OF COMPETITION
12.5 BRAND/PRODUCT COMPARATIVE ANALYSIS
FIGURE 75 AI IN CYBERSECURITY BRAND/PRODUCT COMPARATIVE ANALYSIS, BY HARDWARE
FIGURE 76 AI IN CYBERSECURITY BRAND/PRODUCT COMPARATIVE ANALYSIS, BY SOLUTION
12.6 KEY COMPANY EVALUATION MATRIX
12.6.1 STARS
12.6.2 EMERGING LEADERS
12.6.3 PERVASIVE PLAYERS
12.6.4 PARTICIPANTS
FIGURE 77 AI IN CYBERSECURITY MARKET COMPANY EVALUATION MATRIX FOR KEY PLAYERS, 2022
12.6.5 COMPANY FOOTPRINT FOR KEY PLAYERS
TABLE 431 OVERALL KEY COMPANY FOOTPRINT (23 COMPANIES)
TABLE 432 PRODUCT FOOTPRINT (23 COMPANIES)
TABLE 433 VERTICAL FOOTPRINT (23 COMPANIES)
TABLE 434 REGION FOOTPRINT (23 COMPANIES)
12.7 STARTUP/SME EVALUATION MATRIX
12.7.1 PROGRESSIVE COMPANIES
12.7.2 DYNAMIC COMPANIES
12.7.3 STARTING BLOCKS
FIGURE 78 AI IN CYBERSECURITY MARKET COMPANY EVALUATION MATRIX FOR STARTUPS/SMES, 2022
12.7.4 STARTUP/SME COMPETITIVE BENCHMARKING
TABLE 435 AI IN CYBERSECURITY MARKET: DETAILED LIST OF KEY STARTUPS/SMES
TABLE 436 AI IN CYBERSECURITY MARKET: COMPETITIVE BENCHMARKING OF STARTUPS/SMES PLAYERS, 2022
12.8 VALUATION AND FINANCIAL METRICS OF KEY AI IN CYBERSECURITY VENDORS
FIGURE 79 VALUATION AND FINANCIAL METRICS OF KEY AI IN CYBERSECURITY VENDORS
FIGURE 80 YTD PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY AI IN CYBERSECURITY VENDORS
12.9 COMPETITIVE SCENARIO AND TRENDS
12.9.1 PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 437 AI IN CYBERSECURITY MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS, JANUARY 2022–DECEMBER 2023
12.9.2 DEALS
TABLE 438 AI IN CYBERSECURITY MARKET: DEALS, JANUARY 2022–DECEMBER 2023
13 COMPANY PROFILES
(Business overview, Solutions/Services/Products offered, Recent Developments, MnM view, Right to win, Strategic choices, Weaknesses and competitive threats) *
13.1 INTRODUCTION
13.2 KEY PLAYERS
13.2.1 NVIDIA
TABLE 439 NVIDIA: BUSINESS OVERVIEW
FIGURE 81 NVIDIA: COMPANY SNAPSHOT
TABLE 440 NVIDIA: SOLUTIONS/SERVICES/PRODUCTS OFFERED
TABLE 441 NVIDIA: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 442 NVIDIA: DEALS
13.2.2 INTEL
TABLE 443 INTEL: BUSINESS OVERVIEW
FIGURE 82 INTEL: COMPANY SNAPSHOT
TABLE 444 INTEL: SOLUTIONS/SERVICES/PRODUCTS OFFERED
TABLE 445 INTEL: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 446 INTEL: DEALS
13.2.3 AMD
TABLE 447 AMD: BUSINESS OVERVIEW
FIGURE 83 AMD: COMPANY SNAPSHOT
TABLE 448 AMD: SOLUTIONS/SERVICES/PRODUCTS OFFERED
TABLE 449 AMD: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 450 AMD: DEALS
13.2.4 SAMSUNG ELECTRONICS CO., LTD
TABLE 451 SAMSUNG ELECTRONICS CO., LTD: BUSINESS OVERVIEW
FIGURE 84 SAMSUNG ELECTRONICS CO., LTD: COMPANY SNAPSHOT
TABLE 452 SAMSUNG ELECTRONICS CO., LTD: SOLUTIONS/SERVICES/
PRODUCTS OFFERED
TABLE 453 SAMSUNG ELECTRONICS CO., LTD: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 454 SAMSUNG ELECTRONICS CO., LTD: DEALS
13.2.5 MICRON TECHNOLOGY
TABLE 455 MICRON TECHNOLOGY: BUSINESS OVERVIEW
FIGURE 85 MICRON TECHNOLOGY: COMPANY SNAPSHOT
TABLE 456 MICRON TECHNOLOGY: SOLUTIONS/SERVICES/PRODUCTS OFFERED
TABLE 457 MICRON TECHNOLOGY: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 458 MICRON TECHNOLOGY: DEALS
13.2.6 IBM
TABLE 459 IBM: BUSINESS OVERVIEW
FIGURE 86 IBM: COMPANY SNAPSHOT
TABLE 460 IBM: SOLUTIONS/SERVICES/PRODUCTS OFFERED
TABLE 461 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 462 IBM: DEALS
13.2.7 AWS
TABLE 463 AWS: BUSINESS OVERVIEW
FIGURE 87 AWS: COMPANY SNAPSHOT
TABLE 464 AWS: SOLUTIONS/SERVICES/PRODUCTS OFFERED
TABLE 465 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 466 AWS: DEALS
13.2.8 MICROSOFT CORPORATION
TABLE 467 MICROSOFT CORPORATION: BUSINESS OVERVIEW
FIGURE 88 MICROSOFT CORPORATION: COMPANY SNAPSHOT
TABLE 468 MICROSOFT CORPORATION: SOLUTIONS/SERVICES/PRODUCTS OFFERED
TABLE 469 MICROSOFT CORPORATION: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 470 MICROSOFT CORPORATION: DEALS
TABLE 471 MICROSOFT CORPORATION: OTHERS
13.2.9 PALO ALTO NETWORKS
TABLE 472 PALO ALTO NETWORKS: BUSINESS OVERVIEW
FIGURE 89 PALO ALTO NETWORKS: COMPANY SNAPSHOT
TABLE 473 PALO ALTO NETWORKS: SOLUTIONS/SERVICES/PRODUCTS OFFERED
TABLE 474 PALO ALTO NETWORKS: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 475 PALO ALTO NETWORKS: DEALS
13.2.10 CROWDSTRIKE
TABLE 476 CROWDSTRIKE: BUSINESS OVERVIEW
FIGURE 90 CROWDSTRIKE: COMPANY SNAPSHOT
TABLE 477 CROWDSTRIKE: SOLUTIONS/SERVICES/PRODUCTS OFFERED
TABLE 478 CROWDSTRIKE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 479 CROWDSTRIKE: DEALS
TABLE 480 CROWDSTRIKE: OTHERS
13.2.11 GEN DIGITAL
TABLE 481 GEN DIGITAL: BUSINESS OVERVIEW
FIGURE 91 GEN: COMPANY SNAPSHOT
TABLE 482 GEN DIGITAL: SOLUTIONS/SERVICES/PRODUCTS OFFERED
TABLE 483 GEN DIGITAL: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 484 GEN DIGITAL: DEALS
13.2.12 TRELLIX
TABLE 485 TRELLIX: BUSINESS OVERVIEW
TABLE 486 TRELLIX: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 487 TRELLIX: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 488 TRELLIX: DEALS
*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
13.3.1 CYLANCE
13.3.2 LEXISNEXIS RISK SOLUTIONS
13.3.3 SECURONIX
13.3.4 SIFT SCIENCE
13.3.5 ACALVIO TECHNOLOGIES
13.3.6 DARKTRACE
13.3.7 SPARKCOGNITION
13.3.8 FORTINET
13.3.9 CHECK POINT SOFTWARE TECHNOLOGIES
13.3.10 HIGH-TECH BRIDGE
13.3.11 DEEP INSTINCT
13.3.12 SENTINELONE
13.3.13 FEEDZAI
13.3.14 VECTRA
13.3.15 ZIMPERIUM
13.3.16 ARGUS CYBER SECURITY
13.3.17 NOZOMI NETWORKS
13.3.18 BITSIGHT TECHNOLOGIES
13.4 ANTIVIRUS COMPANIES
13.4.1 KASPERSKY LAB
13.4.2 BITDEFENDER
13.4.3 ESET
14 ADJACENT AND RELATED MARKETS
14.1 INTRODUCTION
14.2 CYBERSECURITY MARKET
14.2.1 MARKET DEFINITION
14.2.2 MARKET OVERVIEW
14.2.3 CYBERSECURITY MARKET, BY COMPONENT
TABLE 489 CYBERSECURITY MARKET, BY COMPONENT, 2016–2021 (USD MILLION)
TABLE 490 CYBERSECURITY MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
14.2.4 CYBERSECURITY MARKET, BY SOFTWARE
TABLE 491 CYBERSECURITY MARKET, BY SOFTWARE, 2016–2021 (USD MILLION)
TABLE 492 CYBERSECURITY MARKET, BY SOFTWARE, 2022–2027 (USD MILLION)
14.2.5 CYBERSECURITY MARKET, BY SERVICE
TABLE 493 CYBERSECURITY MARKET, BY SERVICE, 2016–2021 (USD MILLION)
TABLE 494 CYBERSECURITY MARKET, BY SERVICE, 2022–2027 (USD MILLION)
TABLE 495 SERVICES MARKET, BY PROFESSIONAL SERVICE, 2016–2021 (USD MILLION)
TABLE 496 SERVICES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION)
14.2.6 CYBERSECURITY MARKET, BY SECURITY TYPE
TABLE 497 CYBERSECURITY MARKET, BY SECURITY TYPE, 2016–2021 (USD MILLION)
TABLE 498 CYBERSECURITY MARKET, BY SECURITY TYPE, 2022–2027 (USD MILLION)
14.2.7 CYBERSECURITY MARKET, BY DEPLOYMENT MODE
TABLE 499 CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION)
TABLE 500 CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
14.2.8 CYBERSECURITY MARKET, BY ORGANIZATION SIZE
TABLE 501 CYBERSECURITY MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION)
TABLE 502 CYBERSECURITY MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
14.2.9 CYBERSECURITY MARKET, BY VERTICAL
TABLE 503 CYBERSECURITY MARKET, BY VERTICAL, 2016–2021 (USD MILLION)
TABLE 504 CYBERSECURITY MARKET, BY VERTICAL, 2022–2027 (USD MILLION)
14.2.10 CYBERSECURITY MARKET, BY REGION
TABLE 505 CYBERSECURITY MARKET, BY REGION, 2016–2021 (USD MILLION)
TABLE 506 CYBERSECURITY MARKET, BY REGION, 2022–2027 (USD MILLION)
14.3 ARTIFICIAL INTELLIGENCE MARKET
14.3.1 MARKET DEFINITION
14.3.2 MARKET OVERVIEW
TABLE 507 ARTIFICIAL INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2017–2022 (USD MILLION, Y-O-Y GROWTH)
TABLE 508 ARTIFICIAL INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2023–2030 (USD BILLION, Y-O-Y GROWTH)
14.3.3 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING
TABLE 509 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2017–2022 (USD MILLION)
TABLE 510 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2023–2030 (USD MILLION)
TABLE 511 ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2017–2022 (USD MILLION)
TABLE 512 ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2023–2030 (USD MILLION)
TABLE 513 ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2017–2022 (USD MILLION)
TABLE 514 ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2023–2030 (USD MILLION)
TABLE 515 PREDICTIVE ANALYTICS MARKET, BY SERVICE, 2015–2020 (USD MILLION)
TABLE 516 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY TYPE, 2017–2022 (USD MILLION)
TABLE 517 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY TYPE, 2023–2030 (USD MILLION)
TABLE 518 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT, 2017–2022 (USD MILLION)
TABLE 519 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT, 2023–2030 (USD MILLION)
TABLE 520 ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2017–2022 (USD MILLION)
TABLE 521 ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2023–2030 (USD MILLION)
TABLE 522 ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION)
TABLE 523 ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2023–2030 (USD MILLION)
14.3.4 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY
TABLE 524 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
TABLE 525 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2023–2030 (USD MILLION)
TABLE 526 ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2017–2022 (USD MILLION)
TABLE 527 ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2023–2030 (USD MILLION)
14.3.5 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION
TABLE 528 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2017–2022 (USD MILLION)
TABLE 529 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2023–2030 (USD MILLION)
14.3.6 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL
TABLE 530 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
TABLE 531 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
14.3.7 ARTIFICIAL INTELLIGENCE MARKET, BY REGION
TABLE 532 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 533 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
14.4 IDENTITY AND ACCESS MANAGEMENT (IAM) MARKET
14.4.1 MARKET DEFINITION
14.4.2 MARKET OVERVIEW
14.4.3 IDENTITY AND ACCESS MANAGEMENT MARKET, BY TYPE
TABLE 534 IDENTITY AND ACCESS MANAGEMENT MARKET, BY TYPE, 2017–2022 (USD MILLION)
TABLE 535 IDENTITY AND ACCESS MANAGEMENT MARKET, BY TYPE, 2023–2028 (USD MILLION)
14.4.4 IDENTITY AND ACCESS MANAGEMENT MARKET, BY OFFERING
TABLE 536 IDENTITY AND ACCESS MANAGEMENT MARKET, BY OFFERING, 2017–2022 (USD MILLION)
TABLE 537 IDENTITY AND ACCESS MANAGEMENT MARKET, BY OFFERING, 2023–2028 (USD MILLION)
14.4.5 IDENTITY AND ACCESS MANAGEMENT MARKET, BY SOLUTION
TABLE 538 IDENTITY AND ACCESS MANAGEMENT MARKET, BY SOLUTION, 2017–2022 (USD MILLION)
TABLE 539 IDENTITY AND ACCESS MANAGEMENT MARKET, BY SOLUTION, 2023–2028 (USD MILLION)
14.4.6 IDENTITY AND ACCESS MANAGEMENT MARKET, BY SERVICE
TABLE 540 IDENTITY AND ACCESS MANAGEMENT MARKET, BY SERVICE, 2017–2022 (USD MILLION)
TABLE 541 IDENTITY AND ACCESS MANAGEMENT MARKET, BY SERVICE, 2023–2028 (USD MILLION)
14.4.7 IDENTITY AND ACCESS MANAGEMENT MARKET, BY DEPLOYMENT MODE
TABLE 542 IDENTITY AND ACCESS MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
TABLE 543 IDENTITY AND ACCESS MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
14.4.8 IDENTITY AND ACCESS MANAGEMENT MARKET, BY VERTICAL
TABLE 544 IDENTITY AND ACCESS MANAGEMENT MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
TABLE 545 IDENTITY AND ACCESS MANAGEMENT MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
14.4.9 IDENTITY AND ACCESS MANAGEMENT MARKET, BY REGION
TABLE 546 IDENTITY AND ACCESS MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 547 IDENTITY AND ACCESS MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
15 APPENDIX
15.1 DISCUSSION GUIDE
15.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
15.3 CUSTOMIZATION OPTIONS
15.4 RELATED REPORTS
15.5 AUTHOR DETAILS
1.1 STUDY OBJECTIVES
1.2 MARKET DEFINITION
1.2.1 INCLUSIONS AND EXCLUSIONS
1.3 MARKET SCOPE
1.3.1 MARKET SEGMENTATION
FIGURE 1 AI IN CYBERSECURITY MARKET SEGMENTATION
1.3.2 REGIONS COVERED
FIGURE 2 AI IN CYBERSECURITY MARKET SEGMENTATION, BY REGION
1.3.3 YEARS CONSIDERED
FIGURE 3 YEARS CONSIDERED
1.4 CURRENCY CONSIDERED
TABLE 1 USD EXCHANGE RATE, 2020–2022
1.5 STAKEHOLDERS
1.6 SUMMARY OF CHANGES
1.6.1 RECESSION IMPACT
2 RESEARCH METHODOLOGY
2.1 RESEARCH DATA
FIGURE 4 AI IN CYBERSECURITY MARKET: RESEARCH DESIGN
2.1.1 SECONDARY DATA
2.1.2 PRIMARY DATA
TABLE 2 PRIMARY INTERVIEWS
2.1.2.1 Breakup of primary profiles
FIGURE 5 BREAKUP OF PRIMARY PROFILES, BY COMPANY TYPE, DESIGNATION, AND REGION
2.1.2.2 Key industry insights
2.2 MARKET FORECAST
TABLE 3 FACTOR ANALYSIS
2.3 MARKET SIZE ESTIMATION
FIGURE 6 TOP-DOWN AND BOTTOM-UP APPROACHES
2.3.1 TOP-DOWN APPROACH
2.3.2 BOTTOM-UP APPROACH
FIGURE 7 APPROACH 1 (SUPPLY-SIDE): REVENUE OF SOLUTIONS/SERVICES OF AI IN CYBERSECURITY MARKET
FIGURE 8 APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL AI SOLUTIONS/SERVICES/HARDWARE IN CYBERSECURITY
FIGURE 9 APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL AI SOLUTIONS/SERVICES/HARDWARE IN CYBERSECURITY
FIGURE 10 APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARES OF AI IN CYBERSECURITY DERIVED THROUGH OVERALL AI IN CYBERSECURITY SPENDING
2.4 DATA TRIANGULATION
FIGURE 11 AI IN CYBERSECURITY MARKET: DATA TRIANGULATION
2.5 STUDY ASSUMPTIONS
2.6 STUDY LIMITATIONS
2.7 IMPACT OF RECESSION ON GLOBAL AI IN CYBERSECURITY MARKET
TABLE 4 RECESSION IMPACT ON AI IN CYBERSECURITY MARKET
3 EXECUTIVE SUMMARY
TABLE 5 GLOBAL AI IN CYBERSECURITY MARKET AND GROWTH RATE, 2019–2022 (USD MILLION Y-O-Y)
TABLE 6 GLOBAL AI IN CYBERSECURITY MARKET AND GROWTH RATE, 2023–2028 (USD MILLION Y-O-Y)
FIGURE 12 AI SOLUTIONS TO ACCOUNT FOR LARGEST OFFERING MARKET IN CYBERSECURITY IN 2023
FIGURE 13 ACCELERATORS TO ACCOUNT FOR LARGEST HARDWARE OFFERING MARKET IN CYBERSECURITY IN 2023
FIGURE 14 MICROPROCESSING UNITS TO WITNESS HIGHEST DEMAND AMONG PROCESSORS IN CYBERSECURITY MARKET IN 2023
FIGURE 15 AI SOFTWARE TO BE LARGER SOLUTIONS MARKET THAN AI PLATFORMS IN CYBERSECURITY MARKET IN 2023
FIGURE 16 STANDALONE SOFTWARE TO BE LARGER MARKET THAN INTEGRATED SOFTWARE IN 2023
FIGURE 17 MACHINE LEARNING FRAMEWORK TO ACCOUNT FOR LARGER PLATFORM MARKET IN 2023
FIGURE 18 CLOUD DEPLOYMENT OF AI SOLUTIONS IN CYBERSECURITY TO ACCOUNT FOR LARGER MARKET IN 2023
FIGURE 19 PROFESSIONAL AI SERVICES TO LEAD OVER MANAGED AI SERVICES IN CYBERSECURITY IN 2023
FIGURE 20 CONSULTING SERVICES TO ACCOUNT FOR LARGEST PROFESSIONAL SERVICES MARKET IN 2023
FIGURE 21 AI DEPLOYMENT TO BE HIGHEST IN INFRASTRUCTURE SECURITY IN 2023
FIGURE 22 NETWORK SECURITY TO BE LARGEST INFRASTRUCTURE SECURITY USE OF AI IN 2023
FIGURE 23 MACHINE LEARNING TO DOMINATE MARKET AMONG AI TECHNOLOGIES IN CYBERSECURITY IN 2023
FIGURE 24 DEEP LEARNING SEGMENT TO DOMINATE MARKET AMONG MACHINE LEARNING TECHNOLOGIES IN CYBERSECURITY IN 2023
FIGURE 25 TEXT ANALYSIS TO BE LARGEST NATURAL LANGUAGE PROCESSING TECHNOLOGY DEPLOYED IN CYBERSECURITY IN 2023
FIGURE 26 AUTOMATED THREAT INTELLIGENCE TO BE LARGEST AMONG CONTEXT-AWARE COMPUTING TECHNOLOGIES IN CYBERSECURITY IN 2023
FIGURE 27 IMAGE RECOGNITION TO BE LARGEST COMPUTER VISION TECHNOLOGY IN CYBERSECURITY IN 2023
FIGURE 28 IDENTITY & ACCESS MANAGEMENT TO BE LARGEST APPLICATION OF AI IN CYBERSECURITY MARKET IN 2023
FIGURE 29 IT/ITES SEGMENT TO BE LARGEST VERTICAL MARKET FOR AI IN CYBERSECURITY IN 2023
FIGURE 30 AUTOMOTIVE VERTICAL TO GROW AT HIGHEST CAGR IN 2023
FIGURE 31 NORTH AMERICA TO BE LARGEST AND ASIA PACIFIC TO GROW AT HIGHEST CAGR IN AI IN CYBERSECURITY MARKET IN 2023
4 PREMIUM INSIGHTS
4.1 ATTRACTIVE OPPORTUNITIES FOR AI IN CYBERSECURITY MARKET PLAYERS
FIGURE 32 ASIA PACIFIC TO GROW AT HIGHEST CAGR IN ARTIFICIAL INTELLIGENCE IN CYBERSECURITY MARKET DURING 2023–2028
4.2 AI IN CYBERSECURITY MARKET: TOP THREE APPLICATIONS
FIGURE 33 IDENTITY & ACCESS MANAGEMENT APPLICATION MARKET TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
4.3 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY OFFERING AND KEY VERTICAL
FIGURE 34 SOLUTION OFFERINGS AND IT/ITES VERTICAL TO ACCOUNT FOR LARGEST RESPECTIVE SEGMENTAL SHARES IN NORTH AMERICA IN 2023
4.4 AI IN CYBERSECURITY MARKET, BY REGION
FIGURE 35 NORTH AMERICA TO ACCOUNT FOR LARGEST REGION-WISE MARKET SHARE IN 2023
5 MARKET OVERVIEW AND INDUSTRY TRENDS
5.1 INTRODUCTION
5.2 MARKET DYNAMICS
FIGURE 36 AI IN CYBERSECURITY MARKET DYNAMICS
5.2.1 DRIVERS
5.2.1.1 Growth in adoption of IoT and increase in number of connected devices
5.2.1.2 Increase in instances of cyber threats
5.2.1.3 Rise in concerns regarding data protection
5.2.1.4 Increase in vulnerability of Wi-Fi networks to security threats
5.2.2 RESTRAINTS
5.2.2.1 Inability of AI to stop zero-day and advanced threats
5.2.2.2 Rise in insider cyber threats
5.2.3 OPPORTUNITIES
5.2.3.1 Growth in need for cloud-based security solutions among SMEs
5.2.3.2 Increase in use of social media for business functions
5.2.3.3 Zero trust framework providing advanced security
5.2.4 CHALLENGES
5.2.4.1 Limited number of cybersecurity and AI professionals
5.2.4.2 Lack of interoperability with existing information systems
5.2.4.3 Shortcomings of AI
5.3 TECHNOLOGY ANALYSIS
5.3.1 KEY TECHNOLOGY
5.3.1.1 Generative AI
5.3.1.2 Blockchain
5.3.1.3 Predictive Analytics
5.3.2 COMPLEMENTARY TECHNOLOGY
5.3.2.1 Tokenization
5.3.2.2 Cloud Computing
5.3.2.3 AR/VR
5.3.3 ADJACENT TECHNOLOGY
5.3.3.1 Quantum Computing
5.3.3.2 IoT
5.3.3.3 Big Data
5.3.3.4 5G
5.4 CASE STUDY ANALYSIS
5.4.1 BFSI
5.4.1.1 Cargills Bank implemented IBM QRadar SIEM
5.4.2 IT/ITES
5.4.2.1 Infosys offered Infrastructure Security Endpoint Management (ISEM) for investment giant
5.4.3 ENERGY & UTILITIES
5.4.3.1 Siemens used Amazon Web Services (AWS) to build data analytics platform
5.4.4 TELECOMMUNICATIONS
5.4.4.1 Fortune 500 TELCO used snorkel flow for classifying encrypted network data flows
5.4.5 GOVERNMENT & DEFENSE
5.4.5.1 US government agency used Snorkel Flow for application classification and network attack detection
5.5 EVOLUTION OF AI IN CYBERSECURITY MARKET
FIGURE 37 EVOLUTION OF AI IN CYBERSECURITY MARKET
5.5.1 TURING, MACHINES, AND THEORETICAL FOUNDATIONS
5.5.2 EARLY DAYS OF COMPUTING
5.5.3 EXPERT SYSTEMS
5.5.4 MACHINE LEARNING EVOLUTION
5.5.5 DEEP LEARNING AND NEURAL NETWORKS
5.5.6 RECENT DEVELOPMENTS IN LARGE LANGUAGE MODELS
5.5.7 EMERGENCE OF QUANTUM COMPUTING
5.5.8 FUTURE AHEAD
5.6 ECOSYSTEM/MARKET MAP
TABLE 7 ROLE OF PLAYERS IN AI IN CYBERSECURITY
FIGURE 38 KEY PLAYERS IN AI IN CYBERSECURITY MARKET ECOSYSTEM
5.7 TARIFF & REGULATORY LANDSCAPE
5.7.1 TARIFFS RELATED TO AI IN CYBERSECURITY
TABLE 8 TARIFFS RELATED TO AI IN CYBERSECURITY MARKET, 2022
5.7.2 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 9 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 10 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 11 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 12 ROW: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
5.7.2.1 North America
5.7.2.1.1 US
5.7.2.1.1.1 California Consumer Privacy Act (CCPA)
5.7.2.1.1.2 Health Insurance Portability and Accountability Act (HIPAA)
5.7.2.1.1.3 Artificial Intelligence Risk Management Framework 1.0 (RMF)
5.7.2.1.2 Canada
5.7.2.1.2.1 Public Safety Canada Regulation
5.7.2.2 Europe
5.7.2.2.1 General Data Protection Regulation (GDPR)
5.7.2.2.2 EU Regulatory Framework for AI
5.7.2.3 Asia Pacific
5.7.2.3.1 South Korea
5.7.2.3.1.1 Personal Information Protection Act (PIPA)
5.7.2.3.2 China
5.7.2.3.3 India
5.7.2.4 Middle East & Africa
5.7.2.4.1 UAE
5.7.2.4.1.1 UAE AI Regulations
5.7.2.4.2 KSA
5.7.2.4.2.1 Saudi Arabia AI Strategy
5.7.2.4.3 Bahrain
5.7.2.4.3.1 Bahrain AI Ethics Framework
5.7.2.5 Latin America
5.7.2.5.1 Brazil
5.7.2.5.2 Mexico
5.8 VALUE CHAIN ANALYSIS
FIGURE 39 AI IN CYBERSECURITY: VALUE CHAIN ANALYSIS
5.8.1 RESEARCH, DESIGN, AND DEVELOPMENT
5.8.2 COMPONENT PROVIDERS
5.8.3 SYSTEM INTEGRATORS
5.8.4 MARKETING AND SALES EXECUTIVES
5.8.5 END-USER INDUSTRIES
5.8.6 SERVICE PROVIDERS
5.9 PORTER'S FIVE FORCES ANALYSIS
TABLE 13 PORTER'S FIVE FORCES IMPACT ON AI IN CYBERSECURITY
FIGURE 40 PORTER’S FIVE FORCES ANALYSIS
5.9.1 THREAT FROM NEW ENTRANTS
5.9.2 THREAT FROM SUBSTITUTES
5.9.3 BARGAINING POWER OF SUPPLIERS
5.9.4 BARGAINING POWER OF BUYERS
5.9.5 INTENSITY OF COMPETITIVE RIVALRY
5.10 KEY CONFERENCES & EVENTS
TABLE 14 DETAILED LIST OF CONFERENCE & EVENTS, 2023–2024
5.11 KEY STAKEHOLDERS AND BUYING CRITERIA
5.11.1 KEY STAKEHOLDERS IN BUYING PROCESS
FIGURE 41 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS
TABLE 15 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS
5.11.2 BUYING CRITERIA
FIGURE 42 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS
TABLE 16 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS
5.12 PRICING ANALYSIS
5.12.1 INDICATIVE PRICING ANALYSIS, BY AI IN CYBERSECURITY VENDORS
TABLE 17 INDICATIVE PRICING LEVELS OF AI IN CYBERSECURITY VENDORS, BY SOLUTION
5.12.2 AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY HARDWARE
FIGURE 43 AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY HARDWARE (USD)
TABLE 18 AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY HARDWARE (USD)
5.13 PATENT ANALYSIS
5.13.1 METHODOLOGY
5.13.2 PATENTS FILED, BY DOCUMENT TYPE
TABLE 19 PATENTS FILED, 2013–2023
5.13.3 INNOVATION AND PATENT APPLICATIONS
FIGURE 44 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2013–2023
5.13.3.1 Top 10 applicants in AI in cybersecurity
FIGURE 45 TOP 10 APPLICANTS IN AI IN CYBERSECURITY, 2013–2023
FIGURE 46 REGIONAL ANALYSIS OF PATENTS GRANTED
TABLE 20 TOP 20 PATENT OWNERS IN AI IN CYBERSECURITY, 2013–2023
TABLE 21 LIST OF FEW PATENTS IN AI IN CYBERSECURITY MARKET, 2023
5.14 TRADE ANALYSIS
5.14.1 IMPORT SCENARIO OF AUTOMATED DATA PROCESSING MACHINES AND UNITS
FIGURE 47 AUTOMATED DATA PROCESSING MACHINES AND UNITS OF IMPORT, BY KEY COUNTRY, 2015–2022 (USD BILLION)
5.14.2 EXPORT SCENARIO OF AUTOMATED DATA PROCESSING MACHINES AND UNITS
FIGURE 48 AUTOMATED DATA PROCESSING MACHINE AND UNITS OF EXPORT, BY KEY COUNTRY, 2015–2022 (USD BILLION)
5.15 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESS
FIGURE 49 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESS
5.16 BEST PRACTICES IN AI IN CYBERSECURITY MARKET
TABLE 22 BEST PRACTICES IN AI IN CYBERSECURITY MARKETS
5.17 TECHNOLOGY ROADMAP OF AI IN CYBERSECURITY MARKET
TABLE 23 SHORT-TERM ROADMAP, 2023–2025
TABLE 24 MID-TERM ROADMAP, 2026–2028
TABLE 25 LONG-TERM ROADMAP, 2029–2030
5.18 BUSINESS MODELS OF AI IN CYBERSECURITY MARKET
FIGURE 50 BUSINESS MODELS OF AI IN CYBERSECURITY MARKET
6 AI IN CYBERSECURITY MARKET, BY OFFERING
6.1 INTRODUCTION
6.1.1 OFFERING: AI IN CYBERSECURITY MARKET DRIVERS
FIGURE 51 SOLUTIONS TO LEAD IN AI IN CYBERSECURITY MARKET DURING FORECAST PERIOD
TABLE 26 AI IN CYBERSECURITY MARKET, BY OFFERING, 2019–2022 (USD MILLION)
TABLE 27 AI IN CYBERSECURITY MARKET, BY OFFERING, 2023–2028 (USD MILLION)
6.2 HARDWARE
6.2.1 HARDWARE INNOVATIONS PIVOTAL IN FORTIFYING AI-POWERED CYBERSECURITY SOLUTIONS
FIGURE 52 ACCELERATORS TO DOMINATE AI HARDWARE IN CYBERSECURITY MARKET DURING FORECAST PERIOD
TABLE 28 AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 29 AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 30 AI HARDWARE IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 31 AI HARDWARE IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.2 ACCELERATORS
6.2.2.1 Rise in demand for faster processing in AI applications
TABLE 32 AI ACCELERATORS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 33 AI ACCELERATORS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.3 PROCESSORS
6.2.3.1 Rise in trends in AI hardware: GPUs leading, FPGAs competing, and emergence of neuromorphic chips
FIGURE 53 MICROPROCESSING UNIT (MPU) TO BE LARGEST IN AI PROCESSORS IN CYBERSECURITY MARKET DURING FORECAST PERIOD
TABLE 34 AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 35 AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 36 AI PROCESSORS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 37 AI PROCESSORS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.3.2 MPU
TABLE 38 AI MPU IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 39 AI MPU IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.3.3 GPU
TABLE 40 AI GPU IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 41 AI GPU IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.3.4 FPGA
TABLE 42 AI FPGA IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 43 AI FPGA IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.3.5 ASIC
TABLE 44 AI ASIC IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 45 AI ASIC IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.3.6 TPU
TABLE 46 AI TPU IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 47 AI TPU IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.3.7 Other processors
TABLE 48 OTHER AI PROCESSORS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 49 OTHER AI PROCESSORS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.4 STORAGE
6.2.4.1 Memory solutions to help store large volumes of data
TABLE 50 AI STORAGE IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 51 AI STORAGE IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.5 NETWORK
6.2.5.1 High-bandwidth networks to enable ultrafast communication between CPUs and GPUs
TABLE 52 AI NETWORKS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 53 AI NETWORKS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3 SOLUTIONS
6.3.1 RISE IN CYBERSECURITY FLEXIBILITY THROUGH STRATEGIC INTEGRATION OF AI SOLUTIONS
FIGURE 54 SOFTWARE TO DOMINATE AI SOLUTIONS IN CYBERSECURITY MARKET DURING FORECAST PERIOD
TABLE 54 AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 55 AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 56 AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 57 AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3.2 AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE
6.3.2.1 Software
6.3.2.1.1 AI-infused software to drive growth in cybersecurity solutions to counteract rise in cyber threats
FIGURE 55 INTEGRATED SOLUTIONS TO BE LARGER AI SOLUTIONS IN CYBERSECURITY MARKET DURING FORECAST PERIOD
TABLE 58 AI SOFTWARE IN CYBERSECURITY MARKET, 2019–2022 (USD MILLION)
TABLE 59 AI SOFTWARE IN CYBERSECURITY MARKET, 2023–2028 (USD MILLION)
TABLE 60 AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 61 AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3.2.1.2 Standalone
TABLE 62 STANDALONE AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 63 STANDALONE AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3.2.1.3 Integrated
TABLE 64 INTEGRATED AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 65 INTEGRATED AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3.2.2 Platforms
6.3.2.2.1 Rapid adoption of AI platforms, including Machine Learning and Deep Learning, to safeguard sensitive data
FIGURE 56 MACHINE LEARNING FRAMEWORK TO DOMINATE AI PLATFORMS IN CYBERSECURITY MARKET DURING FORECAST PERIOD
TABLE 66 AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 67 AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 68 AI PLATFORMS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 69 AI PLATFORMS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3.2.2.2 Application Program Interface (API)
TABLE 70 APPLICATION PROGRAM INTERFACE (API) IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 71 APPLICATION PROGRAM INTERFACE (API) IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3.2.2.3 Machine learning framework
TABLE 72 AI MACHINE LEARNING FRAMEWORK IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 73 AI MACHINE LEARNING FRAMEWORK IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3.3 AI IN CYBERSECURITY MARKET FOR SOLUTIONS, BY DEPLOYMENT MODE
FIGURE 57 CLOUD-BASED DEPLOYMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
TABLE 74 AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2019–2022 (USD MILLION)
TABLE 75 AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
6.3.3.1 On-premises
6.3.3.1.1 Full control of platforms, applications, systems, and data available on-premises
TABLE 76 ON-PREMISE AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 77 ON-PREMISE AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3.3.2 Cloud
6.3.3.2.1 Cost-effectiveness of cloud-based solutions to be advantageous
TABLE 78 CLOUD-BASED AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 79 CLOUD-BASED AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.4 SERVICES
FIGURE 58 PROFESSIONAL SERVICES TO LEAD IN AI SERVICES IN CYBERSECURITY MARKET DURING FORECAST PERIOD
TABLE 80 AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 81 AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 82 AI SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 83 AI SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.4.1 PROFESSIONAL SERVICES
6.4.1.1 Surge in AI-powered professional services for enhanced threat detection and incident response
FIGURE 59 CONSULTING SERVICES TO LEAD AMONG PROFESSIONAL AI SERVICES IN CYBERSECURITY DURING FORECAST PERIOD
TABLE 84 AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 85 AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 86 AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 87 AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.4.1.2 Consulting services
TABLE 88 AI CONSULTING SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 89 AI CONSULTING SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.4.1.3 Deployment & integration
TABLE 90 AI DEPLOYMENT & INTEGRATION SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 91 AI DEPLOYMENT & INTEGRATION SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.4.1.4 Support & maintenance
TABLE 92 AI SUPPORT & MAINTENANCE SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 93 AI SUPPORT & MAINTENANCE SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
6.4.2 MANAGED SERVICES
6.4.2.1 AI integration to amplify managed cybersecurity services for enhanced threat management and response
TABLE 94 AI MANAGED SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 95 AI MANAGED SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
7 AI IN CYBERSECURITY MARKET, BY SECURITY TYPE
7.1 INTRODUCTION
7.1.1 SECURITY TYPE: AI IN CYBERSECURITY MARKET DRIVERS
FIGURE 60 INFRASTRUCTURE SECURITY TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 96 AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2019–2022 (USD MILLION)
TABLE 97 AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2023–2028 (USD MILLION)
7.2 INFRASTRUCTURE SECURITY
7.2.1 APPLICATION OF AI TO PROTECT DATA FROM NUMEROUS THREATS
FIGURE 61 NETWORK SECURITY TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 98 AI IN CYBERSECURITY MARKET, BY INFRASTRUCTURE SECURITY, 2019–2022 (USD MILLION)
TABLE 99 AI IN CYBERSECURITY MARKET, BY INFRASTRUCTURE SECURITY, 2023–2028 (USD MILLION)
TABLE 100 AI IN INFRASTRUCTURE SECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 101 AI IN INFRASTRUCTURE SECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
7.2.2 NETWORK SECURITY
7.2.2.1 Strengthening corporate networks with advanced cybersecurity measures and integration of AI
TABLE 102 AI IN NETWORK SECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 103 AI IN NETWORK SECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
7.2.3 ENDPOINT SECURITY
7.2.3.1 Real-time threat detection, prevention, and response to network devices
TABLE 104 AI IN ENDPOINT SECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 105 AI IN ENDPOINT SECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
7.2.4 CLOUD SECURITY
7.2.4.1 Complete threat protection against ransomware, internal email risks, and file-sharing risks
TABLE 106 AI IN CLOUD SECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 107 AI IN CLOUD SECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
7.2.5 OTHER INFRASTRUCTURE SECURITY TYPES
TABLE 108 AI IN OTHER INFRASTRUCTURE SECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 109 AI IN OTHER INFRASTRUCTURE SECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
7.3 DATA SECURITY
7.3.1 POTENTIAL FOR PRIVACY INFRINGEMENT WITH AI IDENTIFYING DATA PATTERNS, DELIVERING ACTIONABLE GUIDANCE, AND AUTONOMOUS THREAT MITIGATION
TABLE 110 AI IN DATA SECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 111 AI IN DATA SECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
7.4 APPLICATION SECURITY
7.4.1 RELIANCE ON NETWORK SECURITY AND NEGLECTING APPLICATIONS TO CREATE SECURITY GAP, MAKING ORGANIZATIONS SUSCEPTIBLE TO ATTACKS
TABLE 112 AI IN APPLICATION SECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 113 AI IN APPLICATION SECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
7.5 OTHER SECURITY TYPES
TABLE 114 AI IN OTHER SECURITY TYPES MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 115 AI IN OTHER SECURITY TYPES MARKET, BY REGION, 2023–2028 (USD MILLION)
8 AI IN CYBERSECURITY MARKET, BY TECHNOLOGY
8.1 INTRODUCTION
8.1.1 TECHNOLOGY: AI IN CYBERSECURITY MARKET DRIVERS
FIGURE 62 MACHINE LEARNING TO LEAD AI IN CYBERSECURITY MARKET DURING FORECAST PERIOD
TABLE 116 AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION)
TABLE 117 AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
8.2 MACHINE LEARNING
8.2.1 MACHINE LEARNING TO HELP BUSINESSES DEAL WITH LARGE VOLUMES OF DATA
FIGURE 63 DEEP LEARNING TO LEAD AI IN CYBERSECURITY MARKET DURING FORECAST PERIOD
TABLE 118 MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 119 MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 120 MACHINE LEARNING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 121 MACHINE LEARNING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.2.2 DEEP LEARNING
TABLE 122 DEEP LEARNING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 123 DEEP LEARNING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.2.2.1 Convolutional neural networks (CNN)
8.2.2.2 Recurrent neural networks (RNN)
8.2.2.3 Generative AI
8.2.2.3.1 Generative adversarial networks (GAI)
8.2.2.3.2 Variational autoencoders
8.2.2.3.3 Transformative AI
8.2.2.3.4 Other deep learning technologies
8.2.3 SUPERVISED LEARNING
8.2.3.1 Crucial role in threat detection and mitigation
TABLE 124 SUPERVISED LEARNING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 125 SUPERVISED LEARNING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.2.4 UNSUPERVISED LEARNING
8.2.4.1 Using unsupervised learning for advanced cyber threat detection
TABLE 126 UNSUPERVISED LEARNING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 127 UNSUPERVISED LEARNING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.2.5 REINFORCEMENT LEARNING
8.2.5.1 Impact and efficiency of reinforcement learning in adaptive defense strategies
TABLE 128 REINFORCEMENT LEARNING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 129 REINFORCEMENT LEARNING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.2.6 NEURAL NETWORKS
TABLE 130 NEURAL NETWORKS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 131 NEURAL NETWORKS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.3 NATURAL LANGUAGE PROCESSING
8.3.1 REAL-TIME TRANSLATION AND DEVELOPMENT OF SYSTEMS TO INTERACT THROUGH DIALOGUES
FIGURE 64 TEXT ANALYSIS IN NLP TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
TABLE 132 NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 133 NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 134 NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 135 NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.3.1.1 Text analysis
TABLE 136 TEXT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 137 TEXT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.3.1.2 Chatbot analysis
TABLE 138 CHATBOT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 139 CHATBOT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.3.1.3 Sentiment analysis
TABLE 140 SENTIMENT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 141 SENTIMENT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.3.1.4 Natural language generation
TABLE 142 NATURAL LANGUAGE GENERATION (NLG) IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 143 NATURAL LANGUAGE GENERATION (NLG) IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.3.1.5 Named entity recognition
TABLE 144 NAMED ENTITY RECOGNITION (NER) IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 145 NAMED ENTITY RECOGNITION (NER) IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.3.1.6 Natural language understanding
TABLE 146 NATURAL LANGUAGE UNDERSTANDING (NLU) IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 147 NATURAL LANGUAGE UNDERSTANDING (NLU) IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.4 CONTEXT-AWARE COMPUTING
8.4.1 DEVELOPMENT OF SOPHISTICATED HARD AND SOFT SENSORS
FIGURE 65 AUTOMATION & ORCHESTRATION IN CONTEXT-AWARE COMPUTING TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
TABLE 148 CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 149 CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 150 CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 151 CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.4.1.1 Automated threat intelligence
TABLE 152 AUTOMATED THREAT INTELLIGENCE IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 153 AUTOMATED THREAT INTELLIGENCE IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.4.1.2 Threat hunting
TABLE 154 AI THREAT HUNTING IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 155 AI THREAT HUNTING IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.4.1.3 Automation & orchestration
TABLE 156 AI AUTOMATION & ORCHESTRATION IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 157 AI AUTOMATION & ORCHESTRATION IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.4.1.3.1 Security Orchestration, Automation, and Response (SOAR)
8.4.1.3.2 Robotic Process Automation (RPA)
8.5 COMPUTER VISION
FIGURE 66 OBJECT DETECTION IN COMPUTER VISION TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
TABLE 158 AI COMPUTER VISION IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 159 AI COMPUTER VISION IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 160 AI COMPUTER VISION IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 161 AI COMPUTER VISION IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.5.1 IMAGE RECOGNITION
TABLE 162 AI IMAGE RECOGNITION IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 163 AI IMAGE RECOGNITION IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.5.2 OBJECT DETECTION
TABLE 164 AI OBJECT DETECTION IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 165 AI OBJECT DETECTION IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.5.3 ANOMALY DETECTION
TABLE 166 ANOMALY DETECTION IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 167 ANOMALY DETECTION IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.5.4 VIDEO ANALYSIS
TABLE 168 AI VIDEO ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 169 AI VIDEO ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.5.5 FACIAL RECOGNITION
TABLE 170 FACIAL RECOGNITION IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 171 FACIAL RECOGNITION IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
8.5.6 SECURITY SURVEILLANCE OPTIMIZATION
TABLE 172 SECURITY SURVEILLANCE OPTIMIZATION IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 173 SECURITY SURVEILLANCE OPTIMIZATION IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
9 AI IN CYBERSECURITY MARKET, BY APPLICATION
9.1 INTRODUCTION
FIGURE 67 IDENTITY & ACCESS MANAGEMENT TO ACCOUNT FOR LARGEST SHARE OF MARKET DURING FORECAST PERIOD
TABLE 174 AI IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 175 AI IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
9.2 IDENTITY & ACCESS MANAGEMENT
9.2.1 INCREASE IN THREAT OF DATA BREACHES DUE TO INSIDER ATTACKS
TABLE 176 AI IN CYBERSECURITY MARKET IN IDENTITY & ACCESS MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2019–2022 (USD MILLION)
TABLE 177 AI IN CYBERSECURITY MARKET IN IDENTITY & ACCESS MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2023–2028 (USD MILLION)
TABLE 178 AI IN CYBERSECURITY MARKET IN IDENTITY & ACCESS MANAGEMENT APPLICATIONS, BY REGION, 2019–2022 (USD MILLION)
TABLE 179 AI IN CYBERSECURITY MARKET IN IDENTITY & ACCESS MANAGEMENT APPLICATIONS, BY REGION, 2023–2028 (USD MILLION)
9.2.2 ACCESS POLICY ENFORCEMENT
9.2.3 USER PROVISIONING & DEPROVISIONING
9.2.4 SINGLE SIGN-ON (SSO)
9.2.5 IDENTITY GOVERNANCE & ADMINISTRATION (IGA)
9.2.6 MULTI-FACTOR AUTHENTICATION (MFA)
9.2.7 OTHER IDENTITY & ACCESS MANAGEMENT APPLICATIONS
9.3 RISK & COMPLIANCE MANAGEMENT
9.3.1 INCREASE IN NEED FOR INTERNAL AUDIT FEATURES AND REGULATORY COMPLIANCE MANDATES
TABLE 180 AI IN CYBERSECURITY MARKET IN RISK & COMPLIANCE MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2019–2022 (USD MILLION)
TABLE 181 AI IN CYBERSECURITY MARKET IN RISK & COMPLIANCE MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2023–2028 (USD MILLION)
TABLE 182 AI IN CYBERSECURITY MARKET IN RISK & COMPLIANCE MANAGEMENT APPLICATIONS, BY REGION, 2019–2022 (USD MILLION)
TABLE 183 AI IN CYBERSECURITY MARKET IN RISK & COMPLIANCE MANAGEMENT APPLICATIONS, BY REGION, 2023–2028 (USD MILLION)
9.3.2 AUTOMATED COMPLIANCE AUDITING
9.3.3 AUDIT TRAIL GENERATION
9.3.4 REGULATORY COMPLIANCE REPORTING
9.3.5 THREAT MODELING
9.3.6 INCIDENT RESPONSE PLANNING
9.3.7 OTHER RISK & COMPLIANCE MANAGEMENT APPLICATIONS
9.4 DATA LOSS PREVENTION
9.4.1 STRICT IMPLEMENTATION OF GOVERNMENT REGULATIONS AND LAWS
TABLE 184 AI IN CYBERSECURITY MARKET IN DATA LOSS PREVENTION APPLICATIONS, BY SUBAPPLICATION, 2019–2022 (USD MILLION)
TABLE 185 AI IN CYBERSECURITY MARKET IN DATA LOSS PREVENTION APPLICATIONS, BY SUBAPPLICATION, 2023–2028 (USD MILLION)
TABLE 186 AI IN CYBERSECURITY MARKET IN DATA LOSS PREVENTION APPLICATIONS, BY REGION, 2019–2022 (USD MILLION)
TABLE 187 AI IN CYBERSECURITY MARKET IN DATA LOSS PREVENTION APPLICATIONS, BY REGION, 2023–2028 (USD MILLION)
9.4.2 DATA ENCRYPTION & TOKENIZATION
9.4.3 CONTENT DISCOVERY & CLASSIFICATION
9.4.4 USER ACTIVITY MONITORING
9.4.5 INSIDER THREAT DETECTION
9.4.6 DATA LEAK DETECTION
9.4.7 OTHER DATA LOSS PREVENTION APPLICATIONS
9.5 UNIFIED THREAT MANAGEMENT
9.5.1 PROVISION OF MULTIPLE SECURITY FUNCTIONS TO PROTECT ENTERPRISES FROM EVOLVING CYBER THREATS
TABLE 188 AI IN CYBERSECURITY MARKET IN UNIFIED THREAT MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2019–2022 (USD MILLION)
TABLE 189 AI IN CYBERSECURITY MARKET IN UNIFIED THREAT MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2023–2028 (USD MILLION)
TABLE 190 AI IN CYBERSECURITY MARKET IN UNIFIED THREAT MANAGEMENT APPLICATIONS, BY REGION, 2019–2022 (USD MILLION)
TABLE 191 AI IN CYBERSECURITY MARKET IN UNIFIED THREAT MANAGEMENT APPLICATIONS, BY REGION, 2023–2028 (USD MILLION)
9.5.2 NETWORK MONITORING & REPORTING
9.5.3 BANDWIDTH MANAGEMENT
9.5.4 GATEWAY ANTIVIRUS
9.5.5 BOT IDENTIFICATION
9.5.6 SPAM FILTERING
9.5.7 OTHER UNIFIED THREAT MANAGEMENT APPLICATIONS
9.6 SECURITY & VULNERABILITY MANAGEMENT
9.6.1 GROWTH IN VOLUME OF DATA AND RISE IN ADOPTION OF BYOD TREND
TABLE 192 AI IN CYBERSECURITY MARKET IN SECURITY & VULNERABILITY MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2019–2022 (USD MILLION)
TABLE 193 AI IN CYBERSECURITY MARKET IN SECURITY & VULNERABILITY MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2023–2028 (USD MILLION)
TABLE 194 AI IN CYBERSECURITY MARKET IN SECURITY & VULNERABILITY MANAGEMENT APPLICATIONS, BY REGION, 2019–2022 (USD MILLION)
TABLE 195 AI IN CYBERSECURITY MARKET IN SECURITY & VULNERABILITY MANAGEMENT APPLICATIONS, BY REGION, 2023–2028 (USD MILLION)
9.6.2 PATCH MANAGEMENT
9.6.3 VULNERABILITY SCANNING & ASSESSMENT
9.6.4 SECURITY INFORMATION & EVENT MANAGEMENT (SIEM)
9.6.5 BREACH RISK PREDICTION
9.6.6 CONFIGURATION MANAGEMENT
9.6.7 OTHER SECURITY & VULNERABILITY MANAGEMENT APPLICATIONS
9.7 FRAUD DETECTION
9.7.1 NEED FOR ROBUST INFRASTRUCTURE WITH HIGH-PERFORMANCE COMPUTING AND SCALABILITY
TABLE 196 AI IN CYBERSECURITY MARKET IN FRAUD DETECTION APPLICATIONS, BY SUBAPPLICATION, 2019–2022 (USD MILLION)
TABLE 197 AI IN CYBERSECURITY MARKET IN FRAUD DETECTION APPLICATIONS, BY SUBAPPLICATION, 2023–2028 (USD MILLION)
TABLE 198 AI IN CYBERSECURITY MARKET IN FRAUD DETECTION APPLICATIONS, BY REGION, 2019–2022 (USD MILLION)
TABLE 199 AI IN CYBERSECURITY MARKET IN FRAUD DETECTION APPLICATIONS, BY REGION, 2023–2028 (USD MILLION)
9.7.2 ENDPOINT DETECTION & RESPONSE (EDR)
9.7.3 PATTERN RECOGNITION
9.7.4 TRANSACTION MONITORING
9.7.5 GEOLOCATION ANALYSIS
9.7.6 PHISHING DETECTION
9.7.7 OTHER FRAUD DETECTION APPLICATIONS
9.8 INTRUSION DETECTION/PREVENTION SYSTEM
9.8.1 NEED TO MONITOR NETWORK ACROSS ENTERPRISES FOR SUSPICIOUS ACTIVITY
TABLE 200 AI IN CYBERSECURITY MARKET IN INTRUSION DETECTION/PREVENTION SYSTEMS, BY SUBAPPLICATION, 2019–2022 (USD MILLION)
TABLE 201 AI IN CYBERSECURITY MARKET IN INTRUSION DETECTION/PREVENTION SYSTEMS, 2023–2028 (USD MILLION)
TABLE 202 AI IN CYBERSECURITY MARKET IN INTRUSION DETECTION/PREVENTION SYSTEMS, BY REGION, 2019–2022 (USD MILLION)
TABLE 203 AI IN CYBERSECURITY MARKET IN INTRUSION DETECTION/PREVENTION SYSTEMS, BY REGION, 2023–2028 (USD MILLION)
9.8.2 THRESHOLD MONITORING
9.8.3 PROTOCOL-BASED INTRUSION DETECTION SYSTEM (PIDS)
9.8.4 USER & ENTITY BEHAVIOR ANALYTICS (UEBA)
9.8.5 FILE INTEGRITY MONITORING
9.8.6 HOST-BASED INTRUSION PREVENTION SYSTEM (HIPS)
9.8.7 OTHER INTRUSION DETECTION/PREVENTION SYSTEM APPLICATIONS
9.9 OTHER APPLICATIONS
TABLE 204 AI IN CYBERSECURITY MARKET IN OTHER APPLICATIONS, BY REGION, 2019–2022 (USD MILLION)
TABLE 205 AI IN CYBERSECURITY MARKET IN OTHER APPLICATIONS, BY REGION, 2023–2028 (USD MILLION)
10 AI IN CYBERSECURITY MARKET, BY VERTICAL
10.1 INTRODUCTION
10.1.1 VERTICAL: AI IN CYBERSECURITY MARKET DRIVERS
FIGURE 68 AUTOMOTIVE SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 206 AI IN CYBERSECURITY MARKET, BY VERTICAL, 2019–2022 (USD MILLION)
TABLE 207 AI IN CYBERSECURITY MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
10.2 BFSI
10.2.1 RISE IN INSTANCES OF CYBER-ATTACKS IN FINANCIAL VERTICAL
TABLE 208 BFSI: USE CASES
TABLE 209 AI IN CYBERSECURITY MARKET IN BFSI VERTICAL, BY REGION, 2019–2022 (USD MILLION)
TABLE 210 AI IN CYBERSECURITY MARKET IN BFSI VERTICAL, BY REGION, 2023–2028 (USD MILLION)
10.3 GOVERNMENT & DEFENSE
10.3.1 INCREASE IN SPENDING ON AI-BASED CYBERSECURITY SOLUTIONS
TABLE 211 GOVERNMENT & PUBLIC SECTOR: USE CASES
TABLE 212 AI IN CYBERSECURITY MARKET IN GOVERNMENT & PUBLIC SECTOR VERTICAL, BY REGION, 2019–2022 (USD MILLION)
TABLE 213 AI IN CYBERSECURITY MARKET IN GOVERNMENT & PUBLIC SECTOR VERTICAL, BY REGION, 2023–2028 (USD MILLION)
10.4 MANUFACTURING
10.4.1 HUGE INVESTMENTS IN INDUSTRY ON AUTOMATION
TABLE 214 MANUFACTURING: USE CASES
TABLE 215 AI IN CYBERSECURITY IN MANUFACTURING VERTICAL, BY REGION, 2019–2022 (USD MILLION)
TABLE 216 AI IN CYBERSECURITY IN MANUFACTURING VERTICAL, BY REGION, 2023–2028 (USD MILLION)
10.5 HEALTHCARE & LIFE SCIENCES
10.5.1 INCREASE IN NUMBER OF DATA BREACHES AND COMPROMISED ELECTRONIC HEALTHCARE RECORDS
TABLE 217 HEALTHCARE & LIFE SCIENCES: USE CASES
TABLE 218 AI IN CYBERSECURITY MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY REGION, 2019–2022 (USD MILLION)
TABLE 219 AI IN CYBERSECURITY MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY REGION, 2023–2028 (USD MILLION)
10.6 RETAIL & ECOMMERCE
10.6.1 HARNESSING AI FOR ENHANCED THREAT PROTECTION AND COMPLIANCE MANAGEMENT
TABLE 220 RETAIL & ECOMMERCE: USE CASES
TABLE 221 AI IN CYBERSECURITY MARKET IN RETAIL & ECOMMERCE VERTICAL, BY REGION, 2019–2022 (USD MILLION)
TABLE 222 AI IN CYBERSECURITY MARKET IN RETAIL & ECOMMERCE VERTICAL, BY REGION, 2023–2028 (USD MILLION)
10.7 TELECOMMUNICATIONS
10.7.1 LARGE NUMBER OF MONETARY TRANSACTIONS AND EXPANDING CONSUMER BASE
TABLE 223 TELECOMMUNICATIONS: USE CASES
TABLE 224 AI IN CYBERSECURITY MARKET IN TELECOMMUNICATIONS VERTICAL, BY REGION, 2019–2022 (USD MILLION)
TABLE 225 AI IN CYBERSECURITY MARKET IN TELECOMMUNICATIONS VERTICAL, BY REGION, 2023–2028 (USD MILLION)
10.8 IT/ITES
10.8.1 NEED TO IMPLEMENT AI-POWERED CYBERSECURITY SOLUTIONS TO ENHANCE SECURITY POSTURE
TABLE 226 IT/ITES: USE CASES
TABLE 227 AI IN CYBERSECURITY MARKET IN IT/ITES VERTICAL, BY REGION, 2019–2022 (USD MILLION)
TABLE 228 AI IN CYBERSECURITY MARKET IN IT/ITES VERTICAL, BY REGION, 2023–2028 (USD MILLION)
10.9 MEDIA & ENTERTAINMENT
10.9.1 RISE IN ENTERTAINMENT SECURITY TO UTILIZE AI FOR CHALLENGING CYBER DEFENSES
TABLE 229 MEDIA & ENTERTAINMENT: USE CASES
TABLE 230 AI IN CYBERSECURITY MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY REGION, 2019–2022 (USD MILLION)
TABLE 231 AI IN CYBERSECURITY MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY REGION, 2023–2028 (USD MILLION)
10.10 AUTOMOTIVE
10.10.1 INCREASE IN CYBERATTACKS DUE TO RISE IN NUMBER OF CONNECTED AND AUTONOMOUS CARS
TABLE 232 AUTOMOTIVE: USE CASES
TABLE 233 AI IN CYBERSECURITY MARKET IN AUTOMOTIVE VERTICAL, BY REGION, 2019–2022 (USD MILLION)
TABLE 234 AI IN CYBERSECURITY MARKET IN AUTOMOTIVE VERTICAL, BY REGION, 2023–2028 (USD MILLION)
10.11 OTHER VERTICALS
TABLE 235 OTHER VERTICALS: AI IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 236 OTHER VERTICALS: AI IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
11 AI IN CYBERSECURITY MARKET, BY REGION
11.1 INTRODUCTION
FIGURE 69 ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
FIGURE 70 INDIA TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 237 AI IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)
TABLE 238 AI IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)
11.2 NORTH AMERICA
11.2.1 NORTH AMERICA: AI IN CYBERSECURITY MARKET DRIVERS
11.2.2 NORTH AMERICA: IMPACT OF RECESSION
FIGURE 71 NORTH AMERICA: MARKET SNAPSHOT
TABLE 239 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY OFFERING, 2019–2022 (USD MILLION)
TABLE 240 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 241 NORTH AMERICA: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 242 NORTH AMERICA: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 243 NORTH AMERICA: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 244 NORTH AMERICA: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 245 NORTH AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 246 NORTH AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 247 NORTH AMERICA: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 248 NORTH AMERICA: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 249 NORTH AMERICA: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 250 NORTH AMERICA: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 251 NORTH AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2019–2022 (USD MILLION)
TABLE 252 NORTH AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
TABLE 253 NORTH AMERICA: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 254 NORTH AMERICA: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 255 NORTH AMERICA: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 256 NORTH AMERICA: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 257 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2019–2022 (USD MILLION)
TABLE 258 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2023–2028 (USD MILLION)
TABLE 259 NORTH AMERICA: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 260 NORTH AMERICA: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 261 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION)
TABLE 262 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
TABLE 263 NORTH AMERICA: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 264 NORTH AMERICA: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 265 NORTH AMERICA: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 266 NORTH AMERICA: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 267 NORTH AMERICA: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 268 NORTH AMERICA: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 269 NORTH AMERICA: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 270 NORTH AMERICA: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 271 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 272 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 273 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2019–2022 (USD MILLION)
TABLE 274 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 275 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2019–2022 (USD MILLION)
TABLE 276 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
11.2.3 US
11.2.3.1 Rapid growth in technological innovations and increased use of internet
11.2.4 CANADA
11.3 EUROPE
11.3.1 EUROPE: AI IN CYBERSECURITY MARKET DRIVERS
11.3.2 EUROPE: IMPACT OF RECESSION
TABLE 277 EUROPE: AI IN CYBERSECURITY MARKET, BY OFFERING, 2019–2022 (USD MILLION)
TABLE 278 EUROPE: AI IN CYBERSECURITY MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 279 EUROPE: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 280 EUROPE: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 281 EUROPE: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 282 EUROPE: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 283 EUROPE: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 284 EUROPE: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 285 EUROPE: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 286 EUROPE: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 287 EUROPE: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 288 EUROPE: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 289 EUROPE: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2019–2022 (USD MILLION)
TABLE 290 EUROPE: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
TABLE 291 EUROPE: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 292 EUROPE: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 293 EUROPE: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 294 EUROPE: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 295 EUROPE: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2019–2022 (USD MILLION)
TABLE 296 EUROPE: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2023–2028 (USD MILLION)
TABLE 297 EUROPE: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 298 EUROPE: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 299 EUROPE: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION)
TABLE 300 EUROPE: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
TABLE 301 EUROPE: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 302 EUROPE: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 303 EUROPE: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 304 EUROPE: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 305 EUROPE: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 306 EUROPE: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 307 EUROPE: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 308 EUROPE: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 309 EUROPE: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 310 EUROPE: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 311 EUROPE: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2019–2022 (USD MILLION)
TABLE 312 EUROPE: AI IN CYBER SECURITY MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 313 EUROPE: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2019–2022 (USD MILLION)
TABLE 314 EUROPE: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
11.3.3 UK
11.3.3.1 Government initiatives toward cybersecurity for training and educating organizations
11.3.4 GERMANY
11.3.4.1 2021 Cyber Security Strategy and government investment in AI promotion
11.3.5 FRANCE
11.3.5.1 High internet penetration rate and developed digital and technological infrastructure to increase vulnerability to cyberattacks
11.3.6 ITALY
11.3.6.1 Surge in ransomware incidents across Italy
11.3.7 SPAIN
11.3.7.1 Need to integrate AI in cybersecurity for increasingly technological society
11.3.8 NETHERLANDS
11.3.8.1 Advancing cybersecurity technology, backed by robust legal and IT structures
11.3.9 REST OF EUROPE
11.4 ASIA PACIFIC
11.4.1 ASIA PACIFIC: AI IN CYBERSECURITY MARKET DRIVERS
11.4.2 ASIA PACIFIC: IMPACT OF RECESSION
FIGURE 72 ASIA PACIFIC: MARKET SNAPSHOT
TABLE 315 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY OFFERING, 2019–2022 (USD MILLION)
TABLE 316 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 317 ASIA PACIFIC: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 318 ASIA PACIFIC: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 319 ASIA PACIFIC: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 320 ASIA PACIFIC: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 321 ASIA PACIFIC: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 322 ASIA PACIFIC: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 323 ASIA PACIFIC: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 324 ASIA PACIFIC: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 325 ASIA PACIFIC: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 326 ASIA PACIFIC: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 327 ASIA PACIFIC: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2019–2022 (USD MILLION)
TABLE 328 ASIA PACIFIC: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
TABLE 329 ASIA PACIFIC: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 330 ASIA PACIFIC: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 331 ASIA PACIFIC: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 332 ASIA PACIFIC: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 333 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2019–2022 (USD MILLION)
TABLE 334 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2023–2028 (USD MILLION)
TABLE 335 ASIA PACIFIC: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 336 ASIA PACIFIC: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 337 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION)
TABLE 338 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
TABLE 339 ASIA PACIFIC: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 340 ASIA PACIFIC: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 341 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 342 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 343 ASIA PACIFIC: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 344 ASIA PACIFIC: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 345 ASIA PACIFIC: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 346 ASIA PACIFIC: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 347 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 348 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 349 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2019–2022 (USD MILLION)
TABLE 350 ASIA PACIFIC: AI IN CYBER SECURITY MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 351 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2019–2022 (USD MILLION)
TABLE 352 ASIA PACIFIC: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
11.4.3 CHINA
11.4.3.1 Rise in demand to regulate and manage AI to prevent cyber threats
11.4.4 JAPAN
11.4.4.1 Demand to create comprehensive AI system to autonomously respond to cyberattacks
11.4.5 INDIA
11.4.5.1 Government initiatives and investment
11.4.6 SOUTH KOREA
11.4.6.1 Technological advancements to detect unknown threats and provide advanced analytics
11.4.7 AUSTRALIA & NEW ZEALAND
11.4.7.1 Rise in investments by businesses to intensify urgency for robust defenses
11.4.8 SINGAPORE
11.4.8.1 Rise in need for bolstering cybersecurity measures
11.4.9 REST OF ASIA PACIFIC
11.5 MIDDLE EAST & AFRICA
11.5.1 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET DRIVERS
11.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT
TABLE 353 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY OFFERING, 2019–2022 (USD MILLION)
TABLE 354 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 355 MIDDLE EAST & AFRICA: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 356 MIDDLE EAST & AFRICA: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 357 MIDDLE EAST & AFRICA: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 358 MIDDLE EAST & AFRICA: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 359 MIDDLE EAST & AFRICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 360 MIDDLE EAST & AFRICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 361 MIDDLE EAST & AFRICA: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 362 MIDDLE EAST & AFRICA: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 363 MIDDLE EAST & AFRICA: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 364 MIDDLE EAST & AFRICA: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 365 MIDDLE EAST & AFRICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2019–2022 (USD MILLION)
TABLE 366 MIDDLE EAST & AFRICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
TABLE 367 MIDDLE EAST & AFRICA: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 368 MIDDLE EAST & AFRICA: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 369 MIDDLE EAST & AFRICA: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 370 MIDDLE EAST & AFRICA: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 371 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2019–2022 (USD MILLION)
TABLE 372 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2023–2028 (USD MILLION)
TABLE 373 MIDDLE EAST & AFRICA: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 374 MIDDLE EAST & AFRICA: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 375 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION)
TABLE 376 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
TABLE 377 MIDDLE EAST & AFRICA: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 378 MIDDLE EAST & AFRICA: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 379 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 380 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 381 MIDDLE EAST & AFRICA: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 382 MIDDLE EAST & AFRICA: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 383 MIDDLE EAST & AFRICA: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 384 MIDDLE EAST & AFRICA: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 385 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 386 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 387 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2019–2022 (USD MILLION)
TABLE 388 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 389 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2019–2022 (USD MILLION)
TABLE 390 MIDDLE EAST & AFRICA: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
11.5.3 KSA
11.5.3.1 Rise in need to strengthen service delivery and innovation in security landscape
11.5.4 UAE
11.5.4.1 Escalating threats in UAE’s cybersecurity domain
11.5.5 SOUTH AFRICA
11.5.5.1 Rise in need to take proactive measures to mitigate potential risks
11.5.6 TURKEY
11.5.6.1 Embrace of AI in cybersecurity to enhance defense against evolving threats
11.5.7 REST OF THE MIDDLE EAST & AFRICA
11.6 LATIN AMERICA
11.6.1 LATIN AMERICA: AI IN CYBERSECURITY MARKET DRIVERS
11.6.2 LATIN AMERICA: RECESSION IMPACT
TABLE 391 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY OFFERING, 2019–2022 (USD MILLION)
TABLE 392 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY OFFERING, 2023–2028 (USD MILLION)
TABLE 393 LATIN AMERICA: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 394 LATIN AMERICA: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 395 LATIN AMERICA: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 396 LATIN AMERICA: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 397 LATIN AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 398 LATIN AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 399 LATIN AMERICA: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 400 LATIN AMERICA: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 401 LATIN AMERICA: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 402 LATIN AMERICA: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 403 LATIN AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2019–2022 (USD MILLION)
TABLE 404 LATIN AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
TABLE 405 LATIN AMERICA: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 406 LATIN AMERICA: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 407 LATIN AMERICA: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 408 LATIN AMERICA: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 409 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2019–2022 (USD MILLION)
TABLE 410 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2023–2028 (USD MILLION)
TABLE 411 LATIN AMERICA: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 412 LATIN AMERICA: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 413 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION)
TABLE 414 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
TABLE 415 LATIN AMERICA: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 416 LATIN AMERICA: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 417 LATIN AMERICA: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 418 LATIN AMERICA: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 419 LATIN AMERICA: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 420 LATIN AMERICA: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 421 LATIN AMERICA: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2019–2022 (USD MILLION)
TABLE 422 LATIN AMERICA: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2023–2028 (USD MILLION)
TABLE 423 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
TABLE 424 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
TABLE 425 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2019–2022 (USD MILLION)
TABLE 426 LATIN AMERICA: AI IN CYBER SECURITY MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
TABLE 427 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2019–2022 (USD MILLION)
TABLE 428 LATIN AMERICA: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
11.6.3 BRAZIL
11.6.3.1 Government strategies inspired by rise in necessity to prevent data breach
11.6.4 MEXICO
11.6.4.1 Recommendations aimed at leveraging advanced technologies and integrating AI solutions
11.6.5 ARGENTINA
11.6.5.1 Investment in cybersecurity to ensure ethical use of AI
11.6.6 REST OF LATIN AMERICA
12 COMPETITIVE LANDSCAPE
12.1 OVERVIEW
12.2 KEY PLAYER STRATEGIES
TABLE 429 OVERVIEW OF STRATEGIES ADOPTED BY KEY AI IN CYBERSECURITY VENDORS
12.3 REVENUE ANALYSIS
12.3.1 HISTORICAL REVENUE ANALYSIS
FIGURE 73 BUSINESS SEGMENT REVENUE ANALYSIS, BY KEY PLAYER, 2018–2022 (USD BILLION)
12.4 MARKET SHARE ANALYSIS
FIGURE 74 AI IN CYBERSECURITY MARKET SHARE ANALYSIS, BY KEY PLAYER, 2022
TABLE 430 AI IN CYBERSECURITY MARKET: DEGREE OF COMPETITION
12.5 BRAND/PRODUCT COMPARATIVE ANALYSIS
FIGURE 75 AI IN CYBERSECURITY BRAND/PRODUCT COMPARATIVE ANALYSIS, BY HARDWARE
FIGURE 76 AI IN CYBERSECURITY BRAND/PRODUCT COMPARATIVE ANALYSIS, BY SOLUTION
12.6 KEY COMPANY EVALUATION MATRIX
12.6.1 STARS
12.6.2 EMERGING LEADERS
12.6.3 PERVASIVE PLAYERS
12.6.4 PARTICIPANTS
FIGURE 77 AI IN CYBERSECURITY MARKET COMPANY EVALUATION MATRIX FOR KEY PLAYERS, 2022
12.6.5 COMPANY FOOTPRINT FOR KEY PLAYERS
TABLE 431 OVERALL KEY COMPANY FOOTPRINT (23 COMPANIES)
TABLE 432 PRODUCT FOOTPRINT (23 COMPANIES)
TABLE 433 VERTICAL FOOTPRINT (23 COMPANIES)
TABLE 434 REGION FOOTPRINT (23 COMPANIES)
12.7 STARTUP/SME EVALUATION MATRIX
12.7.1 PROGRESSIVE COMPANIES
12.7.2 DYNAMIC COMPANIES
12.7.3 STARTING BLOCKS
FIGURE 78 AI IN CYBERSECURITY MARKET COMPANY EVALUATION MATRIX FOR STARTUPS/SMES, 2022
12.7.4 STARTUP/SME COMPETITIVE BENCHMARKING
TABLE 435 AI IN CYBERSECURITY MARKET: DETAILED LIST OF KEY STARTUPS/SMES
TABLE 436 AI IN CYBERSECURITY MARKET: COMPETITIVE BENCHMARKING OF STARTUPS/SMES PLAYERS, 2022
12.8 VALUATION AND FINANCIAL METRICS OF KEY AI IN CYBERSECURITY VENDORS
FIGURE 79 VALUATION AND FINANCIAL METRICS OF KEY AI IN CYBERSECURITY VENDORS
FIGURE 80 YTD PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY AI IN CYBERSECURITY VENDORS
12.9 COMPETITIVE SCENARIO AND TRENDS
12.9.1 PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 437 AI IN CYBERSECURITY MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS, JANUARY 2022–DECEMBER 2023
12.9.2 DEALS
TABLE 438 AI IN CYBERSECURITY MARKET: DEALS, JANUARY 2022–DECEMBER 2023
13 COMPANY PROFILES
(Business overview, Solutions/Services/Products offered, Recent Developments, MnM view, Right to win, Strategic choices, Weaknesses and competitive threats) *
13.1 INTRODUCTION
13.2 KEY PLAYERS
13.2.1 NVIDIA
TABLE 439 NVIDIA: BUSINESS OVERVIEW
FIGURE 81 NVIDIA: COMPANY SNAPSHOT
TABLE 440 NVIDIA: SOLUTIONS/SERVICES/PRODUCTS OFFERED
TABLE 441 NVIDIA: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 442 NVIDIA: DEALS
13.2.2 INTEL
TABLE 443 INTEL: BUSINESS OVERVIEW
FIGURE 82 INTEL: COMPANY SNAPSHOT
TABLE 444 INTEL: SOLUTIONS/SERVICES/PRODUCTS OFFERED
TABLE 445 INTEL: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 446 INTEL: DEALS
13.2.3 AMD
TABLE 447 AMD: BUSINESS OVERVIEW
FIGURE 83 AMD: COMPANY SNAPSHOT
TABLE 448 AMD: SOLUTIONS/SERVICES/PRODUCTS OFFERED
TABLE 449 AMD: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 450 AMD: DEALS
13.2.4 SAMSUNG ELECTRONICS CO., LTD
TABLE 451 SAMSUNG ELECTRONICS CO., LTD: BUSINESS OVERVIEW
FIGURE 84 SAMSUNG ELECTRONICS CO., LTD: COMPANY SNAPSHOT
TABLE 452 SAMSUNG ELECTRONICS CO., LTD: SOLUTIONS/SERVICES/
PRODUCTS OFFERED
TABLE 453 SAMSUNG ELECTRONICS CO., LTD: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 454 SAMSUNG ELECTRONICS CO., LTD: DEALS
13.2.5 MICRON TECHNOLOGY
TABLE 455 MICRON TECHNOLOGY: BUSINESS OVERVIEW
FIGURE 85 MICRON TECHNOLOGY: COMPANY SNAPSHOT
TABLE 456 MICRON TECHNOLOGY: SOLUTIONS/SERVICES/PRODUCTS OFFERED
TABLE 457 MICRON TECHNOLOGY: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 458 MICRON TECHNOLOGY: DEALS
13.2.6 IBM
TABLE 459 IBM: BUSINESS OVERVIEW
FIGURE 86 IBM: COMPANY SNAPSHOT
TABLE 460 IBM: SOLUTIONS/SERVICES/PRODUCTS OFFERED
TABLE 461 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 462 IBM: DEALS
13.2.7 AWS
TABLE 463 AWS: BUSINESS OVERVIEW
FIGURE 87 AWS: COMPANY SNAPSHOT
TABLE 464 AWS: SOLUTIONS/SERVICES/PRODUCTS OFFERED
TABLE 465 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 466 AWS: DEALS
13.2.8 MICROSOFT CORPORATION
TABLE 467 MICROSOFT CORPORATION: BUSINESS OVERVIEW
FIGURE 88 MICROSOFT CORPORATION: COMPANY SNAPSHOT
TABLE 468 MICROSOFT CORPORATION: SOLUTIONS/SERVICES/PRODUCTS OFFERED
TABLE 469 MICROSOFT CORPORATION: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 470 MICROSOFT CORPORATION: DEALS
TABLE 471 MICROSOFT CORPORATION: OTHERS
13.2.9 PALO ALTO NETWORKS
TABLE 472 PALO ALTO NETWORKS: BUSINESS OVERVIEW
FIGURE 89 PALO ALTO NETWORKS: COMPANY SNAPSHOT
TABLE 473 PALO ALTO NETWORKS: SOLUTIONS/SERVICES/PRODUCTS OFFERED
TABLE 474 PALO ALTO NETWORKS: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 475 PALO ALTO NETWORKS: DEALS
13.2.10 CROWDSTRIKE
TABLE 476 CROWDSTRIKE: BUSINESS OVERVIEW
FIGURE 90 CROWDSTRIKE: COMPANY SNAPSHOT
TABLE 477 CROWDSTRIKE: SOLUTIONS/SERVICES/PRODUCTS OFFERED
TABLE 478 CROWDSTRIKE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 479 CROWDSTRIKE: DEALS
TABLE 480 CROWDSTRIKE: OTHERS
13.2.11 GEN DIGITAL
TABLE 481 GEN DIGITAL: BUSINESS OVERVIEW
FIGURE 91 GEN: COMPANY SNAPSHOT
TABLE 482 GEN DIGITAL: SOLUTIONS/SERVICES/PRODUCTS OFFERED
TABLE 483 GEN DIGITAL: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 484 GEN DIGITAL: DEALS
13.2.12 TRELLIX
TABLE 485 TRELLIX: BUSINESS OVERVIEW
TABLE 486 TRELLIX: PRODUCTS/SOLUTIONS/SERVICES OFFERED
TABLE 487 TRELLIX: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 488 TRELLIX: DEALS
*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
13.3.1 CYLANCE
13.3.2 LEXISNEXIS RISK SOLUTIONS
13.3.3 SECURONIX
13.3.4 SIFT SCIENCE
13.3.5 ACALVIO TECHNOLOGIES
13.3.6 DARKTRACE
13.3.7 SPARKCOGNITION
13.3.8 FORTINET
13.3.9 CHECK POINT SOFTWARE TECHNOLOGIES
13.3.10 HIGH-TECH BRIDGE
13.3.11 DEEP INSTINCT
13.3.12 SENTINELONE
13.3.13 FEEDZAI
13.3.14 VECTRA
13.3.15 ZIMPERIUM
13.3.16 ARGUS CYBER SECURITY
13.3.17 NOZOMI NETWORKS
13.3.18 BITSIGHT TECHNOLOGIES
13.4 ANTIVIRUS COMPANIES
13.4.1 KASPERSKY LAB
13.4.2 BITDEFENDER
13.4.3 ESET
14 ADJACENT AND RELATED MARKETS
14.1 INTRODUCTION
14.2 CYBERSECURITY MARKET
14.2.1 MARKET DEFINITION
14.2.2 MARKET OVERVIEW
14.2.3 CYBERSECURITY MARKET, BY COMPONENT
TABLE 489 CYBERSECURITY MARKET, BY COMPONENT, 2016–2021 (USD MILLION)
TABLE 490 CYBERSECURITY MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
14.2.4 CYBERSECURITY MARKET, BY SOFTWARE
TABLE 491 CYBERSECURITY MARKET, BY SOFTWARE, 2016–2021 (USD MILLION)
TABLE 492 CYBERSECURITY MARKET, BY SOFTWARE, 2022–2027 (USD MILLION)
14.2.5 CYBERSECURITY MARKET, BY SERVICE
TABLE 493 CYBERSECURITY MARKET, BY SERVICE, 2016–2021 (USD MILLION)
TABLE 494 CYBERSECURITY MARKET, BY SERVICE, 2022–2027 (USD MILLION)
TABLE 495 SERVICES MARKET, BY PROFESSIONAL SERVICE, 2016–2021 (USD MILLION)
TABLE 496 SERVICES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION)
14.2.6 CYBERSECURITY MARKET, BY SECURITY TYPE
TABLE 497 CYBERSECURITY MARKET, BY SECURITY TYPE, 2016–2021 (USD MILLION)
TABLE 498 CYBERSECURITY MARKET, BY SECURITY TYPE, 2022–2027 (USD MILLION)
14.2.7 CYBERSECURITY MARKET, BY DEPLOYMENT MODE
TABLE 499 CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION)
TABLE 500 CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
14.2.8 CYBERSECURITY MARKET, BY ORGANIZATION SIZE
TABLE 501 CYBERSECURITY MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION)
TABLE 502 CYBERSECURITY MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
14.2.9 CYBERSECURITY MARKET, BY VERTICAL
TABLE 503 CYBERSECURITY MARKET, BY VERTICAL, 2016–2021 (USD MILLION)
TABLE 504 CYBERSECURITY MARKET, BY VERTICAL, 2022–2027 (USD MILLION)
14.2.10 CYBERSECURITY MARKET, BY REGION
TABLE 505 CYBERSECURITY MARKET, BY REGION, 2016–2021 (USD MILLION)
TABLE 506 CYBERSECURITY MARKET, BY REGION, 2022–2027 (USD MILLION)
14.3 ARTIFICIAL INTELLIGENCE MARKET
14.3.1 MARKET DEFINITION
14.3.2 MARKET OVERVIEW
TABLE 507 ARTIFICIAL INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2017–2022 (USD MILLION, Y-O-Y GROWTH)
TABLE 508 ARTIFICIAL INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2023–2030 (USD BILLION, Y-O-Y GROWTH)
14.3.3 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING
TABLE 509 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2017–2022 (USD MILLION)
TABLE 510 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2023–2030 (USD MILLION)
TABLE 511 ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2017–2022 (USD MILLION)
TABLE 512 ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2023–2030 (USD MILLION)
TABLE 513 ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2017–2022 (USD MILLION)
TABLE 514 ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2023–2030 (USD MILLION)
TABLE 515 PREDICTIVE ANALYTICS MARKET, BY SERVICE, 2015–2020 (USD MILLION)
TABLE 516 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY TYPE, 2017–2022 (USD MILLION)
TABLE 517 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY TYPE, 2023–2030 (USD MILLION)
TABLE 518 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT, 2017–2022 (USD MILLION)
TABLE 519 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT, 2023–2030 (USD MILLION)
TABLE 520 ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2017–2022 (USD MILLION)
TABLE 521 ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2023–2030 (USD MILLION)
TABLE 522 ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION)
TABLE 523 ARTIFICIAL INTELLIGENCE MARKET, BY PROFESSIONAL SERVICE, 2023–2030 (USD MILLION)
14.3.4 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY
TABLE 524 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
TABLE 525 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2023–2030 (USD MILLION)
TABLE 526 ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2017–2022 (USD MILLION)
TABLE 527 ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2023–2030 (USD MILLION)
14.3.5 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION
TABLE 528 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2017–2022 (USD MILLION)
TABLE 529 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2023–2030 (USD MILLION)
14.3.6 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL
TABLE 530 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
TABLE 531 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2023–2030 (USD MILLION)
14.3.7 ARTIFICIAL INTELLIGENCE MARKET, BY REGION
TABLE 532 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 533 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2023–2030 (USD MILLION)
14.4 IDENTITY AND ACCESS MANAGEMENT (IAM) MARKET
14.4.1 MARKET DEFINITION
14.4.2 MARKET OVERVIEW
14.4.3 IDENTITY AND ACCESS MANAGEMENT MARKET, BY TYPE
TABLE 534 IDENTITY AND ACCESS MANAGEMENT MARKET, BY TYPE, 2017–2022 (USD MILLION)
TABLE 535 IDENTITY AND ACCESS MANAGEMENT MARKET, BY TYPE, 2023–2028 (USD MILLION)
14.4.4 IDENTITY AND ACCESS MANAGEMENT MARKET, BY OFFERING
TABLE 536 IDENTITY AND ACCESS MANAGEMENT MARKET, BY OFFERING, 2017–2022 (USD MILLION)
TABLE 537 IDENTITY AND ACCESS MANAGEMENT MARKET, BY OFFERING, 2023–2028 (USD MILLION)
14.4.5 IDENTITY AND ACCESS MANAGEMENT MARKET, BY SOLUTION
TABLE 538 IDENTITY AND ACCESS MANAGEMENT MARKET, BY SOLUTION, 2017–2022 (USD MILLION)
TABLE 539 IDENTITY AND ACCESS MANAGEMENT MARKET, BY SOLUTION, 2023–2028 (USD MILLION)
14.4.6 IDENTITY AND ACCESS MANAGEMENT MARKET, BY SERVICE
TABLE 540 IDENTITY AND ACCESS MANAGEMENT MARKET, BY SERVICE, 2017–2022 (USD MILLION)
TABLE 541 IDENTITY AND ACCESS MANAGEMENT MARKET, BY SERVICE, 2023–2028 (USD MILLION)
14.4.7 IDENTITY AND ACCESS MANAGEMENT MARKET, BY DEPLOYMENT MODE
TABLE 542 IDENTITY AND ACCESS MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
TABLE 543 IDENTITY AND ACCESS MANAGEMENT MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
14.4.8 IDENTITY AND ACCESS MANAGEMENT MARKET, BY VERTICAL
TABLE 544 IDENTITY AND ACCESS MANAGEMENT MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
TABLE 545 IDENTITY AND ACCESS MANAGEMENT MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
14.4.9 IDENTITY AND ACCESS MANAGEMENT MARKET, BY REGION
TABLE 546 IDENTITY AND ACCESS MANAGEMENT MARKET, BY REGION, 2017–2022 (USD MILLION)
TABLE 547 IDENTITY AND ACCESS MANAGEMENT MARKET, BY REGION, 2023–2028 (USD MILLION)
15 APPENDIX
15.1 DISCUSSION GUIDE
15.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
15.3 CUSTOMIZATION OPTIONS
15.4 RELATED REPORTS
15.5 AUTHOR DETAILS
