Artificial Intelligence in Cybersecurity Market

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

Report Code: TC 8896 Dec, 2023, by marketsandmarkets.com

The global Artificial Intelligence in Cybersecurity Market is projected to grow at a CAGR of 21.9% during the forecast period to reach USD 60.6 billion by 2028, size was valued USD 22.4 billion in 2023. The growing adoption of real-time threat detection solutions within security operations is driving the demand for AI in cybersecurity. This trend is crucial for enhancing cybersecurity processes by integrating advanced technologies such as AI, ML, and cloud solutions. Organizations are increasingly recognizing the importance of proactive and swift threat identification and response due to the expanding complexity and prevalence of cyber-attacks. The incorporation of automation trends and smart data utilization in security solutions holds the potential for advanced real-time threat protection.

Furthermore, technological advancements are accelerating digital transformation initiatives, aiming to reclaim lost time, reduce customer service costs, and mitigate risks associated with traditional business models. This technological evolution in advanced security solutions is fueling the demand for real-time security solutions, contributing to AI in cybersecurity market growth.

Technology Roadmap of AI in Cybersecurity Market till 2028

The AI in Cybersecurity market report covers the technology roadmap till 2028, with insights into short-term, mid-term, and long-term developments.

Short-term roadmap (2023-2025)

  • Utilization of AI for automating routine incident response tasks, reducing response time, and minimizing manual errors.
  • Integrating AI-driven threat intelligence platforms with security tools to provide contextual awareness and enrich detection capabilities.
  • Integration of explainable AI to enhance transparency and facilitate better understanding of threat detection mechanisms.

Mid-term roadmap (2025-2028)

  • Integration of AI, cognitive computing, and automation to create intelligent security systems that can reason, learn, and make decisions autonomously.
  • Increased use of federated machine learning models for collaborative threat intelligence.

Long-term roadmap (2029-2030)

  • Seamless interaction and collaboration between humans and AI in security operations, leveraging each other's strengths for optimal decision-making and threat response.
  • Integration of AI with quantum-resistant encryption to ensure the security of sensitive data.
  • Collaboration of AI with blockchain technology to secure data transactions.

Artificial Intelligence in Cybersecurity Market

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AI in Cybersecurity Market Dynamics

Driver: Rise in Cyberattacks Alarming Statistics and Urgent Need for Robust Cybersecurity Measures

Globally, the frequency of cyberattacks is on the rise, impacting individuals, enterprises, and governments, leading to substantial financial losses. Cybercriminals target endpoints, networks, and data, with motives ranging from political rivalry and financial gain to damaging reputation and furthering radical religious group interests. Prominent ransomware such as WannaCry, Petya, NotPetya, and BadRabbit have significantly affected large-scale enterprises and government organizations. The CISCO cybersecurity threat trends report for 2021 reveals alarming statistics, including a high percentage of organizations facing phishing attempts, malicious browser ads, crypto mining, and ransomware-related activities. The escalating sophistication of cyber threats, particularly ransomware, is compelling organizations globally to prioritize cybersecurity solutions and services for safeguarding critical IT infrastructure and sensitive data. According to Microsoft, the US was the primary target of 46% of cyberattacks in 2020, emphasizing the urgent need for robust cybersecurity measures worldwide.

Restraint: Rise in Insider Cyber Threats

Organizational insiders, including employees, vendors, business partners, or maintenance contractors, hold the potential to access company assets physically or remotely, encompassing physical data, electronic devices, and digital assets. The surge in insider attacks poses a growing threat, resulting in data breaches. Insiders, driven by motives like personal gain or selling trade secrets to competitors, target sensitive information, including intellectual property, patents, and copyrights in organizational databases. Healthcare and pharmaceutical sectors face risks such as the theft of patient medical history and IT sabotage due to insider attacks. The shift from outsider to insider attacks is evident across various industries. Despite this trend, AI in security is not commonly employed to detect insider threats, posing a constraint on the AI in cybersecurity market.

Opportunity: Escalating cyberthreat landscape plagues multiple sectors

SMEs, lacking robust security measures, are prime targets for cyber attackers focusing on data, networks, endpoints, and applications. Traditional security systems prove insufficient against threats like WannaCry, NotPetya, ransomware, and malware, necessitating a shift to cloud-based cybersecurity solutions for comprehensive protection across development, production, and implementation phases. Cloud deployment offers SMEs flexibility, scalability, and cost-effectiveness, optimizing business operations. This transition towards cloud solutions creates growth opportunities for providers of cloud-based data protection solutions, such as IBM, HPE, Symantec, McAfee, and Cisco. The adoption of cloud-based security solutions, delivered through Software-as-a-Service (SaaS), addresses the increasing demand for IT security, especially as concerns about cloud data safety rise, further boosting the AI in cybersecurity market.

Challenge: Lack of interoperability with existing information systems

Enterprises, grappling with technological advances like IoT, confront the hurdle of ensuring interoperability with their existing systems. In the realm of cybersecurity, interoperability refers to the capacity of IT systems and endpoint solutions to facilitate seamless data communication and exchange. This capability is essential for the effective delivery of security measures to individuals and businesses. Interoperability challenges arise from integrating devices from different manufacturers, diverse machine batches, and varied operating system support. Numerous associations and organizations are actively addressing this issue. While some existing standards such as MTConnect, EtherCAT, and MDIS facilitate data interchange, the absence of a universal platform for communication across all information security systems remains a significant challenge in addressing current interoperability issues.

AI in Cybersecurity Market Ecosystem

Artificial Intelligence in Cybersecurity Market

By vertical, BFSI accounts for the largest market size during the forecast period.

The BFSI sector is witnessing substantial AI-driven advancements in cybersecurity. Key areas include AI-enabled fraud detection for real-time prevention, enhanced risk management through data analysis, and the implementation of behavioural biometrics for secure user authentication. Institutions leverage AI-driven threat intelligence for proactive defense against emerging cyber threats and automated incident response, minimizing potential impacts. Compliance management benefits from AI automation, ensuring adherence to evolving cybersecurity regulations. The sector's focus on customer data protection involves employing AI for advanced encryption, anomaly detection, and continuous monitoring. This strategic integration positions BFSI entities to effectively combat evolving cyber threats and regulatory challenges.

Based on the application, data loss prevention holds the highest CAGR during the forecast period.

AI is revolutionizing Data Loss Prevention (DLP) in cybersecurity by employing advanced algorithms for behavioural analysis, anomaly detection, and predictive analysis. These technologies enhance DLP strategies by precisely identifying sensitive data, automating incident responses, and optimizing encryption processes. AI-driven User and Entity Behavior Analytics (UEBA) contribute to the early detection of insider threats and unauthorized access. The integration of artificial intelligence into DLP solutions empowers organizations to proactively safeguard sensitive information, respond swiftly to security incidents, and stay ahead of evolving cyber threats, thereby bolstering overall data protection measures.

By deployment mode, the cloud accounts for the largest market size during the forecast period.

Cloud adoption in AI in cybersecurity is showing, fueled by cost-effectiveness and scalability. Particularly beneficial for SMEs, cloud-based solutions eliminate upfront expenses for hardware, software, and technical staff. The flexibility of cloud platforms allows organizations to scale AI resources as needed, ensuring optimal performance and cost efficiency. This approach streamlines the deployment and management of cybersecurity solutions, with major players such as IBM, Cylance, Microsoft, Amazon, and Darktrace leading in advanced cloud-based services. Overall, the synergy of cloud computing and AI proves instrumental in enhancing cybersecurity measures, providing a unified and agile approach for organizations across different scales.

North America to account for the largest market size during the forecast period.

North America leads in AI cybersecurity due to the proliferation of IoT, 5G, and Wi-Fi 6, with organizations in various sectors fueling 5G expansion. The region prioritizes ML platforms, advanced analytics, and real-time assessment tools to counter potential cyber threats. The adoption of NLP, ML, and neural networks is prominent in detecting and deter attacks, especially in the face of rising mobile device penetration. In Europe, strong government policies and increased cyber cases drive AI cybersecurity growth, exemplified by the UK's Euro 16.5 billion investment in AI and connected hardware. Key European nations are anticipated to intensify investments in cybersecurity solutions, prompting advancements in AI portfolios.

North American Artificial Intelligence in Cybersecurity Market

Key Market Players

The AI in Cybersecurity market vendors have implemented various types of organic and inorganic growth strategies, such as partnerships and agreements,  new product launches, product upgrades, business expansions, and mergers and acquisitions to strengthen their offerings in the market. The major vendors in the global market for AI in Cybersecurity include NVIDIA (US), Intel (US), Xilinx Inc. (US), Samsung Electronics Co., Ltd (South Korea), Micron Technology, Inc. (US), IBM Corporation (US), Amazon Web Services, Inc. (US), Microsoft (US), Palo Alto Networks Inc. (US), Trellix (US), CrowdStrike (US), NortonLifeLock (US), Cylance Inc. (US), ThreatMetrix Inc. (US), Securonix Inc. (US), Sift Science (US), Acalvio Technologies (US), Darktrace (UK), SparkCognition Inc. (US), Fortinet (US), Check Point Software Technologies, Ltd (US), High-Tech Bridge (Switzerland), Deep Instinct (US), SentinelOne (US), Feedzai (US), Vectra (US) Zimperium (US), Argus Cyber Security (Israel), Nozomi Networks (US), BitSight Technologies (US), and Antivirus companies such as Kaspersky Lab (Russia), Bitdefender (Romania), and ESET (US).

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Scope of the Report

Report Metrics

Details

Market size value in 2023

USD 22.4 billion

Revenue forecast for 2028

USD 60.6 billion

Growth Rate

21.9% CAGR

Market size available for years

2019–2028

Base year considered

2022

Forecast period

2023–2028

Forecast units

USD Billion

Segments Covered

Offering, Security Type, Technology, Application, Verticals, and Region

Geographies covered

North America, Europe, Asia Pacific,  Middle East & Africa, and Latin America

Companies covered

NVIDIA (US), Intel (US), Xilinx Inc. (US), Samsung Electronics Co., Ltd (South Korea), Micron Technology, Inc. (US), IBM Corporation (US), Amazon Web Services, Inc. (US), Microsoft (US), Palo Alto Networks Inc. (US), Trellix (US), CrowdStrike (US), NortonLifeLock (US), Cylance Inc. (US), ThreatMetrix Inc. (US), Securonix Inc. (US), Sift Science (US), Acalvio Technologies (US), Darktrace (UK), SparkCognition Inc. (US), Fortinet (US), Check Point Software Technologies, Ltd (US), High-Tech Bridge (Switzerland), Deep Instinct (US), SentinelOne (US), Feedzai (US), Vectra (US) Zimperium (US)

This research report categorizes the AI in Cybersecurity Market based on Offering, Security Type, Technology, Application, Verticals, and Region.

By Offering:
  • Hardware
    • Accelerators
    • Processors
      • Microprocessing Unit (MPU)
      • Graphics Processing Unit (GPU)
      • Field Programmable Gate Arrays (FPGA)
      • Application Specific Integrated Circuit (ASIC)
      • Tensor Processing Unit (TPU)
      • Other Processors
    • Storage
    • Network
  • Solution
    • By Type
      • Software
        • Standalone
        • Integrated
      • Platform
        • Application Program Interface (API)
        • Machine Learning Framework
    • By Deployment
      • Cloud
      • On-Premises
  • Services
    • Professional Services
      • Consulting Services
      • Deployment and Integration
      • Support and Maintenance
    • Managed Services
  • Solutions
By Security Type:
  • Infrastructure Security
    • Network Security
    • Endpoint Security
    • Cloud Security
    • Other Infrastructure Security
  • Data Security
  • Application Security
  • Other Security Types
By Technology:
  • Machine Learning
    • Deep Learning
      • Convolutional Neural Networks (CNN)
      • Recurrent Neural Networks (RNN)
      • Generative AI
        • Generative Adversarial Networks
        • Variational Autoencoders
        • Transformative AI
        • Others
    • Supervised Learning
    • Unsupervised Learning
    • Reinforcement Learning
    • Neural Networks
  • Natural Language Processing
    • Text Analysis
    • Chatbot Security
    • Sentiment Analysis
    • Natural Language Generation (NLG)
    • Named Entity Recognition (NER)
    • Natural Language Understanding (NLU)
  • Context-Aware Computing
    • Automated Threat Intelligence
    • Threat Hunting
    • Automation and Orchestration
      • Security Orchestration, Automation, and Response (SOAR)
      • Robotic Process Automation (RPA)
  • Computer Vision
    • Image Recognition
    • Object Detection
    • Anomaly Detection
    • Video Analysis
    • Facial Recognition
    • Security Surveillance Optimization
By Application:
  • Identity & Access Management
  • Risk & Compliance Management
  • Data Loss Prevention
  • Unified Threat Management
  • Security & Vulnerability Management
  • Fraud Detection
  • Intrusion Detection/Prevention System
  • Other Applications
By Vertical:
  • Banking, Financial Services, and Insurance (BFSI)
  • Retail & eCommerce
  • Government & Defense
  • Healthcare & Life Sciences
  • Telecommunications
  • IT/ITeS
  • Manufacturing
  • Automotive
  • Media & Entertainment
  • Other Verticals
By Region:
  • North America
    • US
    • Canada
  • Europe
    • UK
    • Germany
    • France
    • Italy
    • Spain
    • Netherlands
    • Rest of Europe
  • Asia Pacific
    • China
    • Japan
    • India
    • South Korea
    • ANZ
    • Singapore
    • Rest of Asia Pacific
  • Middle East & Africa
    • UAE
    • Kingdom of Saudi Arabia
    • Qatar
    • Turkey
    • South Africa
    • Rest of the Middle East & Africa
  • Latin America
    • Brazil
    • Mexico
    • Argentina
    • Rest of Latin America

Recent Developments:

  • NVIDIA and Oracle partnered to enable customers to solve business challenges with accelerated computing and AI. The collaboration aimed to bring the full NVIDIA accelerated computing stack—from GPUs to systems to software—to Oracle Cloud Infrastructure (OCI).
  • This partnership would enable organizations, including operators of vital importance (OIV) and operators of essential services (OES), to go further in adopting cloud technology.
  • Samsung Electronics Co., Ltd launched LPDDR5X DRAM with a processing speed of 8.5 gigabits per second (Gbps). It delivers low power consumption and high performance by fast processing the data, which is utilized in smartphones, PCs, high-performance computing (HPC), servers, and automobiles. LPDDR5X memory is AEC-Q100* certified, making it the ideal memory solution for high-stress automotive environments.
  • NVIDIA IGX is a platform for high-precision edge AI, bringing advanced security and proactive safety to sensitive industries such as manufacturing, logistics, and healthcare.
  • Check Point Software Technologies Ltd, collaborated with Intel. Check Point Quantum IoT Protect would be available in Intel Pathfinder for RISC-V*, enabling IoT device developers to integrate cybersecurity easily without impacting product performance.

Frequently Asked Questions (FAQ):

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TABLE OF CONTENTS
 
1 INTRODUCTION (Page No. - 66)
    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 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 (Page No. - 74)
    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 MARKET: DATA TRIANGULATION
    2.5 STUDY ASSUMPTIONS 
    2.6 STUDY LIMITATIONS 
    2.7 IMPACT OF RECESSION ON GLOBAL  MARKET 
           TABLE 4 RECESSION IMPACT ON MARKET
 
3 EXECUTIVE SUMMARY (Page No. - 87)
    TABLE 5 GLOBAL AI IN CYBERSECURITY MARKET AND GROWTH RATE,  2019–2022 (USD MILLION Y-O-Y) 
    TABLE 6 GLOBAL 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 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 MARKET IN 2023 
 
4 PREMIUM INSIGHTS (Page No. - 99)
    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 MARKET: TOP THREE APPLICATIONS 
           FIGURE 33 IDENTITY & ACCESS MANAGEMENT APPLICATION MARKET TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
    4.3 NORTH AMERICA: 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 MARKET, BY REGION 
           FIGURE 35 NORTH AMERICA TO ACCOUNT FOR LARGEST REGION-WISE MARKET SHARE IN 2023
 
5 MARKET OVERVIEW AND INDUSTRY TRENDS (Page No. - 101)
    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 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
    5.1 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 MARKET 
                    TABLE 22 BEST PRACTICES IN MARKETS
    5.17 TECHNOLOGY ROADMAP OF 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 MARKET 
                    FIGURE 50 BUSINESS MODELS OF MARKET
 
6 AI IN CYBERSECURITY MARKET, BY OFFERING (Page No. - 152)
    6.1 INTRODUCTION 
           6.1.1 OFFERING: MARKET DRIVERS
                    FIGURE 51 SOLUTIONS TO LEAD IN MARKET DURING FORECAST PERIOD
                    TABLE 26 MARKET, BY OFFERING, 2019–2022 (USD MILLION)
                    TABLE 27 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 (Page No. - 188)
    7.1 INTRODUCTION 
           7.1.1 SECURITY TYPE: MARKET DRIVERS
                    FIGURE 60 INFRASTRUCTURE SECURITY TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
                    TABLE 96 MARKET, BY SECURITY TYPE, 2019–2022 (USD MILLION)
                    TABLE 97 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 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 (Page No. - 201)
    8.1 INTRODUCTION 
           8.1.1 TECHNOLOGY: MARKET DRIVERS
                    FIGURE 62 MACHINE LEARNING TO LEAD MARKET DURING FORECAST PERIOD
                    TABLE 116 MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION)
                    TABLE 117 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 (Page No. - 234)
    9.1 INTRODUCTION 
           FIGURE 67 IDENTITY & ACCESS MANAGEMENT TO ACCOUNT FOR LARGEST SHARE OF MARKET DURING FORECAST PERIOD
           TABLE 174 MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
           TABLE 175 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 MARKET IN IDENTITY & ACCESS MANAGEMENT APPLICATIONS,  BY SUBAPPLICATION, 2019–2022 (USD MILLION)
                    TABLE 177 MARKET IN IDENTITY & ACCESS MANAGEMENT APPLICATIONS,  BY SUBAPPLICATION, 2023–2028 (USD MILLION)
                    TABLE 178 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 MARKET IN RISK & COMPLIANCE MANAGEMENT APPLICATIONS,  BY SUBAPPLICATION, 2019–2022 (USD MILLION)
                    TABLE 181 MARKET IN RISK & COMPLIANCE MANAGEMENT APPLICATIONS,  BY SUBAPPLICATION, 2023–2028 (USD MILLION)
                    TABLE 182 MARKET IN RISK & COMPLIANCE MANAGEMENT APPLICATIONS,  BY REGION, 2019–2022 (USD MILLION)
                    TABLE 183 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 MARKET IN DATA LOSS PREVENTION APPLICATIONS,  BY SUBAPPLICATION, 2023–2028 (USD MILLION)
                    TABLE 186 MARKET IN DATA LOSS PREVENTION APPLICATIONS, BY REGION, 2019–2022 (USD MILLION)
                    TABLE 187 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 MARKET IN UNIFIED THREAT MANAGEMENT APPLICATIONS,  BY SUBAPPLICATION, 2023–2028 (USD MILLION)
                    TABLE 190 MARKET IN UNIFIED THREAT MANAGEMENT APPLICATIONS,  BY REGION, 2019–2022 (USD MILLION)
                    TABLE 191 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 MARKET IN SECURITY & VULNERABILITY MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2019–2022 (USD MILLION)
                    TABLE 193 MARKET IN SECURITY & VULNERABILITY MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2023–2028 (USD MILLION)
                    TABLE 194 MARKET IN SECURITY & VULNERABILITY MANAGEMENT APPLICATIONS, BY REGION, 2019–2022 (USD MILLION)
                    TABLE 195 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 MARKET IN FRAUD DETECTION APPLICATIONS,  BY SUBAPPLICATION, 2023–2028 (USD MILLION)
                    TABLE 198 MARKET IN FRAUD DETECTION APPLICATIONS, BY REGION,  2019–2022 (USD MILLION)
                    TABLE 199 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 MARKET IN INTRUSION DETECTION/PREVENTION SYSTEMS,  BY SUBAPPLICATION, 2019–2022 (USD MILLION)
                    TABLE 201 MARKET IN INTRUSION DETECTION/PREVENTION SYSTEMS,  2023–2028 (USD MILLION)
                    TABLE 202 MARKET IN INTRUSION DETECTION/PREVENTION SYSTEMS,  BY REGION, 2019–2022 (USD MILLION)
                    TABLE 203 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 MARKET IN OTHER APPLICATIONS, BY REGION,  2019–2022 (USD MILLION)
           TABLE 205 MARKET IN OTHER APPLICATIONS, BY REGION,  2023–2028 (USD MILLION)
 
10 AI IN CYBERSECURITY MARKET, BY VERTICAL (Page No. - 261)
     10.1 INTRODUCTION 
             10.1.1 VERTICAL: MARKET DRIVERS
                       FIGURE 68 AUTOMOTIVE SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
                       TABLE 206 MARKET, BY VERTICAL, 2019–2022 (USD MILLION)
                       TABLE 207 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 MARKET IN BFSI VERTICAL, BY REGION,  2019–2022 (USD MILLION)
                       TABLE 210 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 MARKET IN GOVERNMENT & PUBLIC SECTOR VERTICAL,  BY REGION, 2019–2022 (USD MILLION)
                       TABLE 213 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 MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY REGION, 2019–2022 (USD MILLION)
                       TABLE 219 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 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 MARKET IN TELECOMMUNICATIONS VERTICAL, BY REGION, 2019–2022 (USD MILLION)
                       TABLE 225 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 MARKET IN IT/ITES VERTICAL, BY REGION,  2019–2022 (USD MILLION)
                       TABLE 228 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 MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY REGION, 2019–2022 (USD MILLION)
                       TABLE 231 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 MARKET IN AUTOMOTIVE VERTICAL, BY REGION,  2019–2022 (USD MILLION)
                                   TABLE 234 MARKET IN AUTOMOTIVE VERTICAL, BY REGION,  2023–2028 (USD MILLION)
     10.11 OTHER VERTICALS 
                       TABLE 235 OTHER VERTICALS: MARKET, BY REGION,  2019–2022 (USD MILLION)
                       TABLE 236 OTHER VERTICALS: MARKET, BY REGION,  2023–2028 (USD MILLION)
 
11 AI IN CYBERSECURITY MARKET, BY REGION (Page No. - 278)
     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 MARKET, BY REGION, 2019–2022 (USD MILLION)
               TABLE 238 MARKET, BY REGION, 2023–2028 (USD MILLION)
     11.2 NORTH AMERICA 
             11.2.1 NORTH AMERICA: MARKET DRIVERS
             11.2.2 NORTH AMERICA: IMPACT OF RECESSION
                       FIGURE 71 NORTH AMERICA: MARKET SNAPSHOT
                       TABLE 239 NORTH AMERICA: 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: MARKET, BY SECURITY TYPE, 2019–2022 (USD MILLION)
                       TABLE 258 NORTH AMERICA: 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: 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: MARKET, BY APPLICATION,  2019–2022 (USD MILLION)
                       TABLE 272 NORTH AMERICA: MARKET, BY APPLICATION,  2023–2028 (USD MILLION)
                       TABLE 273 NORTH AMERICA: MARKET, BY VERTICAL,  2019–2022 (USD MILLION)
                       TABLE 274 NORTH AMERICA: MARKET, BY VERTICAL,  2023–2028 (USD MILLION)
                       TABLE 275 NORTH AMERICA: MARKET, BY COUNTRY,  2019–2022 (USD MILLION)
                       TABLE 276 NORTH AMERICA: 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: MARKET DRIVERS
             11.3.2 EUROPE: IMPACT OF RECESSION
                       TABLE 277 EUROPE: 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: 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: MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION)
                       TABLE 300 EUROPE: 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: MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
                       TABLE 310 EUROPE: MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
                       TABLE 311 EUROPE: MARKET, BY VERTICAL, 2019–2022 (USD MILLION)
                       TABLE 312 EUROPE: AI IN CYBER SECURITY MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
                       TABLE 313 EUROPE: 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: MARKET DRIVERS
             11.4.2 ASIA PACIFIC: IMPACT OF RECESSION
                       FIGURE 72 ASIA PACIFIC: MARKET SNAPSHOT
                       TABLE 315 ASIA PACIFIC: 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: 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: MARKET, BY TECHNOLOGY,  2019–2022 (USD MILLION)
                       TABLE 338 ASIA PACIFIC: 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: MARKET, BY APPLICATION,  2019–2022 (USD MILLION)
                       TABLE 348 ASIA PACIFIC: MARKET, BY APPLICATION,  2023–2028 (USD MILLION)
                       TABLE 349 ASIA PACIFIC: 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: 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: 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: 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: 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: MARKET, BY TECHNOLOGY,  2019–2022 (USD MILLION)
                       TABLE 376 MIDDLE EAST & AFRICA: 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: MARKET, BY APPLICATION,  2019–2022 (USD MILLION)
            TABLE 386 MIDDLE EAST & AFRICA: MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
            TABLE 387 MIDDLE EAST & AFRICA: MARKET, BY VERTICAL,  2019–2022 (USD MILLION)
            TABLE 388 MIDDLE EAST & AFRICA: MARKET, BY VERTICAL,  2023–2028 (USD MILLION)
            TABLE 389 MIDDLE EAST & AFRICA: 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: 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: 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: 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: MARKET, BY TECHNOLOGY,  2019–2022 (USD MILLION)
                       TABLE 414 LATIN AMERICA: 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: MARKET, BY APPLICATION,  2019–2022 (USD MILLION)
                       TABLE 424 LATIN AMERICA: MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
                       TABLE 425 LATIN AMERICA: 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: 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 (Page No. - 365)
     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 MARKET SHARE ANALYSIS, BY KEY PLAYER, 2022
               TABLE 430 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 MARKET COMPANY EVALUATION MATRIX FOR STARTUPS/SMES, 2022
             12.7.4 STARTUP/SME COMPETITIVE BENCHMARKING
                       TABLE 435 MARKET: DETAILED LIST OF KEY STARTUPS/SMES
                       TABLE 436 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 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 (Page No. - 386)
(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 (Page No. - 471)
     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 (Page No. - 497)
     15.1 DISCUSSION GUIDE 
     15.2 KNOWLEDGESTORE: MARKETSANDMARKETS’  SUBSCRIPTION PORTAL 
     15.3 CUSTOMIZATION OPTIONS 
     15.4 RELATED REPORTS 
     15.5 AUTHOR DETAILS 

 

The research study for the AI in Cybersecurity market involved the use of extensive secondary sources and directories, as well as various reputed open-source databases, to identify and collect information useful for this technical and market-oriented study. In-depth interviews were conducted with various primary respondents, including key opinion leaders, subject matter experts, high-level executives of multiple companies providing AI in Cybersecurity offerings, and industry consultants to obtain and verify critical qualitative and quantitative information and assess the market prospects and industry trends.

Secondary Research

In the secondary research process, various sources were referred to for identifying and collecting information for this study. Secondary sources included annual reports, press releases, and investor presentations of companies; white papers, journals, and certified publications; and articles from recognized authors, directories, and databases. The data was also collected from other secondary sources, such as the Data Science Journal, Institute of Electrical and Electronics Engineers (IEEE) Journals and magazines,  and other magazines. Secondary research was mainly used to obtain key information about the industry’s value chain and supply chain to identify key players based on hardware, solutions, services, and market classification and segmentation according to offerings of major players, industry trends related to offering, security type, technology, application, verticals, and region, and key developments from both market and technology-oriented perspectives.

Primary Research

In the primary research process, various primary sources from the supply and demand sides of the AI in Cybersecurity market ecosystem were interviewed to obtain qualitative and quantitative information for this study. The primary sources from the supply side included industry experts, such as chief executive officers (CEOs), vice presidents (VPs), marketing directors, technology and innovation directors, and related key executives from various vendors providing AI in Cybersecurity offerings; associated service providers; and system integrators operating in the targeted regions. All possible parameters that affect the market covered in this research study have been accounted for, viewed in extensive detail, verified through primary research, and analyzed to get the final quantitative and qualitative data.

After the complete market engineering (including calculations for market statistics, market breakup, market size estimations, market forecast, and data triangulation), extensive primary research was conducted to gather information and verify and validate the critical numbers arrived at. Primary research was also undertaken to identify and validate the segmentation types; industry trends; key players; the market's competitive landscape, and key market dynamics, such as drivers, restraints, opportunities, challenges, industry trends, and key strategies.

In the complete market engineering process, the top-down and bottom-up approaches and several data triangulation methods were extensively used to perform the market estimation and market forecast for the overall market segments and subsegments listed in this report. Extensive qualitative and quantitative analysis was performed on the complete market engineering process to record the critical information/insights throughout the report.

The following is the breakup of primary profiles:

Artificial Intelligence in Cybersecurity Market Size, and Share

To know about the assumptions considered for the study, download the pdf brochure

Market Size Estimation

For making market estimates and forecasting the AI in Cybersecurity market and the other dependent submarkets, top-down and bottom-up approaches were used. The bottom-up procedure was used to arrive at the overall market size of the global AI in Cybersecurity market, using the revenue from the key companies and their offerings in the market. With data triangulation and validation through primary interviews, this study determined and confirmed the exact value of the overall parent market size. The overall market size was then used in the top-down procedure to estimate the size of other individual markets via percentage splits of the market segments.

The top-down approach prepared an exhaustive list of all the vendors offering AI in Cybersecurity. The revenue contribution of the market vendors was estimated through annual reports, press releases, funding, investor presentations, paid databases, and primary interviews. Each vendor’s offerings were evaluated based on the breadth of solution and service offerings, cloud types, organization sizes, and verticals. The aggregate of all the companies' revenues was extrapolated to reach the overall market size. Each subsegment was studied and analyzed for its global market size and regional penetration. The markets were triangulated through both primary and secondary research. The primary procedure included extensive interviews for key insights from industry leaders, such as CIOs, CEOs, VPs, directors, and marketing executives. The market numbers were further triangulated with the existing MarketsandMarkets repository for validation.

In the bottom-up approach, the adoption rate of AI in Cybersecurity hardware, solutions, and services among different end-users in key countries with respect to their regions contributing the most to the market share was identified. For cross-validation, the adoption of AI in Cybersecurity hardware, solutions, and services among industries, along with different use cases with respect to their regions, was identified and extrapolated. Weightage was given to use cases identified in different regions for the market size calculation.

All the possible parameters that affect the market covered in the research study have been accounted for, viewed in extensive detail, verified through primary research, and analyzed to get the final quantitative and qualitative data. The data is consolidated and added with detailed inputs and analysis from MarketsandMarkets.

  • The pricing trend is assumed to vary over time.
  • All the forecasts are made with the standard assumption that the accepted currency is USD.
  • For the conversion of various currencies to USD, average historical exchange rates are used according to the year specified. For all the historical and current exchange rates required for calculations and currency conversions, the US Internal Revenue Service’s website is used.
  • All the forecasts are made under the standard assumption that the globally accepted currency, USD, remains constant during the next five years.
  • Vendor-side analysis: The market size estimates of associated solutions and services are factored in from the vendor side by assuming an average of licensing and subscription-based models of leading and innovative vendors.
  • Demand/end-user analysis: End users operating in verticals across regions are analyzed in terms of market spending on AI in Cybersecurity solutions and services based on some of the key use cases. These factors for the AI in Cybersecurity tool industry per region are separately analyzed, and the average spending was extrapolated with an approximation based on assumed weightage. This factor is derived by averaging various market influencers, including recent developments, regulations, mergers and acquisitions, enterprise/SME adoption, startup ecosystem, IT spending, technology propensity and maturity, use cases, and the estimated number of organizations per region.

Market Size Estimation: Top Down And Bottom Up Approach

Artificial Intelligence in Cybersecurity Market Size, and Share

To know about the assumptions considered for the study, Request for Free Sample Report

Data Triangulation

After arriving at the overall market size using the market size estimation processes as explained above, the market was split into several segments and subsegments. To complete the overall market engineering process and arrive at the exact statistics of each market segment and subsegment, data triangulation and market breakup procedures were employed, wherever applicable. The overall market size was then used in the top-down procedure to estimate the size of other individual markets via percentage splits of the market segmentation.

Market Definition

Cybersecurity is a set of processes and practices designed to safeguard endpoints, networks, applications, and data from advanced threats and vulnerabilities. Enterprises are required to adopt a set of security technologies, solutions, tools, policies, security concepts, guidelines, risk management approaches, and services to protect critical enterprise information and infrastructure from the growing volume and sophistication of cyberattacks. In such situations, AI in security is used to predict outcomes based on past events. AI software identifies patterns and anomalies pertaining to past events, thereby identifying threats across a firm's network, both on-premises and in the cloud, to mitigate further attacks.

Key Stakeholders

  • AI Solution Providers
  • AI Platform Providers
  • Cloud Service Providers
  • AI System Providers
  • Universities and Research Organizations
  • Investors and Venture Capitalists
  • Managed service providers
  • Support and maintenance service providers
  • System Integrators (SIs)/migration service providers
  • Value-Added Resellers (VARs) and distributors
  • Distributors and Value-added Resellers (VARs)
  • System Integrators (SIs)
  • Independent Software Vendors (ISV)
  • Third-party providers
  • Technology providers
  • Semiconductor Companies

Report Objectives

  • To describe and forecast the artificial intelligence in cybersecurity market, in terms of value,
    by offering, security type, technology, application, and vertical
  • To describe and forecast the artificial intelligence in cybersecurity market, in terms of value,
    by region—North America, Europe, Asia Pacific, Middle East & Africa and Latin America
  • To provide detailed information regarding major factors influencing the market growth (drivers, restraints, opportunities, and challenges)
  • To strategically analyze micromarkets1 with respect to individual growth trends, prospects, and contribution to the overall artificial intelligence in cybersecurity market
  • To profile key players and comprehensively analyze their market positions in terms of ranking and core competencies2, along with detailing the competitive landscape for market leaders
  • To analyze competitive developments such as joint ventures, mergers and acquisitions, product developments, and ongoing research and development (R&D) in the artificial intelligence in cybersecurity market
  • To provide the illustrative segmentation, analysis, and projection of the main regional markets

Available Customizations

With the given market data, MarketsandMarkets offers customizations as per the company’s specific needs. The following customization options are available for the report:

Product Analysis

  • Product matrix provides a detailed comparison of the product portfolio of each company

Geographic Analysis

  • Further breakup of the North American market for AI in Cybersecurity
  • Further breakup of the European market for AI in Cybersecurity
  • Further breakup of the Asia Pacific market for AI in Cybersecurity
  • Further breakup of the Latin American market for AI in Cybersecurity
  • Further breakup of the Middle East & Africa market for AI in Cybersecurity

Company Information

  • Detailed analysis and profiling of additional market players (up to five)
Custom Market Research Services

We will customize the research for you, in case the report listed above does not meet with your exact requirements. Our custom research will comprehensively cover the business information you require to help you arrive at strategic and profitable business decisions.

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Report Code
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Published ON
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