생성형 AI 사이버 보안 시장 규모, 성장 및 동향 분석 보고서 – 2031년까지의 세계 예측

Generative AI Cybersecurity Market – Global Forecast To 2031

생성형 AI 사이버 보안 시장 – 생성형 AI 기반 사이버 보안(SIEM, 위험 평가, 위협 인텔리전스), 생성형 AI용 사이버 보안 소프트웨어(AI 모델 보안), 보안 유형(데이터 암호화, 액세스 제어) – 2031년까지의 세계 예측

Generative AI Cybersecurity Market by Generative AI-based Cybersecurity (SIEM, Risk Assessment, Threat Intelligence), Cybersecurity Software for Generative AI (AI Model Security), Security Type (Data Encryption, Access Control) – Global Forecast to 2031

　　　　주문/문의　　　　조사회사/라이센스/납기안내

본 연구 보고서는 생성형 AI 사이버보안 시장을 제품, 생성형 AI 기반 사이버보안 소프트웨어, 생성형 AI용 사이버보안 소프트웨어, 보안 유형, 최종 사용자 등을 기준으로 세분화하여 분석합니다. 제품 및 서비스 부문은 소프트웨어와 서비스로 구성됩니다. 생성형 AI 기반 사이버보안 솔루션 부문은 위협 탐지 및 인텔리전스 소프트웨어, 위험 평가 소프트웨어, 노출 관리 소프트웨어, 피싱 시뮬레이션 및 예방 소프트웨어, 복구 지침 소프트웨어, 위협 사냥 플랫폼, 코드 분석 소프트웨어로 구성됩니다. 생성형 AI 부문의 사이버보안 솔루션에는 생성형 AI 학습 데이터 보안 소프트웨어, 생성형 AI 모델 보안 소프트웨어, 생성형 AI 인프라 보안 소프트웨어, 생성형 AI 애플리케이션 보안 소프트웨어가 포함됩니다. 보안 유형 부문은 생성적 AI 학습 데이터 보안 소프트웨어, 생성형 AI 모델 보안 소프트웨어, 생성적 AI 인프라 보안 소프트웨어, 생성적 AI 애플리케이션 보안 소프트웨어로 구성됩니다. 최종 사용자 부문은 생성형 AI 기반 사이버보안 최종 사용자와 생성형 AI 최종 사용자를 위한 사이버보안으로 구성됩니다. 생성형 AI 사이버보안 시장의 지역 분석은 북미, 유럽, 아시아 태평양, 중동 및 아프리카(MEA), 라틴 아메리카를 포함합니다.

본 보고서는 이 시장의 선두주자/신규 진입 기업들에게 생성적 AI 사이버 보안 시장 전체와 그 하위 부문의 매출 수치에 대한 가장 근사치 정보를 제공합니다. 이해관계자들이 경쟁 환경을 이해하고, 사업 입지를 다지고 적절한 시장 진출 전략을 수립하는 데 필요한 통찰력을 얻는 데 도움이 될 것입니다. 또한 이해관계자들이 시장의 흐름을 이해하고 주요 시장 동인, 제약, 과제, 그리고 기회에 대한 정보를 제공합니다.

생성형 AI 사이버 보안 시장은 예측 기간 동안 연평균 성장률(CAGR) 26.5%를 기록하며 2025년 86억 5천만 달러에서 2031년 355억 달러에 이를 것으로 예상됩니다. 타사 모델 저장소, API, 플러그인을 표적으로 삼는 AI 공급망 공격 증가에 따라 기업들은 AI 자산 보호를 위해 모델 출처 검증 및 코드 서명을 도입하고 있습니다. 또한, 멀티 테넌트 클라우드 환경에서 MaaS(Model-as-a-Service) 사용이 증가함에 따라 민감한 AI 워크로드를 보호하기 위한 기밀 컴퓨팅 및 보안 인클레이브 실행에 대한 수요도 증가하고 있습니다. 그러나 악의적인 공격자들이 생성 AI를 악용하여 피싱 캠페인을 자동화하고, 딥페이크를 생성하고, 고급 맬웨어를 개발함에 따라 시장은 상당한 제약에 직면하고 있습니다. 이러한 이중 용도의 과제로 인해 공급업체는 혁신과 보안의 균형을 맞추는 동시에 적대적인 AI 위협에 앞서 나가기 위해 방어 전략을 지속적으로 발전시켜야 합니다.

The generative AI cybersecurity market is anticipated to witness a compound annual growth rate (CAGR) of 26.5% over the forecast period, reaching USD 35.50 billion by 2031 from an estimated USD 8.65 billion in 2025. The market is driven by the rise in AI supply chain attacks targeting third-party model repositories, APIs, and plugins, which is pushing enterprises to adopt model provenance verification and code signing to secure AI assets. Additionally, the growing use of model-as-a-service in multi-tenant cloud environments is increasing demand for confidential computing and secure enclave execution to protect sensitive AI workloads. However, the market also faces a significant restraint as malicious actors exploit generative AI to automate phishing campaigns, create deepfakes, and develop advanced malware. This dual-use challenge forces vendors to continually evolve defensive strategies to stay ahead of adversarial AI threats while balancing innovation and security.

“Risk assessment software leads growth, driving proactive threat mitigation”

Risk assessment software within the generative AI cybersecurity ecosystem is projected to record the highest CAGR over the forecast period, fueled by its critical role in proactive threat prevention and compliance-driven decision-making. Generative AI enhances traditional risk assessment by simulating complex attack scenarios, predicting cascading impacts across interconnected systems, and identifying latent vulnerabilities that conventional tools may overlook. The technology enables continuous, adaptive scoring of cyber risks based on real-time telemetry, threat intelligence feeds, and contextual business impact, allowing enterprises to prioritize remediation efforts with precision. Industries with stringent compliance frameworks, such as BFSI, healthcare, and critical infrastructure, are accelerating adoption to meet evolving regulatory expectations like the US SEC’s cyber incident disclosure rules and the EU Digital Operational Resilience Act (DORA). Moreover, AI-driven risk assessment platforms are being integrated with Security Orchestration, Automation, and Response (SOAR) systems to automate policy enforcement and reduce decision latency during incidents. By leveraging generative models to evaluate risks in dynamic environments, vendors can offer predictive insights that materially improve security posture and operational resilience. The combination of regulatory pressure, operational efficiency gains, and the ability to quantify and communicate cyber risk in business terms positions this software segment for sustained high-growth momentum.

“Static application security testing to hold largest market as AI-centric code security becomes mission-critical”

Static Application Security Testing (SAST) is estimated to capture the largest market share within application security types in 2025, driven by its critical role in securing AI-integrated software development pipelines and ensuring code integrity before deployment. The increasing adoption of secure-by-design principles in enterprise AI initiatives has elevated SAST from a compliance-focused measure to a strategic necessity, especially as regulatory bodies tighten oversight on AI-enabled applications handling sensitive data. Unlike dynamic testing, SAST enables early detection of vulnerabilities at the source code level, significantly reducing remediation costs and minimizing the risk of exploited flaws reaching production environments. In sectors such as BFSI, healthcare, and government, where AI applications process high-value and regulated data, SAST adoption is accelerating in parallel with generative AI deployments, ensuring robust protection against injection attacks, insecure dependencies, and code-level data leaks. Moreover, the growing integration of AI coding assistants and automated DevSecOps pipelines is expanding the demand for SAST tools capable of handling AI-generated code, addressing unique vulnerabilities introduced by large language model-assisted programming. Leading security vendors are embedding AI-driven analytics into SAST platforms to improve vulnerability prioritization and reduce false positives, further enhancing operational efficiency and developer adoption. These combined factors position SAST as the dominant force in the 2025 application security landscape.

“Asia Pacific to witness rapid market growth fueled by innovation and emerging technologies, while North America leads in market size”

North America is estimated to account for the largest share of the generative AI cybersecurity market in 2025, underpinned by its mature technology ecosystem, strong enterprise adoption rates, and early regulatory engagement in AI governance. The region benefits from the presence of leading cybersecurity vendors, robust venture capital activity, and a concentration of high-value industries such as BFSI, healthcare, and defense, where AI-driven security solutions are rapidly embedded into operational frameworks. Government-backed initiatives, such as the US Executive Order on AI and sector-specific compliance mandates, are accelerating investment in advanced AI threat detection, incident response automation, and AI-assisted risk assessment platforms. In parallel, Asia Pacific is poised to record the fastest CAGR during the forecast period, driven by rapid digital transformation, large-scale cloud adoption, and a growing need to counter evolving cyber threats targeting expanding digital infrastructures. Countries such as China, India, Japan, and South Korea are investing heavily in AI R&D, supported by government programs and strategic public–private partnerships. The region’s expanding base of SMEs and startups is leveraging generative AI for both offensive and defensive cybersecurity innovation, while hyperscale cloud providers are localizing AI security services to address diverse compliance environments. This combination of high-growth adoption patterns in the Asia Pacific and entrenched market dominance in North America is shaping a dual-center growth model for the global generative AI cybersecurity landscape.

Breakdown of Primaries

In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the generative AI cybersecurity market.

• By Company: Tier I – 35%, Tier II – 45%, and Tier III – 20%
• By Designation: C Level – 35%, Director Level – 25%, and others – 40%
• By Region: North America – 42%, Europe – 20%, Asia Pacific – 25%, Middle East & Africa – 8%, and Latin America – 5%

The report includes the study of key players offering generative AI cybersecurity solutions and services. It profiles major vendors in the generative AI cybersecurity market. The major market players include Microsoft (US), IBM (US), Google (US), SentinelOne (US), AWS (US), NVIDIA (US), Cisco (US), CrowdStrike (US), Fortinet (US), Zscaler (US), Trend Micro (Japan), Palo Alto Networks (US), BlackBerry (Canada), Darktrace (UK), F5 (US), Okta (US), Sangfor (China), SecurityScorecard (US), Sophos (UK), Broadcom (US), Trellix (US), Veracode (US), LexisNexis (US), Abnormal Security (US), Adversa AI (Israel), Aquasec (US), BigID (US), Checkmarx (US), Cohesity (US), Credo AI (US), NeuralTrust (Spain), Cybereason (US), DeepKeep (Israel), Elastic NV (US), Flashpoint (US), Lakera (US), MOSTLY AI (Austria), Recorded Future (US), Secureframe (US), Skyflow (US), SlashNext (US), Snyk (US), Tenable (US), TrojAI (Canada), VirusTotal (Spain), XenonStack (UAE), and Zerofox (US).

Research Coverage

This research report covers the generative AI cybersecurity market, which has been segmented based on offering, generative AI-based cybersecurity software, cybersecurity software for generative AI, security type, and end user. The offering segment consists of software and services. The generative AI-based cybersecurity solutions segment consists of threat detection & intelligence software, risk assessment software, exposure management software, phishing simulation & prevention software, remediation guidance software, threat hunting platforms, and code analysis software. The cybersecurity solutions for the generative AI segment include generative AI training data security software, generative AI model security software, generative AI infrastructure security software, and generative AI application security software. The security type segment consists of generative AI training data security software, generative AI model security software, generative AI infrastructure security software, and generative AI application security software. The end user segment consists of generative AI-based cybersecurity end users and cybersecurity for generative AI end users. The regional analysis of the generative AI cybersecurity market covers North America, Europe, Asia Pacific, the Middle East & Africa (MEA), and Latin America.

Key Benefits of Buying the Report

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

The report provides insights on the following pointers:

Analysis of key drivers (Rising frequency and sophistication of AI-driven cyberattacks accelerating adoption of AI-powered defense tools, Operational efficiency gains through AI-assisted Security Operations Centers (AI-SOC) reducing alert fatigue and response times, Escalating zero-day vulnerabilities necessitating rapid AI-enabled detection and remediation, and Growing demand for AI-powered behavioral anomaly detection to combat insider threats), restraints (Lack of standardized benchmarks for evaluating AI cybersecurity solutions, and Uncertainty around liability in AI-led automated security actions), opportunities (Adoption of Zero Trust for AI frameworks for validating AI-generated outputs, Leveraging AI for real-time detection of adversarial AI attacks on critical infrastructure, and Development of AI-driven penetration testing and vulnerability assessment platforms), and challenges (Exploitation of prompt injection and model manipulation techniques to bypass safeguards, and Growth of AI-enabled deepfake fraud targeting enterprises and critical infrastructure).

• Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the generative AI cybersecurity market.
• Market Development: Comprehensive information about lucrative markets – the report analyses the generative AI cybersecurity market across varied regions.
• Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the generative AI cybersecurity market.
• Competitive Assessment: In-depth assessment of market shares, growth strategies, and offerings of leading players like Microsoft (US), IBM (US), Google (US), SentinelOne (US), AWS (US), NVIDIA (US), Cisco (US), CrowdStrike (US), Fortinet (US), Zscaler (US), Trend Micro (Japan), Palo Alto Networks (US), BlackBerry (Canada), Darktrace (UK), F5 (US), Okta (US), Sangfor (China), SecurityScorecard (US), Sophos (UK), Broadcom (US), Trellix (US), Veracode (US), LexisNexis (US), Abnormal Security (US), Adversa AI (Israel), Aquasec (US), BigID (US), Checkmarx (US), Cohesity (US), Credo AI (US), NeuralTrust (Spain), Cybereason (US), DeepKeep (Israel), Elastic NV (US), Flashpoint (US), Lakera (US), MOSTLY AI (Austria), Recorded Future (US), Secureframe (US), Skyflow (US), SlashNext (US), Snyk (US), Tenable (US), TrojAI (Canada), VirusTotal (Spain), XenonStack (UAE), and Zerofox (US), among others, in the generative AI cybersecurity market. The report also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.

Table of Contents

1               INTRODUCTION              52

1.1           OBJECTIVES OF THE STUDY       52

1.2           MARKET DEFINITION AND SCOPE           52

1.3           MARKET SCOPE                53

1.3.1        MARKET SEGMENTATION           53

1.3.2        INCLUSIONS AND EXCLUSIONS 54

1.3.3        YEARS CONSIDERED      55

1.4           CURRENCY CONSIDERED            55

1.5           STAKEHOLDERS               55

1.6           SUMMARY OF CHANGES               56

2               RESEARCH METHODOLOGY       57

2.1           RESEARCH DATA              57

2.1.1        SECONDARY DATA          58

2.1.2        PRIMARY DATA 58

2.1.2.1    List of primary participants 59

2.1.2.2    Breakdown of primaries      59

2.1.2.3    Key industry insights           59

2.2           DATA TRIANGULATION                60

2.3           MARKET SIZE ESTIMATION         61

2.3.1        TOP-DOWN APPROACH                61

2.3.2        BOTTOM-UP APPROACH              62

2.4           MARKET FORECAST       65

2.5           RESEARCH ASSUMPTIONS           66

2.6           RESEARCH LIMITATIONS             68

3               EXECUTIVE SUMMARY  69

4               PREMIUM INSIGHTS       75

4.1           ATTRACTIVE OPPORTUNITIES IN GENERATIVE AI CYBERSECURITY MARKET            75

4.2           GENERATIVE AI CYBERSECURITY MARKET: TOP THREE SECURITY TYPES              76

4.3           NORTH AMERICA: GENERATIVE AI CYBERSECURITY MARKET,  BY OFFERING AND SECURITY TYPE 76

4.4           GENERATIVE AI CYBERSECURITY MARKET, BY REGION                 77

5               MARKET OVERVIEW AND INDUSTRY TRENDS    78

5.1           INTRODUCTION              78

5.2           MARKET DYNAMICS       78

5.2.1        DRIVERS               79

5.2.1.1    Rising frequency and sophistication of AI-driven cyberattacks                 79

5.2.1.2    Operational efficiency gains through AI-assisted Security Operations Centers (AI-SOC), reducing alert fatigue and response times                 79

5.2.1.3    Escalating zero-day vulnerabilities, necessitating rapid AI-enabled detection and remediation   79

5.2.1.4    Growing demand for AI-powered behavioral anomaly detection to combat insider threats     80

5.2.2        RESTRAINTS      80

5.2.2.1    Lack of standardized benchmarks for evaluation of AI cybersecurity solutions        80

5.2.2.2    Uncertainty around liability in AI-led automated security actions                 81

5.2.3        OPPORTUNITIES              81

5.2.3.1    Adoption of Zero Trust for AI frameworks to validate AI-generated outputs 81

5.2.3.2    Leveraging AI for real-time detection of adversarial AI attacks on critical infrastructure            82

5.2.3.3    Development of AI-driven penetration testing and vulnerability assessment platforms           82

5.2.4        CHALLENGES    83

5.2.4.1    Exploitation of prompt injection and model manipulation techniques to bypass safeguards        83

5.2.4.2    Proliferation of AI-enabled deepfake fraud targeting enterprises and critical infrastructure    83

5.3           EVOLUTION OF GENERATIVE AI CYBERSECURITY                 84

5.4           SUPPLY CHAIN ANALYSIS             85

5.5           ECOSYSTEM ANALYSIS  88

5.5.1        GENERATIVE AI-BASED CYBERSECURITY PROVIDERS                 89

5.5.2        CYBERSECURITY PROVIDERS FOR GENERATIVE AI                 90

5.5.3        GENERATIVE AI CYBERSECURITY SERVICE PROVIDERS                 90

5.5.4        SECURITY TYPES              90

5.6           INVESTMENT AND FUNDING SCENARIO               91

5.7           CASE STUDY ANALYSIS 91

5.7.1        ZEROFOX PROVIDES ACTIONABLE INTELLIGENCE TO SHORE UP SIMPLY BUSINESS’S INFORMATION SECURITY                 91

5.7.2        POMELO STAYS SECURE AMIDST RAPID GROWTH WITH SNYK     92

5.7.3        EVOCABANK HELPS NOKIA PROTECT MILLIONS OF FOLLOWERS      92

5.7.4        CARNIVAL CORPORATION CHARTS A SAFER COURSE WITH CYBERARK              93

5.7.5        IBM USES PALO ALTO TO PROTECTS ITS AI SYSTEMS                 93

5.7.6        OPENAI USES OKTA TO SAFEGUARD ITSELF       94

5.8           TECHNOLOGY ANALYSIS             94

5.8.1        KEY TECHNOLOGIES     95

5.8.1.1    Adversarial machine learning              95

5.8.1.2    Federated learning security 95

5.8.1.3    Differential privacy               95

5.8.1.4    Homomorphic encryption   96

5.8.1.5    Secure multi-party computation        96

5.8.2        COMPLEMENTARY TECHNOLOGIES       96

5.8.2.1    Blockchain             96

5.8.2.2    Zero trust architecture         97

5.8.2.3    Endpoint detection & response          97

5.8.2.4    Vulnerability management  97

5.8.3        ADJACENT TECHNOLOGIES       97

5.8.3.1    Quantum computing            97

5.8.3.2    DevSecOps            98

5.8.3.3    Forensics & incident response            98

5.8.3.4    Big data analytics 98

5.9           REGULATORY LANDSCAPE         99

5.9.1        REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS             99

5.9.2        KEY REGULATIONS         102

5.9.2.1    North America      102

5.9.2.1.1 Executive Order on AI (US)               102

5.9.2.1.2 NIST AI Risk Management Framework (under the NDAA)                 102

5.9.2.1.3 National AI Risk Management Framework      102

5.9.2.1.4 Artificial Intelligence and Data Act (AIDA)    102

5.9.2.1.5 Kids Online Safety Act (KOSA)        102

5.9.2.1.6 Canadian Centre for Cyber Security 103

5.9.2.1.7 Privacy Guidelines                103

5.9.2.2    Europe   103

5.9.2.2.1 Regulation (EU) 2024/1689 — Artificial Intelligence Act (AI Act)         103

5.9.2.2.2 Directive (EU) 2022/2555 — NIS 2 Directive                103

5.9.2.2.3 Regulation (EU) 2024/2847 — Cyber Resilience Act (CRA)                 103

5.9.2.2.4 Regulation (EU) 2024/903 — Cyber Solidarity Act (CSA)                 103

5.9.2.3    Asia Pacific            103

5.9.2.3.1 Model AI Governance Framework (Singapore)               103

5.9.2.3.2 AI Guidelines for Business Version 1.0 (Japan)              104

5.9.2.3.3 Basic Law for Promoting Responsible AI (Japan, proposed)                 104

5.9.2.3.4 Act on Promotion of the AI Industry and Framework for Establishing Trustworthy AI (South Korea)    104

5.9.2.4    Middle East & Africa            104

5.9.2.4.1 UAE Strategy for Artificial Intelligence 2031  104

5.9.2.4.2 National AI Programme      104

5.9.2.4.3 African Union Convention on Cyber Security and Personal Data Protection (Malabo Convention)       104

5.9.2.4.4 National Strategy for Data and AI (NSDAI)   104

5.9.2.4.5 Saudi Data and Artificial Intelligence Authority (SDAIA)                 104

5.9.2.5    Latin America       105

5.9.2.5.1 Bill No. 2,338/2023 — Proposed Law on Artificial Intelligence (Brazil)  105

5.9.2.5.2 National Artificial Intelligence Strategy (EBIA) (Brazil)                 105

5.9.2.5.3 National Policy on Exploitation of Data (Big Data) (Colombia)                 105

5.9.2.5.4 AI Regulation Bill (Colombia)            105

5.10         PATENT ANALYSIS          105

5.10.1      METHODOLOGY              105

5.10.2      PATENTS FILED, BY DOCUMENT TYPE  105

5.10.3      INNOVATION AND PATENT APPLICATIONS        106

5.11         PRICING ANALYSIS          108

5.11.1      AVERAGE SELLING PRICE OF KEY PLAYERS, BY OFFERING, 2025                 109

5.11.2      AVERAGE SELLING PRICE, BY SECURITY TYPE, 2025                 110

5.12         KEY CONFERENCES AND EVENTS (2025–2026)     111

5.13         PORTER’S FIVE FORCES ANALYSIS           111

5.13.1      THREAT OF NEW ENTRANTS      112

5.13.2      THREAT OF SUBSTITUTES          113

5.13.3      BARGAINING POWER OF SUPPLIERS       113

5.13.4      BARGAINING POWER OF BUYERS             113

5.13.5      INTENSITY OF COMPETITION RIVALRY 113

5.14         KEY STAKEHOLDERS & BUYING CRITERIA            114

5.14.1      KEY STAKEHOLDERS IN BUYING PROCESS           114

5.14.2      BUYING CRITERIA           115

5.15         TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS            115

5.15.1      TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS            115

6               GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING           117

6.1           INTRODUCTION              118

6.1.1        OFFERING: GENERATIVE AI CYBERSECURITY MARKET DRIVERS               118

6.2           SOFTWARE, BY TYPE      119

6.2.1        STRENGTHENING OF GENERATIVE AI SECURITY WITH PURPOSE-BUILT SOFTWARE      119

6.2.2        GENERATIVE AI-BASED CYBERSECURITY SOFTWARE                 120

6.2.3        CYBERSECURITY SOFTWARE FOR GENERATIVE AI                 121

6.3           SOFTWARE, BY DEPLOYMENT MODE     122

6.3.1        OPTIMIZING CYBER DEFENSE WITH FLEXIBLE DEPLOYMENT MODES  122

6.3.2        CLOUD 123

6.3.3        ON-PREMISES   124

6.4           SERVICES             125

6.4.1        RESILIENT GENERATIVE AI CYBERSECURITY ENABLED THROUGH COMPREHENSIVE SERVICES                 125

6.4.2        PROFESSIONAL SERVICES            126

6.4.2.1    Training & consulting          127

6.4.2.2    System integration & implementation               128

6.4.2.3    Support & maintenance       129

6.4.3        MANAGED SERVICES      130

7               CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE             132

7.1           INTRODUCTION              133

7.1.1        CYBERSECURITY SOFTWARE FOR GENERATIVE AI: MARKET DRIVERS            133

7.2           GENERATIVE AI TRAINING DATA SECURITY SOFTWARE                 134

7.2.1        ENSURING RELIABILITY AND COMPLIANCE WITH TRAINING DATA SECURITY         134

7.2.2        DATA INTEGRITY VERIFICATION             135

7.2.3        SECURE DATA AUGMENTATION               136

7.2.4        AUTOMATED DATA CLEANING 136

7.2.5        DATA QUALITY MONITORING  136

7.2.6        DATA ANONYMIZATION              137

7.3           GENERATIVE AI MODEL SECURITY SOFTWARE 137

7.3.1        SHIELDING GENERATIVE AI MODELS AGAINST EVOLVING THREATS      137

7.3.2        MODEL INTEGRITY        138

7.3.3        ADVERSARIAL TRAINING & TESTING     139

7.3.4        SECURE MODEL TRAINING ENVIRONMENTS      139

7.3.5        MODEL DRIFT & BIAS DETECTION          139

7.3.6        ROBUSTNESS TESTING 140

7.4           GENERATIVE AI INFRASTRUCTURE SECURITY SOFTWARE         140

7.4.1        ENSURING RESILIENT FOUNDATIONS FOR LARGE-SCALE GENERATIVE AI OPERATIONS     140

7.4.2        CONTINUOUS MONITORING     141

7.4.3        AUTOMATED SECURITY PATCHING       142

7.4.4        SECURE API MANAGEMENT        142

7.4.5        REAL-TIME THREAT DETECTION             142

7.4.6        SECURITY AUDITS           143

7.5           GENERATIVE AI APPLICATION SECURITY SOFTWARE                 143

7.5.1        DEFENDING GENERATIVE AI APPLICATIONS FROM ATTACK VECTORS           143

7.5.2        PROMPT INJECTION SECURITY 144

7.5.3        DATA LEAKAGE PREVENTION   145

7.5.4        USER AUTHENTICATION & ACCESS CONTROL  145

7.5.5        MONITORING & ANOMALY DETECTION               145

7.5.6        ETHICAL AI GOVERNANCE          146

8               GENERATIVE AI CYBERSECURITY MARKET, BY END USER     147

8.1           INTRODUCTION              148

8.1.1        END USERS: GENERATIVE AI CYBERSECURITY MARKET DRIVERS               148

8.2           END USERS: GENERATIVE AI-BASED CYBERSECURITY                 149

8.2.1        DRIVING ADVANCED THREAT MITIGATION WITH GENERATIVE AI                149

8.2.2        GOVERNMENT & DEFENSE         151

8.2.3        BFSI       151

8.2.4        IT & ITES              152

8.2.5        HEALTHCARE & LIFE SCIENCES 153

8.2.6        RETAIL & ECOMMERCE 154

8.2.7        MANUFACTURING          155

8.2.8        ENERGY & UTILITIES     156

8.2.9        TELECOMMUNICATIONS             157

8.2.10      AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS                 158

8.2.11      MEDIA & ENTERTAINMENT        159

8.2.12      OTHER END USERS         160

8.3           END USERS: CYBERSECURITY FOR GENERATIVE AI                 161

8.3.1        PROTECTING GENERATIVE AI SERVICES TO SAFEGUARD END USERS               161

8.3.2        CLOUD HYPERSCALERS                162

8.3.3        MANAGED SECURITY SERVICE PROVIDERS         163

8.3.4        GENERATIVE AI PROVIDERS       164

8.3.4.1    Foundation model/LLM developers 165

8.3.4.2    Data annotators    166

8.3.4.3    Content creation platform providers 167

8.3.4.4    Generative AI-as-a-service provider 168

9               GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET,  BY TYPE        170

9.1           INTRODUCTION              171

9.1.1        GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET DRIVERS            171

9.2           THREAT DETECTION & INTELLIGENCE SOFTWARE                 172

9.2.1        OFFERS ENHANCED CYBERSECURITY PRECISION AND SPEED  172

9.2.2        AUTOMATED THREAT ANALYSIS             173

9.2.3        SECURITY INFORMATION & EVENT MANAGEMENT                 174

9.2.4        AI-NATIVE SECURITY ANALYSIS                174

9.2.5        THREAT CORRELATION                174

9.2.6        THREAT INTELLIGENCE               175

9.3           RISK ASSESSMENT SOFTWARE   175

9.3.1        PREDICTIVE RISK ASSESSMENT STRENGTHENS GENERATIVE AI CYBERSECURITY POSTURE        175

9.3.2        AUTOMATED RISK INSIGHTS     176

9.3.3        IMPACT ANALYSIS           176

9.3.4        RISK INTELLIGENCE       177

9.3.5        COMPLIANCE AUTOMATION     177

9.3.6        OTHER RISK ASSESSMENT SOFTWARE   178

9.4           EXPOSURE MANAGEMENT SOFTWARE  178

9.4.1        OFFERS AI-POWERED VULNERABILITY OVERSIGHT FOR STRONGER CYBERSECURITY      178

9.4.2        VULNERABILITY ANALYSIS          179

9.4.3        EXPOSURE PRIORITIZATION      180

9.4.4        AUTOMATED EXPOSURE DETECTION   180

9.4.5        INCIDENT RESPONSE    180

9.4.6        OTHER EXPOSURE MANAGEMENT SOFTWARE  180

9.5           PHISHING SIMULATION & PREVENTION SOFTWARE                 181

9.5.1        SIMULATES REALISTIC PHISHING SCENARIOS WITH GENERATIVE AI                181

9.5.2        PHISHING SIMULATION CAMPAIGNS     182

9.5.3        PHISHING ATTACK ANALYSIS    182

9.5.4        DEEPFAKE DETECTION                183

9.5.5        FRAUD PREVENTION     183

9.5.6        SOCIAL ENGINEERING DETECTION        183

9.6           REMEDIATION GUIDANCE SOFTWARE  184

9.6.1        ENABLES QUICK AND INFORMED RESPONSE WITH GENERATIVE AI REMEDIATION GUIDANCE         184

9.6.2        AUTOMATED REMEDIATION     185

9.6.3        INTERACTIVE REMEDIATION SUPPORT                185

9.6.4        PROACTIVE THREAT MANAGEMENT     185

9.6.5        COMPLIANCE REMEDIATION    186

9.6.6        OTHER REMEDIATION GUIDANCE SOFTWARE  186

9.7           THREAT HUNTING PLATFORMS               186

9.7.1        CYBER DEFENSE ENHANCED BY PREDICTING AND NEUTRALIZING STEALTH ATTACKS        186

9.7.2        REAL-TIME THREAT ANALYSIS 187

9.7.3        NATURAL LANGUAGE QUERY INTERFACE           188

9.7.4        BEHAVIOR ANALYSIS     188

9.7.5        RESPONSE AUTOMATION            188

9.7.6        OTHER THREAT HUNTING PLATFORMS               189

9.8           CODE ANALYSIS SOFTWARE       189

9.8.1        SECURES DEVELOPMENT PIPELINES WITH GENERATIVE AI PRECISION        189

9.8.2        CODE SNIPPET ANALYSIS            190

9.8.3        SOURCE CODE PROTECTION     191

9.8.4        VULNERABILITY DETECTION    191

9.8.5        AUTOMATED CODE REVIEW      191

9.8.6        COMPLIANCE CHECKS  192

10            GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE                193

10.1         INTRODUCTION              194

10.1.1      SECURITY TYPE: GENERATIVE AI CYBERSECURITY MARKET DRIVERS            194

10.2         DATABASE SECURITY    195

10.2.1      SECURES GENERATIVE AI PIPELINES WITH ADVANCED DATABASE PROTECTION             195

10.2.2      DATA LOSS PREVENTION            196

10.2.3      DATA USAGE MONITORING       197

10.2.4      DATA COMPLIANCE & GOVERNANCE    198

10.2.5      DATA ENCRYPTION        199

10.2.6      DATA MASKING & TOKENIZATION          200

10.2.7      ACCESS CONTROL           201

10.3         NETWORK SECURITY     202

10.3.1      OPTIMIZING SECURE CONNECTIVITY FOR GENERATIVE AI WORKLOADS   202

10.3.2      NETWORK TRAFFIC ANALYSIS   203

10.3.3      SECURE ACCESS SERVICE EDGE                204

10.3.4      ZERO TRUST NETWORK ACCESS               205

10.3.5      FIREWALLS         206

10.3.6      INTRUSION DETECTION/PREVENTION SYSTEMS                 207

10.3.7      VPNS & SECURE TUNNELING     208

10.4         ENDPOINT SECURITY    209

10.4.1      OPTIMIZING THREAT DETECTION AND RESPONSE ACROSS GENERATIVE AI ENDPOINTS    209

10.4.2      ENDPOINT DETECTION & RESPONSE    210

10.4.3      ENDPOINT PROTECTION PLATFORMS  211

10.5         APPLICATION SECURITY              212

10.5.1      SECURING GENERATIVE AI WORKFLOWS WITH END-TO-END APPLICATION PROTECTION    212

10.5.2      STATIC APPLICATION SECURITY TESTING          213

10.5.3      DYNAMIC APPLICATION SECURITY TESTING     214

10.5.4      LLM SECURITY 215

10.5.5      RUNTIME PROTECTION                216

10.5.6      INCIDENT RESPONSE & RECOVERY         217

10.5.7      GOVERNANCE, RISK, AND COMPLIANCE               218

11            GENERATIVE AI CYBERSECURITY MARKET, BY REGION                 220

11.1         INTRODUCTION              221

11.2         NORTH AMERICA             223

11.2.1      NORTH AMERICA: GENERATIVE AI CYBERSECURITY MARKET DRIVERS            223

11.2.2      NORTH AMERICA: MACROECONOMIC OUTLOOK                 223

11.2.3      US           232

11.2.3.1  Market driven by robust technological infrastructure and culture of innovation         232

11.2.4      CANADA               239

11.2.4.1  Recent advancements and presence of leading companies to drive market    239

11.3         EUROPE               247

11.3.1      EUROPE: GENERATIVE AI CYBERSECURITY MARKET DRIVERS               247

11.3.2      EUROPE: MACROECONOMIC OUTLOOK               247

11.3.3      UK          256

11.3.3.1  Commitment to leveraging AI to tackle evolving cyber threats to fuel growth             256

11.3.4      GERMANY           263

11.3.4.1  Active government promotion of AI research to boost market                 263

11.3.5      FRANCE                270

11.3.5.1  Emphasis on R&D to drive market    270

11.3.6      REST OF EUROPE             278

11.4         ASIA PACIFIC     285

11.4.1      ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET DRIVERS            285

11.4.2      ASIA PACIFIC: MACROECONOMIC OUTLOOK     286

11.4.3      CHINA  294

11.4.3.1  AI-driven cybersecurity solutions that offer robust defense against digital threats – key market driver        294

11.4.4      INDIA    301

11.4.4.1  Market trajectory characterized by significant investment in research and development  301

11.4.5      JAPAN   308

11.4.5.1  International regulatory framework and promotion of safe and trustworthy AI usage – key drivers    308

11.4.6      REST OF ASIA PACIFIC   315

11.5         MIDDLE EAST & AFRICA                322

11.5.1      MIDDLE EAST & AFRICA: GENERATIVE AI CYBERSECURITY MARKET DRIVERS        323

11.5.2      MIDDLE EAST & AFRICA: MACROECONOMIC OUTLOOK                 323

11.5.3      SAUDI ARABIA  331

11.5.3.1  Evolving to support growth of generative AI and cybersecurity                 331

11.5.4      UAE        338

11.5.4.1  Focus on establishment of cutting-edge AI and cybersecurity infrastructure        338

11.5.5      REST OF MIDDLE EAST 345

11.5.6      AFRICA 352

11.5.6.1  Development of new AI models and technologies tailored to unique cybersecurity challenges to drive market             352

11.6         LATIN AMERICA                359

11.6.1      LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET DRIVERS            360

11.6.2      LATIN AMERICA: MACROECONOMIC OUTLOOK                 360

11.6.3      BRAZIL 368

11.6.3.1  Companies continue to invest in generative AI solutions and push boundaries of innovation     368

11.6.4      MEXICO                375

11.6.4.1  Government proactively addressing data privacy and security concerns 375

11.6.5      REST OF LATIN AMERICA             382

12            COMPETITIVE LANDSCAPE         390

12.1         OVERVIEW          390

12.2         KEY PLAYER STRATEGIES             390

12.3         REVENUE ANALYSIS       392

12.4         MARKET SHARE ANALYSIS           393

12.4.1      MARKET RANKING ANALYSIS     394

12.5         PRODUCT COMPARATIVE ANALYSIS      397

12.5.1      PRODUCT COMPARATIVE ANALYSIS: GENERATIVE AI-BASED CYBERSECURITY               397

12.5.1.1  Purple AI (SentinelOne)     397

12.5.1.2  Prevent (Darktrace)             397

12.5.1.3  ZDX Copilot (Zscaler)        398

12.5.1.4  FortiAI (Fortinet) 398

12.5.1.5  Precision AI (Palo Alto)      398

12.5.2      PRODUCT COMPARATIVE ANALYSIS: CYBERSECURITY FOR GENERATIVE AI      399

12.5.2.1  QRadar (IBM)      399

12.5.2.2  AI Runtime Security (Palo Alto)        399

12.5.2.3  Nitro Enclaves (AWS)         400

12.5.2.4  Zero Trust Exchange (Zscaler)          400

12.5.2.5  Nemo LLM Guardrails (NVIDIA)    400

12.6         COMPANY VALUATION AND FINANCIAL METRICS                 400

12.7         COMPANY EVALUATION MATRIX: KEY PLAYERS, 2024                 401

12.7.1      KEY PLAYERS OFFERING GENERATIVE AI-BASED CYBERSECURITY              401

12.7.2      STARS   401

12.7.3      EMERGING LEADERS     401

12.7.4      PERVASIVE PLAYERS      402

12.7.5      PARTICIPANTS 402

12.7.6      COMPANY FOOTPRINT: KEY PLAYERS, 2024         403

12.7.6.1  Company Footprint              403

12.7.6.2  Region Footprint  404

12.7.6.3  Offering footprint 405

12.7.6.4  Security type footprint         406

12.7.6.5  End user footprint                 407

12.7.7      KEY PLAYERS OFFERING CYBERSECURITY SOLUTIONS FOR GENERATIVE AI      408

12.7.8      STARS   408

12.7.9      EMERGING LEADERS     408

12.7.10   PERVASIVE PLAYERS      408

12.7.11   PARTICIPANTS 408

12.7.12   COMPANY FOOTPRINT: KEY PLAYERS, 2024         410

12.7.12.1                 Company Footprint              410

12.7.12.2                 Regional footprint                 410

12.7.12.3                 Offering footprint 411

12.7.12.4                 Security type footprint         411

12.7.12.5                 End user footprint                 412

12.8         COMPANY EVALUATION MATRIX: STARTUPS/SMES, 2024        412

12.8.1      STARTUPS/SMES OFFERING GENERATIVE AI-BASED CYBERSECURITY              413

12.8.1.1  Progressive companies        413

12.8.1.2  Responsive companies         413

12.8.1.3  Dynamic companies             413

12.8.1.4  Starting blocks      413

12.8.2      COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2024                 414

12.8.2.1  Detailed List of Key Startups/SMEs 414

12.8.2.2  Competitive Benchmarking of Key Startups/SMEs        415

12.8.3      STARTUPS/SMES OFFERING CYBERSECURITY SOLUTIONS FOR GENERATIVE AI             416

12.8.3.1  Progressive companies        416

12.8.3.2  Responsive companies         416

12.8.3.3  Dynamic companies             416

12.8.3.4  Starting blocks      416

12.8.4      COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2024                 417

12.8.4.1  Detailed List of Key Startups/SMEs 417

12.8.4.2  Competitive Benchmarking of Key Startups/SMEs        418

12.9         COMPETITIVE SCENARIO AND TRENDS                419

12.9.1      PRODUCT LAUNCHES AND ENHANCEMENTS    419

12.9.2      DEALS  421

13            COMPANY PROFILES      426

13.1         INTRODUCTION              426

13.2         GENERATIVE AI-BASED CYBERSECURITY SOLUTION PROVIDERS        426

13.2.1      MICROSOFT       426

13.2.1.1  Business overview 426

13.2.1.2  Products/Solutions/Services offered 428

13.2.1.3  Recent developments           428

13.2.1.3.1                Product launches and enhancements                 428

13.2.1.3.2                Deals      429

13.2.1.4  MnM view              429

13.2.1.4.1                Right to win           429

13.2.1.4.2                Strategic choices   429

13.2.1.4.3                Weaknesses and competitive threats 429

13.2.2      IBM        430

13.2.2.1  Business overview 430

13.2.2.2  Products/Solutions/Services offered 431

13.2.2.3  Recent developments           432

13.2.2.3.1                Product launches and enhancements                 432

13.2.2.3.2                Deals      433

13.2.2.4  MnM view              433

13.2.2.4.1                Right to win           433

13.2.2.4.2                Strategic choices   433

13.2.2.4.3                Weaknesses and competitive threats 433

13.2.3      GOOGLE              434

13.2.3.1  Business overview 434

13.2.3.2  Products/Solutions/Services offered 435

13.2.3.3  Recent developments           436

13.2.3.3.1                Product launches and enhancements                 436

13.2.3.3.2                Deals      436

13.2.3.4  MnM view              437

13.2.3.4.1                Right to win           437

13.2.3.4.2                Strategic choices   437

13.2.3.4.3                Weaknesses and competitive threats 437

13.2.4      SENTINELONE  438

13.2.4.1  Business overview 438

13.2.4.2  Products/Solutions/Services offered 439

13.2.4.3  Recent developments           439

13.2.4.3.1                Product launches and enhancements                 439

13.2.4.3.2                Deals      440

13.2.4.4  MnM view              440

13.2.4.4.1                Right to win           440

13.2.4.4.2                Strategic choices   441

13.2.4.4.3                Weaknesses and competitive threats 441

13.2.5      NVIDIA 442

13.2.5.1  Business overview 442

13.2.5.2  Products/Solutions/Services offered 443

13.2.5.3  Recent developments           444

13.2.5.3.1                Product launches and enhancements                 444

13.2.5.3.2                Deals      444

13.2.6      NEURALTRUST 445

13.2.6.1  Business overview 445

13.2.6.2  Products/Solutions/Services offered 446

13.2.7      TREND MICRO  447

13.2.8      BLACKBERRY     447

13.2.9      OKTA    448

13.2.10   SANGFOR TECHNOLOGIES         448

13.2.11   VERACODE         449

13.2.12   LEXISNEXIS        449

13.2.13   SECURITYSCORECARD  450

13.2.14   BROADCOM       450

13.2.15   COHESITY           451

13.2.16   ELASTIC NV        451

13.2.17   CYBEREASON    452

13.2.18   FLASHPOINT     452

13.2.19   MOSTLY AI         453

13.2.20   RECORDED FUTURE       453

13.2.21   SECUREFRAME 454

13.2.22   SLASHNEXT        454

13.2.23   VIRUSTOTAL     455

13.2.24   XENONSTACK   455

13.2.25   ZEROFOX             456

13.3         PROVIDERS OF CYBERSECURITY SOLUTIONS FOR GENERATIVE AI                457

13.3.1      AWS       457

13.3.1.1  Business overview 457

13.3.1.2  Products/Solutions/Services offered 458

13.3.1.3  Recent developments           459

13.3.1.3.1                Deals      459

13.3.1.4  MnM view              459

13.3.1.4.1                Right to win           459

13.3.1.4.2                Strategic choices   459

13.3.1.4.3                Weaknesses and competitive threats 459

13.3.2      CISCO   460

13.3.2.1  Business overview 460

13.3.2.2  Products/Solutions/Services offered 461

13.3.2.3  Recent developments           462

13.3.2.3.1                Product launches and enhancements                 462

13.3.2.3.2                Deals      462

13.3.3      CROWDSTRIKE 463

13.3.3.1  Business overview 463

13.3.3.2  Products/Solutions/Services offered 464

13.3.3.3  Recent developments           465

13.3.3.3.1                Product launches and enhancements                 465

13.3.3.3.2                Deals      466

13.3.4      FORTINET           467

13.3.4.1  Business overview 467

13.3.4.2  Products/Products/Solutions/Services offered                468

13.3.4.3  Recent developments           469

13.3.4.3.1                Product launches and enhancements                 469

13.3.4.3.2                Deals      469

13.3.5      ZSCALER              470

13.3.5.1  Business overview 470

13.3.5.2  Products/Solutions/Services offered 471

13.3.5.3  Recent developments           472

13.3.5.3.1                Product launches and enhancements                 472

13.3.5.3.2                Deals      472

13.3.6      PALO ALTO NETWORKS                474

13.3.7      DARKTRACE       474

13.3.8      F5            475

13.3.9      SOPHOS               475

13.3.10   TRELLIX               476

13.3.11   TENABLE             477

13.3.12   SNYK     478

13.3.13   ABNORMAL SECURITY  478

13.3.14   ADVERSA AI        479

13.3.15   AQUA SECURITY               479

13.3.16   BIGID    480

13.3.17   CHECKMARX      480

13.3.18   CREDO AI            481

13.3.19   DEEPKEEP          481

13.3.20   LAKERA                482

13.3.21   SKYFLOW            482

13.3.22   TROJAI 483

14            ADJACENT AND RELATED MARKETS      484

14.1         INTRODUCTION              484

14.2         GENERATIVE AI MARKET – GLOBAL FORECAST TO 2032                 484

14.2.1      MARKET DEFINITION   484

14.2.2      MARKET OVERVIEW       485

14.2.2.1  Generative AI market, by offering     485

14.2.2.2  Generative AI market, by data modality           486

14.2.2.3  Generative AI market, by application                487

14.2.2.4  Generative AI market, by end user    488

14.2.2.5  Generative AI market, by region        489

14.3         ARTIFICIAL INTELLIGENCE IN CYBERSECURITY MARKET  – GLOBAL FORECAST TO 2028               490

14.3.1      MARKET DEFINITION   490

14.3.2      MARKET OVERVIEW       490

14.3.2.1  Artificial intelligence in cybersecurity market, by offering                 492

14.3.2.2  Artificial intelligence in cybersecurity market, by security type                 492

14.3.2.3  Artificial intelligence in cybersecurity market, by technology                 493

14.3.2.4  Artificial intelligence in cybersecurity market, by application                 494

14.3.2.5  Artificial intelligence in cybersecurity market, by vertical                 495

14.3.2.6  Artificial intelligence in cybersecurity market, by region                 497

15            APPENDIX           498

15.1         DISCUSSION GUIDE        498

15.2         KNOWLEDGESTORE: MARKETSANDMARKETS’  SUBSCRIPTION PORTAL                505

15.3         CUSTOMIZATION OPTIONS        507

15.4         RELATED REPORTS         507

15.5         AUTHOR DETAILS           508

LIST OF TABLES

TABLE 1                USD DOLLAR EXCHANGE RATE, 2020–2024                 55

TABLE 2                FACTOR ANALYSIS          65

TABLE 3                GLOBAL GENERATIVE AI CYBERSECURITY MARKET SIZE AND GROWTH RATE,  2020–2024 (USD MILLION, Y-O-Y %)               72

TABLE 4                GLOBAL GENERATIVE AI CYBERSECURITY MARKET SIZE AND GROWTH RATE,  2025–2031 (USD MILLION, Y-O-Y %)               72

TABLE 5                GENERATIVE AI CYBERSECURITY MARKET: ECOSYSTEM       88

TABLE 6                NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS                 99

TABLE 7                EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS           100

TABLE 8                ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES,  AND OTHER ORGANIZATIONS                 100

TABLE 9                MIDDLE EAST & AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS                 101

TABLE 10              LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS                 101

TABLE 11              PATENTS FILED, 2019–2025           105

TABLE 12              GENERATIVE AI CYBERSECURITY MARKET: KEY PATENTS, 2024–2025        106

TABLE 13              AVERAGE SELLING PRICE OF KEY PLAYERS, BY OFFERING, 2025                 109

TABLE 14              AVERAGE SELLING PRICE, BY SECURITY TYPE, 2025        110

TABLE 15              GENERATIVE AI CYBERSECURITY MARKET: KEY CONFERENCES & EVENTS,

2024–2025              111

TABLE 16              PORTERS’ FIVE FORCES’ IMPACT ON GENERATIVE AI CYBERSECURITY MARKET          112

TABLE 17              INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE GENERATIVE AI-BASED CYBERSECURITY VERTICALS      114

TABLE 18              KEY BUYING CRITERIA FOR TOP THREE GENERATIVE AI-BASED CYBERSECURITY VERTICALS     115

TABLE 19              GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2020–2024 (USD MILLION)            119

TABLE 20              GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2025–2031 (USD MILLION)            119

TABLE 21              GENERATIVE AI CYBERSECURITY MARKET, SOFTWARE TYPE,

2020–2024 (USD MILLION)            120

TABLE 22              GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2025–2031 (USD MILLION)            120

TABLE 23              GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY REGION,

2020–2024 (USD MILLION)            121

TABLE 24              GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY REGION,

2025–2031 (USD MILLION)            121

TABLE 25              CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY REGION,

2020–2024 (USD MILLION)            122

TABLE 26              CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY REGION,

2025–2031 (USD MILLION)            122

TABLE 27              GENERATIVE AI CYBERSECURITY SOFTWARE MARKET, BY DEPLOYMENT MODE,  2020–2024 (USD MILLION)                 123

TABLE 28              GENERATIVE AI CYBERSECURITY SOFTWARE MARKET, BY DEPLOYMENT MODE,  2025–2031 (USD MILLION)                 123

TABLE 29              CLOUD: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,

2020–2024 (USD MILLION)            124

TABLE 30              CLOUD: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,

2025–2031 (USD MILLION)            124

TABLE 31              ON-PREMISES: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,

2020–2024 (USD MILLION)            125

TABLE 32              ON-PREMISES: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,

2025–2031 (USD MILLION)            125

TABLE 33              GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2020–2024 (USD MILLION)            126

TABLE 34              GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2025–2031 (USD MILLION)            126

TABLE 35              GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,

2020–2024 (USD MILLION)            127

TABLE 36              GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,

2025–2031 (USD MILLION)            127

TABLE 37              TRAINING & CONSULTING: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2020–2024 (USD MILLION)            128

TABLE 38              TRAINING & CONSULTING: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2025–2031 (USD MILLION)            128

TABLE 39              SYSTEM INTEGRATION & IMPLEMENTATION: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2020–2024 (USD MILLION)       129

TABLE 40              SYSTEM INTEGRATION & IMPLEMENTATION: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2025–2031 (USD MILLION)       129

TABLE 41              SUPPORT & MAINTENANCE: GENERATIVE AI CYBERSECURITY MARKET, BY REGION, 2020–2024 (USD MILLION)            130

TABLE 42              SUPPORT & MAINTENANCE: GENERATIVE AI CYBERSECURITY MARKET, BY REGION, 2025–2031 (USD MILLION)            130

TABLE 43              MANAGED SERVICES: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2020–2024 (USD MILLION)            131

TABLE 44              MANAGED SERVICES: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2025–2031 (USD MILLION)            131

TABLE 45              CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,

2020–2024 (USD MILLION)            134

TABLE 46              CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,

2025–2031 (USD MILLION)            134

TABLE 47              GENERATIVE AI TRAINING DATA SECURITY SOFTWARE MARKET, BY REGION,  2020–2024 (USD MILLION)                 135

TABLE 48              GENERATIVE AI TRAINING DATA SECURITY SOFTWARE MARKET, BY REGION,  2025–2031 (USD MILLION)                 135

TABLE 49              GENERATIVE AI MODEL SECURITY SOFTWARE MARKET, BY REGION,

2020–2024 (USD MILLION)            138

TABLE 50              GENERATIVE AI MODEL SECURITY SOFTWARE MARKET, BY REGION,

2025–2031 (USD MILLION)            138

TABLE 51              GENERATIVE AI INFRASTRUCTURE SECURITY SOFTWARE MARKET, BY REGION,  2020–2024 (USD MILLION)                 141

TABLE 52              GENERATIVE AI INFRASTRUCTURE SECURITY SOFTWARE MARKET, BY REGION,  2025–2031 (USD MILLION)                 141

TABLE 53              GENERATIVE AI APPLICATION SECURITY SOFTWARE MARKET, BY REGION,

2020–2024 (USD MILLION)            144

TABLE 54              GENERATIVE AI APPLICATION SECURITY SOFTWARE MARKET, BY REGION,

2025–2031 (USD MILLION)            144

TABLE 55              GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2020–2024 (USD MILLION)            149

TABLE 56              GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2025–2031 (USD MILLION)            149

TABLE 57              END USERS: GENERATIVE AI-BASED CYBERSECURITY MARKET, BY VERTICAL,  2020–2024 (USD MILLION)            150

TABLE 58              END USERS: GENERATIVE-BASED AI CYBERSECURITY MARKET, BY VERTICAL,  2025–2031 (USD MILLION)            150

TABLE 59              GOVERNMENT & DEFENSE: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2020–2024 (USD MILLION)            151

TABLE 60              GOVERNMENT & DEFENSE: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2025–2031 (USD MILLION)            151

TABLE 61             BFSI: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,

2020–2024 (USD MILLION)            152

TABLE 62             BFSI: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,

2025–2031 (USD MILLION)            152

TABLE 63              IT & ITES: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,

2020–2024 (USD MILLION)            153

TABLE 64              IT & ITES: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,

2025–2031 (USD MILLION)            153

TABLE 65              HEALTHCARE & LIFE SCIENCES: GENERATIVE AI CYBERSECURITY MARKET,

BY REGION, 2020–2024 (USD MILLION)   154

TABLE 66              HEALTHCARE & LIFE SCIENCES: GENERATIVE AI CYBERSECURITY MARKET,

BY REGION, 2025–2031 (USD MILLION)   154

TABLE 67              RETAIL & ECOMMERCE: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2020–2024 (USD MILLION)            155

TABLE 68              RETAIL & ECOMMERCE: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2025–2031 (USD MILLION)            155

TABLE 69              MANUFACTURING: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,

2020–2024 (USD MILLION)            156

TABLE 70              MANUFACTURING: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,

2025–2031 (USD MILLION)            156

TABLE 71              ENERGY & UTILITIES: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2020–2024 (USD MILLION)            157

TABLE 72              ENERGY & UTILITIES: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2025–2031 (USD MILLION)            157

TABLE 73              TELECOMMUNICATIONS: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2020–2024 (USD MILLION)            158

TABLE 74              TELECOMMUNICATIONS: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2025–2031 (USD MILLION)            158

TABLE 75              AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: GENERATIVE AI CYBERSECURITY MARKET, BY REGION, 2020–2024 (USD MILLION)          159

TABLE 76              AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: GENERATIVE AI CYBERSECURITY MARKET, BY REGION, 2025–2031 (USD MILLION)          159

TABLE 77              MEDIA & ENTERTAINMENT: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2020–2024 (USD MILLION)            160

TABLE 78              MEDIA & ENTERTAINMENT: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2025–2031 (USD MILLION)            160

TABLE 79              OTHER END USERS: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2020–2024 (USD MILLION)            161

TABLE 80              OTHER END USERS: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2025–2031 (USD MILLION)            161

TABLE 81              END USERS: CYBERSECURITY FOR GENERATIVE AI MARKET, BY TYPE,

2020–2024 (USD MILLION)            162

TABLE 82              END USERS: CYBERSECURITY FOR GENERATIVE AI MARKET, BY TYPE,

2025–2031 (USD MILLION)            162

TABLE 83              CLOUD HYPERSCALERS: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2020–2024 (USD MILLION)            163

TABLE 84              CLOUD HYPERSCALERS: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2025–2031 (USD MILLION)            163

TABLE 85              MANAGED SECURITY SERVICE PROVIDERS: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2020–2024 (USD MILLION)       164

TABLE 86              MANAGED SECURITY SERVICE PROVIDERS: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2025–2031 (USD MILLION)       164

TABLE 87              GENERATIVE AI CYBERSECURITY MARKET, BY GENERATIVE AI PROVIDER,

2020–2024 (USD MILLION)            165

TABLE 88              GENERATIVE AI CYBERSECURITY MARKET, BY GENERATIVE AI PROVIDER,

2025–2031 (USD MILLION)            165

TABLE 89              FOUNDATION MODEL/LLM DEVELOPERS: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2020–2024 (USD MILLION)       166

TABLE 90              FOUNDATION MODEL/LLM DEVELOPERS: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2025–2031 (USD MILLION)       166

TABLE 91              DATA ANNOTATORS: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2020–2024 (USD MILLION)            167

TABLE 92              DATA ANNOTATORS: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2025–2031 (USD MILLION)            167

TABLE 93              CONTENT CREATION PLATFORM PROVIDERS: GENERATIVE AI CYBERSECURITY MARKET, BY REGION, 2020–2024 (USD MILLION)       168

TABLE 94              CONTENT CREATION PLATFORM PROVIDERS: GENERATIVE AI CYBERSECURITY MARKET, BY REGION, 2025–2031 (USD MILLION)       168

TABLE 95              GENERATIVE AI-AS-A-SERVICE PROVIDERS: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2020–2024 (USD MILLION)       169

TABLE 96              GENERATIVE AI-AS-A-SERVICE PROVIDERS: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2025–2031 (USD MILLION)       169

TABLE 97              GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,

2020–2024 (USD MILLION)            172

TABLE 98              GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,

2025–2031 (USD MILLION)            172

TABLE 99              THREAT DETECTION & INTELLIGENCE SOFTWARE: GENERATIVE AI CYBERSECURITY MARKET, BY REGION, 2020–2024 (USD MILLION)          173

TABLE 100            THREAT DETECTION & INTELLIGENCE SOFTWARE: GENERATIVE AI CYBERSECURITY MARKET, BY REGION, 2025–2031 (USD MILLION)          173

TABLE 101            RISK ASSESSMENT SOFTWARE: GENERATIVE AI CYBERSECURITY MARKET,

BY REGION, 2020–2024 (USD MILLION)   176

TABLE 102            RISK ASSESSMENT SOFTWARE: GENERATIVE AI CYBERSECURITY MARKET,

BY REGION, 2025–2031 (USD MILLION)   176

TABLE 103            EXPOSURE MANAGEMENT SOFTWARE: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2020–2024 (USD MILLION)       179

TABLE 104            EXPOSURE MANAGEMENT SOFTWARE: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2025–2031 (USD MILLION)       179

TABLE 105            PHISHING SIMULATION & PREVENTION SOFTWARE: GENERATIVE AI CYBERSECURITY MARKET, BY REGION, 2020–2024 (USD MILLION)          181

TABLE 106            PHISHING SIMULATION & PREVENTION SOFTWARE: GENERATIVE AI CYBERSECURITY MARKET, BY REGION, 2025–2031 (USD MILLION)          182

TABLE 107            REMEDIATION GUIDANCE SOFTWARE: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2020–2024 (USD MILLION)       184

TABLE 108            REMEDIATION GUIDANCE SOFTWARE: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2025–2031 (USD MILLION)       185

TABLE 109            THREAT HUNTING PLATFORMS: GENERATIVE AI CYBERSECURITY MARKET,

BY REGION, 2020–2024 (USD MILLION)   187

TABLE 110            THREAT HUNTING PLATFORMS: GENERATIVE AI CYBERSECURITY MARKET,

BY REGION, 2025–2031 (USD MILLION)   187

TABLE 111            CODE ANALYSIS SOFTWARE: GENERATIVE AI CYBERSECURITY MARKET,

BY REGION, 2020–2024 (USD MILLION)   190

TABLE 112            CODE ANALYSIS SOFTWARE: GENERATIVE AI CYBERSECURITY MARKET,

BY REGION, 2025–2031 (USD MILLION)   190

TABLE 113            GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2020–2024 (USD MILLION)            195

TABLE 114            GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2025–2031 (USD MILLION)            195

TABLE 115            GENERATIVE AI CYBERSECURITY MARKET, BY DATABASE SECURITY,

2020–2024 (USD MILLION)            196

TABLE 116            GENERATIVE AI CYBERSECURITY MARKET, BY DATABASE SECURITY,

2025–2031 (USD MILLION)            196

TABLE 117            DATA LOSS PREVENTION: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2020–2024 (USD MILLION)            197

TABLE 118            DATA LOSS PREVENTION: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2025–2031 (USD MILLION)            197

TABLE 119            DATA USAGE MONITORING: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2020–2024 (USD MILLION)            198

TABLE 120            DATA USAGE MONITORING: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2025–2031 (USD MILLION)            198

TABLE 121            DATA COMPLIANCE & GOVERNANCE: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2020–2024 (USD MILLION)       199

TABLE 122            DATA COMPLIANCE & GOVERNANCE: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2025–2031 (USD MILLION)       199

TABLE 123            DATA ENCRYPTION: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,

2020–2024 (USD MILLION)            200

TABLE 124            DATA ENCRYPTION: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,

2025–2031 (USD MILLION)            200

TABLE 125            DATA MASKING & TOKENIZATION: GENERATIVE AI CYBERSECURITY MARKET,

BY REGION, 2020–2024 (USD MILLION)   201

TABLE 126            DATA MASKING & TOKENIZATION: GENERATIVE AI CYBERSECURITY MARKET,

BY REGION, 2025–2031 (USD MILLION)   201

TABLE 127            ACCESS CONTROL: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,

2020–2024 (USD MILLION)            201

TABLE 128            ACCESS CONTROL: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,

2025–2031 (USD MILLION)            202

TABLE 129            GENERATIVE AI CYBERSECURITY MARKET, BY NETWORK SECURITY,

2020–2024 (USD MILLION)            203

TABLE 130            GENERATIVE AI CYBERSECURITY MARKET, BY NETWORK SECURITY,

2025–2031 (USD MILLION)            203

TABLE 131            NETWORK TRAFFIC ANALYSIS: GENERATIVE AI CYBERSECURITY MARKET,

BY REGION, 2020–2024 (USD MILLION)   204

TABLE 132            NETWORK TRAFFIC ANALYSIS: GENERATIVE AI CYBERSECURITY MARKET,

BY REGION, 2025–2031 (USD MILLION)   204

TABLE 133            SECURE ACCESS SERVICE EDGE: GENERATIVE AI CYBERSECURITY MARKET,

BY REGION, 2020–2024 (USD MILLION)   205

TABLE 134            SECURE ACCESS SERVICE EDGE: GENERATIVE AI CYBERSECURITY MARKET,

BY REGION, 2025–2031 (USD MILLION)   205

TABLE 135            ZERO TRUST NETWORK ACCESS: GENERATIVE AI CYBERSECURITY MARKET,

BY REGION, 2020–2024 (USD MILLION)   206

TABLE 136            ZERO TRUST NETWORK ACCESS: GENERATIVE AI CYBERSECURITY MARKET,

BY REGION, 2025–2031 (USD MILLION)   206

TABLE 137            FIREWALLS: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,

2020–2024 (USD MILLION)            207

TABLE 138            FIREWALLS: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,

2025–2031 (USD MILLION)            207

TABLE 139            INTRUSION DETECTION/PREVENTION SYSTEMS: GENERATIVE AI CYBERSECURITY MARKET, BY REGION, 2020–2024 (USD MILLION)          208

TABLE 140            INTRUSION DETECTION/PREVENTION SYSTEMS: GENERATIVE AI CYBERSECURITY MARKET, BY REGION, 2025–2031 (USD MILLION)          208

TABLE 141            VPNS & SECURE TUNNELING: GENERATIVE AI CYBERSECURITY MARKET,

BY REGION, 2020–2024 (USD MILLION)   209

TABLE 142            VPNS & SECURE TUNNELING: GENERATIVE AI CYBERSECURITY MARKET,

BY REGION, 2025–2031 (USD MILLION)   209

TABLE 143            GENERATIVE AI CYBERSECURITY MARKET, BY ENDPOINT SECURITY,

2020–2024 (USD MILLION)            210

TABLE 144            GENERATIVE AI CYBERSECURITY MARKET, BY ENDPOINT SECURITY,

2025–2031 (USD MILLION)            210

TABLE 145            ENDPOINT DETECTION & RESPONSE: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2020–2024 (USD MILLION)       211

TABLE 146            ENDPOINT DETECTION & RESPONSE: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2025–2031 (USD MILLION)       211

TABLE 147            ENDPOINT PROTECTION PLATFORMS: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2020–2024 (USD MILLION)       212

TABLE 148            ENDPOINT PROTECTION PLATFORMS: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2025–2031 (USD MILLION)       212

TABLE 149            GENERATIVE AI CYBERSECURITY MARKET, BY APPLICATION SECURITY,

2020–2024 (USD MILLION)            213

TABLE 150            GENERATIVE AI CYBERSECURITY MARKET, BY APPLICATION SECURITY,

2025–2031 (USD MILLION)            213

TABLE 151            STATIC APPLICATION SECURITY TESTING: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2020–2024 (USD MILLION)       214

TABLE 152            STATIC APPLICATION SECURITY TESTING: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2025–2031 (USD MILLION)       214

TABLE 153            DYNAMIC APPLICATION SECURITY TESTING: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2020–2024 (USD MILLION)       215

TABLE 154            DYNAMIC APPLICATION SECURITY TESTING: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2025–2031 (USD MILLION)       215

TABLE 155            LLM SECURITY: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,

2020–2024 (USD MILLION)            216

TABLE 156            LLM SECURITY: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,

2025–2031 (USD MILLION)            216

TABLE 157            RUNTIME PROTECTION: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2020–2024 (USD MILLION)            217

TABLE 158            RUNTIME PROTECTION: GENERATIVE AI CYBERSECURITY MARKET, BY REGION,  2025–2031 (USD MILLION)            217

TABLE 159            INCIDENT RESPONSE & RECOVERY: GENERATIVE AI CYBERSECURITY MARKET,

BY REGION, 2020–2024 (USD MILLION)   218

TABLE 160            INCIDENT RESPONSE & RECOVERY: GENERATIVE AI CYBERSECURITY MARKET,

BY REGION, 2025–2031 (USD MILLION)   218

TABLE 161            GOVERNANCE, RISK, AND COMPLIANCE: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2020–2024 (USD MILLION)       219

TABLE 162            GOVERNANCE, RISK, AND COMPLIANCE: GENERATIVE AI CYBERSECURITY MARKET,  BY REGION, 2025–2031 (USD MILLION)       219

TABLE 163            GENERATIVE AI CYBERSECURITY MARKET, BY REGION, 2020–2024 (USD MILLION)          222

TABLE 164            GENERATIVE AI CYBERSECURITY MARKET, BY REGION, 2025–2031 (USD MILLION)          222

TABLE 165            NORTH AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,  2020–2024 (USD MILLION)            224

TABLE 166            NORTH AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,  2025–2031 (USD MILLION)            224

TABLE 167            NORTH AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,  2020–2024 (USD MILLION) 225

TABLE 168            NORTH AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,  2025–2031 (USD MILLION) 225

TABLE 169            NORTH AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2020–2024 (USD MILLION)            225

TABLE 170            NORTH AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2025–2031 (USD MILLION)            225

TABLE 171            NORTH AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2020–2024 (USD MILLION)            226

TABLE 172            NORTH AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2025–2031 (USD MILLION)            226

TABLE 173            NORTH AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE, 2020–2024 (USD MILLION)       226

TABLE 174            NORTH AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE, 2025–2031 (USD MILLION)       226

TABLE 175            NORTH AMERICA: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET,

BY TYPE, 2020–2024 (USD MILLION)         227

TABLE 176            NORTH AMERICA: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET,

BY TYPE, 2025–2031 (USD MILLION)         227

TABLE 177            NORTH AMERICA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,

BY TYPE, 2020–2024 (USD MILLION)         228

TABLE 178            NORTH AMERICA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,

BY TYPE, 2025–2031 (USD MILLION)         228

TABLE 179            NORTH AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,  2020–2024 (USD MILLION)            228

TABLE 180            NORTH AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,  2025–2031 (USD MILLION)            229

TABLE 181            NORTH AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,  2020–2024 (USD MILLION)            229

TABLE 182            NORTH AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,  2025–2031 (USD MILLION)            229

TABLE 183            NORTH AMERICA: GENERATIVE AI-BASED CYBERSECURITY END USERS,

BY VERTICAL, 2020–2024 (USD MILLION)               230

TABLE 184            NORTH AMERICA: GENERATIVE AI-BASED CYBERSECURITY END USERS,

BY VERTICAL, 2025–2031 (USD MILLION)               230

TABLE 185            NORTH AMERICA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,

BY END USER, 2020–2024 (USD MILLION)               231

TABLE 186            NORTH AMERICA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,

BY END USER, 2025–2031 (USD MILLION)               231

TABLE 187            NORTH AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY COUNTRY,

2020–2024 (USD MILLION)            231

TABLE 188            NORTH AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY COUNTRY,

2025–2031 (USD MILLION)            231

TABLE 189            US: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2020–2024 (USD MILLION)            232

TABLE 190            US: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2025–2031 (USD MILLION)            232

TABLE 191            US: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2020–2024 (USD MILLION)          233

TABLE 192            US: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2025–2031 (USD MILLION)            233

TABLE 193            US: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE,  2020–2024 (USD MILLION)            233

TABLE 194            US: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE,  2025–2031 (USD MILLION)            233

TABLE 195            US: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2020–2024 (USD MILLION)            234

TABLE 196            US: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2025–2031 (USD MILLION)            234

TABLE 197            US: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2020–2024 (USD MILLION)                 234

TABLE 198            US: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2025–2031 (USD MILLION)                 234

TABLE 199            US: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,

2020–2024 (USD MILLION)            235

TABLE 200            US: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,

2025–2031 (USD MILLION)            235

TABLE 201            US: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,

2020–2024 (USD MILLION)            236

TABLE 202            US: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,

2025–2031 (USD MILLION)            236

TABLE 203            US: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2020–2024 (USD MILLION)            236

TABLE 204            US: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2025–2031 (USD MILLION)            237

TABLE 205            US: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2020–2024 (USD MILLION)            237

TABLE 206            US: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2025–2031 (USD MILLION)            237

TABLE 207            US: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,

2020–2024 (USD MILLION)            238

TABLE 208            US: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,

2025–2031 (USD MILLION)            238

TABLE 209            US: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER,  2020–2024 (USD MILLION)                 239

TABLE 210            US: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER,  2025–2031 (USD MILLION)                 239

TABLE 211            CANADA: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2020–2024 (USD MILLION)            240

TABLE 212            CANADA: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2025–2031 (USD MILLION)            240

TABLE 213            CANADA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2020–2024 (USD MILLION)            240

TABLE 214            CANADA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2025–2031 (USD MILLION)            240

TABLE 215            CANADA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2020–2024 (USD MILLION)            241

TABLE 216            CANADA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2025–2031 (USD MILLION)            241

TABLE 217            CANADA: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2020–2024 (USD MILLION)            241

TABLE 218            CANADA: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2025–2031 (USD MILLION)            241

TABLE 219            CANADA: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2020–2024 (USD MILLION)            242

TABLE 220            CANADA: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2025–2031 (USD MILLION)            242

TABLE 221            CANADA: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,  2020–2024 (USD MILLION) 242

TABLE 222            CANADA: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,  2025–2031 (USD MILLION) 243

TABLE 223            CANADA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,  2020–2024 (USD MILLION)                 243

TABLE 224            CANADA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,  2025–2031 (USD MILLION)                 243

TABLE 225            CANADA: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2020–2024 (USD MILLION)            244

TABLE 226            CANADA: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2025–2031 (USD MILLION)            244

TABLE 227            CANADA: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2020–2024 (USD MILLION)            244

TABLE 228            CANADA: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2025–2031 (USD MILLION)            245

TABLE 229            CANADA: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,  2020–2024 (USD MILLION)            245

TABLE 230            CANADA: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,  2025–2031 (USD MILLION)            246

TABLE 231            CANADA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER, 2020–2024 (USD MILLION)                 246

TABLE 232            CANADA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER, 2025–2031 (USD MILLION)                 246

TABLE 233            EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2020–2024 (USD MILLION)            248

TABLE 234            EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2025–2031 (USD MILLION)            248

TABLE 235            EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2020–2024 (USD MILLION)            248

TABLE 236            EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2025–2031 (USD MILLION)            249

TABLE 237            EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2020–2024 (USD MILLION)            249

TABLE 238            EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2025–2031 (USD MILLION)            249

TABLE 239            EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2020–2024 (USD MILLION)            249

TABLE 240            EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2025–2031 (USD MILLION)            250

TABLE 241            EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2020–2024 (USD MILLION)            250

TABLE 242            EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2025–2031 (USD MILLION)            250

TABLE 243            EUROPE: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,  2020–2024 (USD MILLION) 251

TABLE 244            EUROPE: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE  2025–2031 (USD MILLION) 251

TABLE 245            EUROPE: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,  2020–2024 (USD MILLION)                 252

TABLE 246            EUROPE: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,  2025–2031 (USD MILLION)                 252

TABLE 247            EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2020–2024 (USD MILLION)            252

TABLE 248            EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2025–2031 (USD MILLION)            253

TABLE 249            EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2020–2024 (USD MILLION)            253

TABLE 250            EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2025–2031 (USD MILLION)            253

TABLE 251            EUROPE: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,  2020–2024 (USD MILLION)            254

TABLE 252            EUROPE: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,  2025–2031 (USD MILLION)            254

TABLE 253            EUROPE: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER, 2020–2024 (USD MILLION)                 255

TABLE 254            EUROPE: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER, 2025–2031 (USD MILLION)                 255

TABLE 255            EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY COUNTRY,

2020–2024 (USD MILLION)            255

TABLE 256            EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY COUNTRY,

2025–2031 (USD MILLION)            256

TABLE 257            UK: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2020–2024 (USD MILLION)            257

TABLE 258            UK: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2025–2031 (USD MILLION)            257

TABLE 259            UK: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2020–2024 (USD MILLION)            257

TABLE 260            UK: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2025–2031 (USD MILLION)            257

TABLE 261            UK: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE,  2020–2024 (USD MILLION)            258

TABLE 262            UK: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE,  2025–2031 (USD MILLION)            258

TABLE 263            UK: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2020–2024 (USD MILLION)            258

TABLE 264            UK: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2025–2031 (USD MILLION)            258

TABLE 265            UK: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2020–2024 (USD MILLION)                 259

TABLE 266            UK: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2025–2031 (USD MILLION)                 259

TABLE 267            UK: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,

2020–2024 (USD MILLION)            259

TABLE 268            UK: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,

2025–2031 (USD MILLION)            260

TABLE 269            UK: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,

2020–2024 (USD MILLION)            260

TABLE 270            UK: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,

2025–2031 (USD MILLION)            260

TABLE 271            UK: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2020–2024 (USD MILLION)          261

TABLE 272            UK: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2025–2031 (USD MILLION)            261

TABLE 273            UK: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2020–2024 (USD MILLION)            261

TABLE 274            UK: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2025–2031 (USD MILLION)            261

TABLE 275            UK: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,

2020–2024 (USD MILLION)            262

TABLE 276            UK: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,

2025–2031 (USD MILLION)            262

TABLE 277            UK: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER,  2020–2024 (USD MILLION)                 263

TABLE 278            UK: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER,  2025–2031 (USD MILLION)                 263

TABLE 279            GERMANY: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2020–2024 (USD MILLION)            263

TABLE 280            GERMANY: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2025–2031 (USD MILLION)            264

TABLE 281            GERMANY: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2020–2024 (USD MILLION)            264

TABLE 282            GERMANY: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2025–2031 (USD MILLION)            264

TABLE 283            GERMANY: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2020–2024 (USD MILLION)            264

TABLE 284            GERMANY: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2025–2031 (USD MILLION)            265

TABLE 285            GERMANY: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2020–2024 (USD MILLION)            265

TABLE 286            GERMANY: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2025–2031 (USD MILLION)            265

TABLE 287            GERMANY: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE, 2020–2024 (USD MILLION)                 265

TABLE 288            GERMANY: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE, 2025–2031 (USD MILLION)                 266

TABLE 289            GERMANY: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,  2020–2024 (USD MILLION) 266

TABLE 290            GERMANY: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,  2025–2031 (USD MILLION) 266

TABLE 291            GERMANY: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,  2020–2024 (USD MILLION)            267

TABLE 292            GERMANY: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,  2025–2031 (USD MILLION)            267

TABLE 293            GERMANY: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2020–2024 (USD MILLION)            267

TABLE 294            GERMANY: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2025–2031 (USD MILLION)            268

TABLE 295            GERMANY: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2020–2024 (USD MILLION)            268

TABLE 296            GERMANY: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2025–2031 (USD MILLION)            268

TABLE 297            GERMANY: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,  2020–2024 (USD MILLION)            269

TABLE 298            GERMANY: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,  2025–2031 (USD MILLION)            269

TABLE 299            GERMANY: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER, 2020–2024 (USD MILLION)            270

TABLE 300            GERMANY: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER, 2025–2031 (USD MILLION)            270

TABLE 301            FRANCE: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2020–2024 (USD MILLION)            271

TABLE 302            FRANCE: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2025–2031 (USD MILLION)            271

TABLE 303            FRANCE: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2020–2024 (USD MILLION)            271

TABLE 304            FRANCE: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2025–2031 (USD MILLION)            271

TABLE 305            FRANCE: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2020–2024 (USD MILLION)            272

TABLE 306            FRANCE: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2025–2031 (USD MILLION)            272

TABLE 307            FRANCE: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2020–2024 (USD MILLION)            272

TABLE 308            FRANCE: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2025–2031 (USD MILLION)            272

TABLE 309            FRANCE: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2020–2024 (USD MILLION)            273

TABLE 310            FRANCE: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2025–2031 (USD MILLION)            273

TABLE 311            FRANCE: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,  2020–2024 (USD MILLION) 273

TABLE 312            FRANCE: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,  2025–2031 (USD MILLION) 274

TABLE 313            FRANCE: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,  2020–2024 (USD MILLION)                 274

TABLE 314            FRANCE: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,  2025–2031 (USD MILLION)                 274

TABLE 315            FRANCE: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2020–2024 (USD MILLION)            275

TABLE 316            FRANCE: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2025–2031 (USD MILLION)            275

TABLE 317            FRANCE: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2020–2024 (USD MILLION)            275

TABLE 318            FRANCE: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2025–2031 (USD MILLION)            276

TABLE 319            FRANCE: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,  2020–2024 (USD MILLION)            276

TABLE 320            FRANCE: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,  2025–2031 (USD MILLION)            277

TABLE 321            FRANCE: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER,  2020–2024 (USD MILLION)                 277

TABLE 322            FRANCE: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER,  2025–2031 (USD MILLION)                 277

TABLE 323            REST OF EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,  2020–2024 (USD MILLION)            278

TABLE 324            REST OF EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,  2025–2031 (USD MILLION)            278

TABLE 325            REST OF EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,  2020–2024 (USD MILLION) 279

TABLE 326            REST OF EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,  2025–2031 (USD MILLION) 279

TABLE 327            REST OF EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2020–2024 (USD MILLION)            279

TABLE 328            REST OF EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2025–2031 (USD MILLION)            279

TABLE 329            REST OF EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2020–2024 (USD MILLION)            280

TABLE 330            REST OF EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2025–2031 (USD MILLION)            280

TABLE 331            REST OF EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE, 2020–2024 (USD MILLION)       280

TABLE 332            REST OF EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE, 2025–2031 (USD MILLION)       280

TABLE 333            REST OF EUROPE: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE, 2020–2024 (USD MILLION)            281

TABLE 334            REST OF EUROPE: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE, 2025–2031 (USD MILLION)            281

TABLE 335            REST OF EUROPE: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,

BY TYPE, 2020–2024 (USD MILLION)         281

TABLE 336            REST OF EUROPE: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,

BY TYPE, 2025–2031 (USD MILLION)         282

TABLE 337            REST OF EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,  2020–2024 (USD MILLION)            282

TABLE 338            REST OF EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,  2025–2031 (USD MILLION)            282

TABLE 339            REST OF EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,  2020–2024 (USD MILLION)            283

TABLE 340            REST OF EUROPE: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,  2025–2031 (USD MILLION)            283

TABLE 341            REST OF EUROPE: GENERATIVE AI-BASED CYBERSECURITY END USERS,

BY VERTICAL, 2020–2024 (USD MILLION)               283

TABLE 342            REST OF EUROPE: GENERATIVE AI-BASED CYBERSECURITY END USERS,

BY VERTICAL, 2025–2031 (USD MILLION)               284

TABLE 343            REST OF EUROPE: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,

BY END USER, 2020–2024 (USD MILLION)               284

TABLE 344            REST OF EUROPE: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,

BY END USER, 2025–2031 (USD MILLION)               284

TABLE 345            ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2020–2024 (USD MILLION)            287

TABLE 346            ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2025–2031 (USD MILLION)            287

TABLE 347            ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,  2020–2024 (USD MILLION)                 287

TABLE 348            ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,  2025–2031 (USD MILLION)                 287

TABLE 349            ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2020–2024 (USD MILLION)            288

TABLE 350            ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2025–2031 (USD MILLION)            288

TABLE 351            ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2020–2024 (USD MILLION)            288

TABLE 352            ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2025–2031 (USD MILLION)            288

TABLE 353            ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE, 2020–2024 (USD MILLION)                 289

TABLE 354            ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE, 2025–2031 (USD MILLION)                 289

TABLE 355            ASIA PACIFIC: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET,

BY TYPE, 2020–2024 (USD MILLION)         289

TABLE 356            ASIA PACIFIC: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET,

BY TYPE, 2025–2031 (USD MILLION)         290

TABLE 357            ASIA PACIFIC: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,  2020–2024 (USD MILLION)            290

TABLE 358            ASIA PACIFIC: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,  2025–2031 (USD MILLION)            290

TABLE 359            ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,  2020–2024 (USD MILLION)                 291

TABLE 360            ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,  2025–2031 (USD MILLION)                 291

TABLE 361            ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2020–2024 (USD MILLION)            291

TABLE 362            ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2025–2031 (USD MILLION)            292

TABLE 363            ASIA PACIFIC: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,  2020–2024 (USD MILLION)            292

TABLE 364            ASIA PACIFIC: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,  2025–2031 (USD MILLION)            293

TABLE 365            ASIA PACIFIC: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER, 2020–2024 (USD MILLION)            293

TABLE 366            ASIA PACIFIC: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER, 2025–2031 (USD MILLION)            293

TABLE 367            ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY COUNTRY,

2020–2024 (USD MILLION)            294

TABLE 368            ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY COUNTRY,

2025–2031 (USD MILLION)            294

TABLE 369            CHINA: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2020–2024 (USD MILLION)            295

TABLE 370            CHINA: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2025–2031 (USD MILLION)            295

TABLE 371            CHINA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2020–2024 (USD MILLION)            295

TABLE 372            CHINA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2025–2031 (USD MILLION)            295

TABLE 373            CHINA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2020–2024 (USD MILLION)            296

TABLE 374            CHINA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2025–2031 (USD MILLION)            296

TABLE 375            CHINA: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2020–2024 (USD MILLION)            296

TABLE 376            CHINA: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2025–2031 (USD MILLION)            296

TABLE 377            CHINA: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2020–2024 (USD MILLION)            297

TABLE 378            CHINA: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2025–2031 (USD MILLION)            297

TABLE 379            CHINA: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,  2020–2024 (USD MILLION) 297

TABLE 380            CHINA: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,  2025–2031 (USD MILLION) 298

TABLE 381            CHINA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,  2020–2024 (USD MILLION)                 298

TABLE 382            CHINA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,  2025–2031 (USD MILLION)                 298

TABLE 383            CHINA: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2020–2024 (USD MILLION)            299

TABLE 384            CHINA: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2025–2031 (USD MILLION)            299

TABLE 385            CHINA: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2020–2024 (USD MILLION)            299

TABLE 386            CHINA: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2025–2031 (USD MILLION)            299

TABLE 387            CHINA: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,

2020–2024 (USD MILLION)            300

TABLE 388            CHINA: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,

2025–2031 (USD MILLION)            300

TABLE 389            CHINA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER,  2020–2024 (USD MILLION)                 301

TABLE 390            CHINA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER,  2025–2031 (USD MILLION)                 301

TABLE 391            INDIA: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2020–2024 (USD MILLION)            302

TABLE 392            INDIA: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2025–2031 (USD MILLION)            302

TABLE 393            INDIA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2020–2024 (USD MILLION)            302

TABLE 394            INDIA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2025–2031 (USD MILLION)            302

TABLE 395            INDIA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2020–2024 (USD MILLION)            303

TABLE 396            INDIA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2025–2031 (USD MILLION)            303

TABLE 397            INDIA: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2020–2024 (USD MILLION)            303

TABLE 398            INDIA: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2025–2031 (USD MILLION)            303

TABLE 399            INDIA: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2020–2024 (USD MILLION)            304

TABLE 400            INDIA: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2025–2031 (USD MILLION)            304

TABLE 401            INDIA: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,  2020–2024 (USD MILLION)                 304

TABLE 402            INDIA: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,  2025–2031 (USD MILLION)                 305

TABLE 403            INDIA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,

2020–2024 (USD MILLION)            305

TABLE 404            INDIA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,

2025–2031 (USD MILLION)            305

TABLE 405            INDIA: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2020–2024 (USD MILLION)            306

TABLE 406            INDIA: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2025–2031 (USD MILLION)            306

TABLE 407            INDIA: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2020–2024 (USD MILLION)            306

TABLE 408            INDIA: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2025–2031 (USD MILLION)            306

TABLE 409            INDIA: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,

2020–2024 (USD MILLION)            307

TABLE 410            INDIA: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,

2025–2031 (USD MILLION)          307

TABLE 411            INDIA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER,  2020–2024 (USD MILLION)                 308

TABLE 412            INDIA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER,  2025–2031 (USD MILLION)                 308

TABLE 413            JAPAN: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2020–2024 (USD MILLION)            309

TABLE 414            JAPAN: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2025–2031 (USD MILLION)            309

TABLE 415            JAPAN: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2020–2024 (USD MILLION)            309

TABLE 416            JAPAN: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2025–2031 (USD MILLION)            309

TABLE 417            JAPAN: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2020–2024 (USD MILLION)            310

TABLE 418            JAPAN: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2025–2031 (USD MILLION)            310

TABLE 419            JAPAN: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2020–2024 (USD MILLION)            310

TABLE 420            JAPAN: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2025–2031 (USD MILLION)            310

TABLE 421            JAPAN: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2020–2024 (USD MILLION)            311

TABLE 422            JAPAN: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2025–2031 (USD MILLION)            311

TABLE 423            JAPAN: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,  2020–2024 (USD MILLION) 311

TABLE 424            JAPAN: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,  2025–2031 (USD MILLION) 312

TABLE 425            JAPAN: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,  2020–2024 (USD MILLION)                 312

TABLE 426            JAPAN: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,  2025–2031 (USD MILLION)                 312

TABLE 427            JAPAN: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2020–2024 (USD MILLION)            313

TABLE 428            JAPAN: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2025–2031 (USD MILLION)            313

TABLE 429            JAPAN: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2020–2024 (USD MILLION)            313

TABLE 430            JAPAN: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2025–2031 (USD MILLION)            313

TABLE 431            JAPAN: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,

2020–2024 (USD MILLION)            314

TABLE 432            JAPAN: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,

2025–2031 (USD MILLION)            314

TABLE 433            JAPAN: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER,  2020–2024 (USD MILLION)                 315

TABLE 434            JAPAN: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER, 2025–2031 (USD MILLION)                 315

TABLE 435            REST OF ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,  2020–2024 (USD MILLION)            316

TABLE 436            REST OF ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,  2025–2031 (USD MILLION)            316

TABLE 437            REST OF ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE, 2020–2024 (USD MILLION)            316

TABLE 438            REST OF ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE, 2025–2031 (USD MILLION)            316

TABLE 439            REST OF ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2020–2024 (USD MILLION)            317

TABLE 440            REST OF ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2025–2031 (USD MILLION)            317

TABLE 441            REST OF ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE, 2020–2024 (USD MILLION)            317

TABLE 442            REST OF ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE, 2025–2031 (USD MILLION)            317

TABLE 443            REST OF ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET,

BY PROFESSIONAL SERVICE, 2020–2024 (USD MILLION) 318

TABLE 444            REST OF ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET,

BY PROFESSIONAL SERVICE, 2025–2031 (USD MILLION) 318

TABLE 445            REST OF ASIA PACIFIC: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET,  BY TYPE, 2020–2024 (USD MILLION) 318

TABLE 446            REST OF ASIA PACIFIC: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET,  BY TYPE, 2025–2031 (USD MILLION) 319

TABLE 447            REST OF ASIA PACIFIC: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,  BY TYPE, 2020–2024 (USD MILLION) 319

TABLE 448            REST OF ASIA PACIFIC: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,  BY TYPE, 2025–2031 (USD MILLION) 319

TABLE 449            REST OF ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE, 2020–2024 (USD MILLION)            320

TABLE 450            REST OF ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE, 2025–2031 (USD MILLION)            320

TABLE 451            REST OF ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,  2020–2024 (USD MILLION)            320

TABLE 452            REST OF ASIA PACIFIC: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,  2025–2031 (USD MILLION)            320

TABLE 453            REST OF ASIA PACIFIC: GENERATIVE AI-BASED CYBERSECURITY END USERS,

BY VERTICAL, 2020–2024 (USD MILLION)               321

TABLE 454            REST OF ASIA PACIFIC: GENERATIVE AI-BASED CYBERSECURITY END USERS,

BY VERTICAL, 2025–2031 (USD MILLION)               321

TABLE 455            REST OF ASIA PACIFIC: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER, 2020–2024 (USD MILLION)       322

TABLE 456            REST OF ASIA PACIFIC: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER, 2025–2031 (USD MILLION)       322

TABLE 457            MIDDLE EAST & AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,  2020–2024 (USD MILLION)            324

TABLE 458            MIDDLE EAST & AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,  2025–2031 (USD MILLION)            324

TABLE 459            MIDDLE EAST & AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE, 2020–2024 (USD MILLION)            324

TABLE 460            MIDDLE EAST & AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE, 2025–2031 (USD MILLION)            324

TABLE 461            MIDDLE EAST & AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2020–2024 (USD MILLION)            325

TABLE 462            MIDDLE EAST & AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2025–2031 (USD MILLION)            325

TABLE 463            MIDDLE EAST & AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,  2020–2024 (USD MILLION)            325

TABLE 464            MIDDLE EAST & AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,  2025–2031 (USD MILLION)            325

TABLE 465            MIDDLE EAST & AFRICA: GENERATIVE AI CYBERSECURITY MARKET,

BY PROFESSIONAL SERVICE, 2020–2024 (USD MILLION) 326

TABLE 466            MIDDLE EAST & AFRICA: GENERATIVE AI CYBERSECURITY MARKET,

BY PROFESSIONAL SERVICE, 2025–2031 (USD MILLION) 326

TABLE 467            MIDDLE EAST & AFRICA: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET,  BY TYPE, 2020–2024 (USD MILLION)       326

TABLE 468            MIDDLE EAST & AFRICA: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET,  BY TYPE, 2025–2031 (USD MILLION)       327

TABLE 469            MIDDLE EAST & AFRICA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,  BY TYPE, 2020–2024 (USD MILLION) 327

TABLE 470            MIDDLE EAST & AFRICA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE, 2025–2031 (USD MILLION) 327

TABLE 471            MIDDLE EAST & AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE, 2020–2024 (USD MILLION)            328

TABLE 472            MIDDLE EAST & AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE, 2025–2031 (USD MILLION)            328

TABLE 473            MIDDLE EAST & AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,  2020–2024 (USD MILLION)            328

TABLE 474            MIDDLE EAST & AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,  2025–2031 (USD MILLION)            328

TABLE 475            MIDDLE EAST & AFRICA: GENERATIVE AI-BASED CYBERSECURITY END USERS,

BY VERTICAL, 2020–2024 (USD MILLION)               329

TABLE 476            MIDDLE EAST & AFRICA: GENERATIVE AI-BASED CYBERSECURITY END USERS,

BY VERTICAL, 2025–2031 (USD MILLION)               329

TABLE 477            MIDDLE EAST & AFRICA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,  BY END USER, 2020–2024 (USD MILLION)       330

TABLE 478            MIDDLE EAST & AFRICA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,  BY END USER, 2025–2031 (USD MILLION)       330

TABLE 479            MIDDLE EAST & AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY COUNTRY,  2020–2024 (USD MILLION)            330

TABLE 480            MIDDLE EAST & AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY COUNTRY,  2025–2031 (USD MILLION)            331

TABLE 481            SAUDI ARABIA: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2020–2024 (USD MILLION)            331

TABLE 482            SAUDI ARABIA: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2025–2031 (USD MILLION)            332

TABLE 483            SAUDI ARABIA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,  2020–2024 (USD MILLION) 332

TABLE 484            SAUDI ARABIA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,  2025–2031 (USD MILLION) 332

TABLE 485            SAUDI ARABIA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2020–2024 (USD MILLION)            332

TABLE 486            SAUDI ARABIA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2025–2031 (USD MILLION)            333

TABLE 487            SAUDI ARABIA: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2020–2024 (USD MILLION)            333

TABLE 488            SAUDI ARABIA: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2025–2031 (USD MILLION)            333

TABLE 489            SAUDI ARABIA: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE, 2020–2024 (USD MILLION)       333

TABLE 490            SAUDI ARABIA: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE, 2025–2031 (USD MILLION)       334

TABLE 491            SAUDI ARABIA: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET,

BY TYPE, 2020–2024 (USD MILLION)         334

TABLE 492            SAUDI ARABIA: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET,

BY TYPE, 2025–2031 (USD MILLION)         334

TABLE 493            SAUDI ARABIA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,

BY TYPE, 2020–2024 (USD MILLION)         335

TABLE 494            SAUDI ARABIA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,

BY TYPE, 2025–2031 (USD MILLION)         335

TABLE 495            SAUDI ARABIA: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,  2020–2024 (USD MILLION)            335

TABLE 496            SAUDI ARABIA: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,  2025–2031 (USD MILLION)            336

TABLE 497            SAUDI ARABIA: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2020–2024 (USD MILLION)            336

TABLE 498            SAUDI ARABIA: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2025–2031 (USD MILLION)            336

TABLE 499            SAUDI ARABIA: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL, 2020–2024 (USD MILLION)            337

TABLE 500            SAUDI ARABIA: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL, 2025–2031 (USD MILLION)            337

TABLE 501            SAUDI ARABIA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER, 2020–2024 (USD MILLION)            338

TABLE 502            SAUDI ARABIA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER, 2025–2031 (USD MILLION)            338

TABLE 503          UAE: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2020–2024 (USD MILLION)            339

TABLE 504          UAE: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2025–2031 (USD MILLION)            339

TABLE 505          UAE: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2020–2024 (USD MILLION)            339

TABLE 506          UAE: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2025–2031 (USD MILLION)            339

TABLE 507          UAE: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2020–2024 (USD MILLION)                 340

TABLE 508          UAE: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2025–2031 (USD MILLION)                 340

TABLE 509          UAE: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2020–2024 (USD MILLION)          340

TABLE 510          UAE: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2025–2031 (USD MILLION)            340

TABLE 511          UAE: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2020–2024 (USD MILLION)                 341

TABLE 512          UAE: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2025–2031 (USD MILLION)                 341

TABLE 513            UAE: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,  2020–2024 (USD MILLION)                 341

TABLE 514            UAE: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,  2025–2031 (USD MILLION)                 342

TABLE 515            UAE: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,

2020–2024 (USD MILLION)            342

TABLE 516            UAE: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,

2025–2031 (USD MILLION)            342

TABLE 517          UAE: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2020–2024 (USD MILLION)            343

TABLE 518          UAE: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2025–2031 (USD MILLION)            343

TABLE 519          UAE: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2020–2024 (USD MILLION)            343

TABLE 520          UAE: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2025–2031 (USD MILLION)            343

TABLE 521            UAE: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,

2020–2024 (USD MILLION)            344

TABLE 522            UAE: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,

2025–2031 (USD MILLION)            344

TABLE 523            UAE: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER,  2020–2024 (USD MILLION)                 345

TABLE 524            UAE: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER,  2025–2031 (USD MILLION)                 345

TABLE 525            REST OF MIDDLE EAST: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,  2020–2024 (USD MILLION)            346

TABLE 526            REST OF MIDDLE EAST: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,  2025–2031 (USD MILLION)            346

TABLE 527            REST OF MIDDLE EAST: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE, 2020–2024 (USD MILLION)            346

TABLE 528            REST OF MIDDLE EAST: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE, 2025–2031 (USD MILLION)            346

TABLE 529            REST OF MIDDLE EAST: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2020–2024 (USD MILLION)            347

TABLE 530            REST OF MIDDLE EAST: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2025–2031 (USD MILLION)            347

TABLE 531            REST OF MIDDLE EAST: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,  2020–2024 (USD MILLION)            347

TABLE 532            REST OF MIDDLE EAST: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,  2025–2031 (USD MILLION)            347

TABLE 533            REST OF MIDDLE EAST: GENERATIVE AI CYBERSECURITY MARKET,

BY PROFESSIONAL SERVICE, 2020–2024 (USD MILLION) 348

TABLE 534            REST OF MIDDLE EAST: GENERATIVE AI CYBERSECURITY MARKET,

BY PROFESSIONAL SERVICE, 2025–2031 (USD MILLION) 348

TABLE 535            REST OF MIDDLE EAST: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET,  BY TYPE, 2020–2024 (USD MILLION) 348

TABLE 536            REST OF MIDDLE EAST: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET,  BY TYPE, 2025–2031 (USD MILLION) 349

TABLE 537            REST OF MIDDLE EAST: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,  BY TYPE, 2020–2024 (USD MILLION) 349

TABLE 538            REST OF MIDDLE EAST: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,  BY TYPE, 2025–2031 (USD MILLION) 349

TABLE 539            REST OF MIDDLE EAST: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE, 2020–2024 (USD MILLION)            350

TABLE 540            REST OF MIDDLE EAST: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE, 2025–2031 (USD MILLION)            350

TABLE 541            REST OF MIDDLE EAST: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,  2020–2024 (USD MILLION)            350

TABLE 542            REST OF MIDDLE EAST: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,  2025–2031 (USD MILLION)            350

TABLE 543            REST OF MIDDLE EAST: GENERATIVE AI-BASED CYBERSECURITY END USERS,

BY VERTICAL, 2020–2024 (USD MILLION)               351

TABLE 544            REST OF MIDDLE EAST: GENERATIVE AI-BASED CYBERSECURITY END USERS,

BY VERTICAL, 2025–2031 (USD MILLION)               351

TABLE 545            REST OF MIDDLE EAST: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER, 2020–2024 (USD MILLION)       352

TABLE 546            REST OF MIDDLE EAST: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER, 2025–2031 (USD MILLION)       352

TABLE 547            AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2020–2024 (USD MILLION)            353

TABLE 548            AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2025–2031 (USD MILLION)            353

TABLE 549            AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2020–2024 (USD MILLION)            353

TABLE 550            AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2025–2031 (USD MILLION)            353

TABLE 551            AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2020–2024 (USD MILLION)            354

TABLE 552            AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2025–2031 (USD MILLION)            354

TABLE 553            AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2020–2024 (USD MILLION)            354

TABLE 554            AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2025–2031 (USD MILLION)            354

TABLE 555            AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2020–2024 (USD MILLION)            355

TABLE 556            AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2025–2031 (USD MILLION)            355

TABLE 557            AFRICA: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,  2020–2024 (USD MILLION) 355

TABLE 558            AFRICA: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,  2025–2031 (USD MILLION) 356

TABLE 559            AFRICA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,  2020–2024 (USD MILLION)                 356

TABLE 560            AFRICA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,  2025–2031 (USD MILLION)                 356

TABLE 561            AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2020–2024 (USD MILLION)            357

TABLE 562            AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2025–2031 (USD MILLION)            357

TABLE 563            AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2020–2024 (USD MILLION)            357

TABLE 564            AFRICA: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2025–2031 (USD MILLION)            357

TABLE 565            AFRICA: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,  2020–2024 (USD MILLION)            358

TABLE 566            AFRICA: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,  2025–2031 (USD MILLION)            358

TABLE 567            AFRICA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER,  2020–2024 (USD MILLION)                 359

TABLE 568            AFRICA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER,  2025–2031 (USD MILLION)                 359

TABLE 569            LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2020–2024 (USD MILLION)            360

TABLE 570            LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2025–2031 (USD MILLION)            361

TABLE 571            LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,  2020–2024 (USD MILLION) 361

TABLE 572            LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,  2025–2031 (USD MILLION) 361

TABLE 573            LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2020–2024 (USD MILLION)            361

TABLE 574            LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2025–2031 (USD MILLION)            362

TABLE 575            LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2020–2024 (USD MILLION)            362

TABLE 576            LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2025–2031 (USD MILLION)            362

TABLE 577            LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE, 2020–2024 (USD MILLION)       362

TABLE 578            LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE, 2025–2031 (USD MILLION)       363

TABLE 579            LATIN AMERICA: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET,

BY TYPE, 2020–2024 (USD MILLION)         363

TABLE 580            ATIN AMERICA: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET,

BY TYPE, 2025–2031 (USD MILLION)         363

TABLE 581            LATIN AMERICA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,

BY TYPE, 2020–2024 (USD MILLION)         364

TABLE 582            LATIN AMERICA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,

BY TYPE, 2025–2031 (USD MILLION)         364

TABLE 583            LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,  2020–2024 (USD MILLION)            364

TABLE 584            LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,  2025–2031 (USD MILLION)            365

TABLE 585            LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2020–2024 (USD MILLION)            365

TABLE 586            LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2025–2031 (USD MILLION)            365

TABLE 587            LATIN AMERICA: GENERATIVE AI-BASED CYBERSECURITY END USERS,

BY VERTICAL, 2020–2024 (USD MILLION)               366

TABLE 588            LATIN AMERICA: GENERATIVE AI-BASED CYBERSECURITY END USERS,

BY VERTICAL, 2025–2031 (USD MILLION)               366

TABLE 589            LATIN AMERICA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,

BY END USER, 2020–2024 (USD MILLION)               367

TABLE 590            LATIN AMERICA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,

BY END USER, 2025–2031 (USD MILLION)               367

TABLE 591            LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY COUNTRY,

2020–2024 (USD MILLION)            367

TABLE 592            LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY COUNTRY,

2025–2031 (USD MILLION)            367

TABLE 593            BRAZIL: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2020–2024 (USD MILLION)            368

TABLE 594            BRAZIL: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2025–2031 (USD MILLION)            368

TABLE 595            BRAZIL: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2020–2024 (USD MILLION)            369

TABLE 596            BRAZIL: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2025–2031 (USD MILLION)            369

TABLE 597            BRAZIL: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2020–2024 (USD MILLION)            369

TABLE 598            BRAZIL: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2025–2031 (USD MILLION)            369

TABLE 599            BRAZIL: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2020–2024 (USD MILLION)            370

TABLE 600            BRAZIL: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2025–2031 (USD MILLION)            370

TABLE 601            BRAZIL: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2020–2024 (USD MILLION)            370

TABLE 602            BRAZIL: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2025–2031 (USD MILLION)            370

TABLE 603            BRAZIL: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,  2020–2024 (USD MILLION) 371

TABLE 604            BRAZIL: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,  2025–2031 (USD MILLION) 371

TABLE 605            BRAZIL: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,  2020–2024 (USD MILLION)                 371

TABLE 606            BRAZIL: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,  2025–2031 (USD MILLION)                 372

TABLE 607            BRAZIL: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2020–2024 (USD MILLION)            372

TABLE 608            BRAZIL: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2025–2031 (USD MILLION)            372

TABLE 609            BRAZIL: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2020–2024 (USD MILLION)            373

TABLE 610            BRAZIL: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2025–2031 (USD MILLION)            373

TABLE 611            BRAZIL: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,  2020–2024 (USD MILLION)            373

TABLE 612            BRAZIL: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,  2025–2031 (USD MILLION)            374

TABLE 613            BRAZIL: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER,  2020–2024 (USD MILLION)                 374

TABLE 614            BRAZIL: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER,  2025–2031 (USD MILLION)                 374

TABLE 615            MEXICO: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2020–2024 (USD MILLION)            375

TABLE 616            MEXICO: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,

2025–2031 (USD MILLION)            375

TABLE 617            MEXICO: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2020–2024 (USD MILLION)            376

TABLE 618            MEXICO: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE,

2025–2031 (USD MILLION)            376

TABLE 619            MEXICO: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2020–2024 (USD MILLION)            376

TABLE 620            MEXICO: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2025–2031 (USD MILLION)            376

TABLE 621            MEXICO: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2020–2024 (USD MILLION)            377

TABLE 622            MEXICO: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,

2025–2031 (USD MILLION)            377

TABLE 623            MEXICO: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2020–2024 (USD MILLION)            377

TABLE 624            MEXICO: GENERATIVE AI CYBERSECURITY MARKET, BY PROFESSIONAL SERVICE,  2025–2031 (USD MILLION)            377

TABLE 625            MEXICO: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,  2020–2024 (USD MILLION) 378

TABLE 626            MEXICO: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE,  2025–2031 (USD MILLION) 378

TABLE 627            MEXICO: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,  2020–2024 (USD MILLION)                 378

TABLE 628            MEXICO: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY TYPE,  2025–2031 (USD MILLION)                 379

TABLE 629            MEXICO: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2020–2024 (USD MILLION)            379

TABLE 630            MEXICO: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE,

2025–2031 (USD MILLION)            379

TABLE 631            MEXICO: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2020–2024 (USD MILLION)            380

TABLE 632            MEXICO: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,

2025–2031 (USD MILLION)            380

TABLE 633            MEXICO: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,  2020–2024 (USD MILLION)            380

TABLE 634            MEXICO: GENERATIVE AI-BASED CYBERSECURITY END USERS, BY VERTICAL,  2025–2031 (USD MILLION)            381

TABLE 635            MEXICO: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER,  2020–2024 (USD MILLION)                 381

TABLE 636            MEXICO: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI, BY END USER,  2025–2031 (USD MILLION)                 381

TABLE 637            REST OF LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,  2020–2024 (USD MILLION)            382

TABLE 638            REST OF LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY OFFERING,  2025–2031 (USD MILLION)            382

TABLE 639            REST OF LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE, 2020–2024 (USD MILLION)            382

TABLE 640            REST OF LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE TYPE, 2025–2031 (USD MILLION)            383

TABLE 641            REST OF LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2020–2024 (USD MILLION)            383

TABLE 642            REST OF LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SOFTWARE DEPLOYMENT MODE, 2025–2031 (USD MILLION)            383

TABLE 643            REST OF LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,  2020–2024 (USD MILLION)            383

TABLE 644            REST OF LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SERVICE,  2025–2031 (USD MILLION)            384

TABLE 645            REST OF LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET,

BY PROFESSIONAL SERVICE, 2020–2024 (USD MILLION) 384

TABLE 646            REST OF LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET,

BY PROFESSIONAL SERVICE, 2025–2031 (USD MILLION) 384

TABLE 647            REST OF LATIN AMERICA: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE, 2020–2024 (USD MILLION)       385

TABLE 648            REST OF LATIN AMERICA: GENERATIVE AI-BASED CYBERSECURITY SOFTWARE MARKET, BY TYPE, 2025–2031 (USD MILLION)       385

TABLE 649            REST OF LATIN AMERICA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,  BY TYPE, 2020–2024 (USD MILLION) 386

TABLE 650            REST OF LATIN AMERICA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,  BY TYPE, 2025–2031 (USD MILLION) 386

TABLE 651            REST OF LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE, 2020–2024 (USD MILLION)            386

TABLE 652            REST OF LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY SECURITY TYPE, 2025–2031 (USD MILLION)            387

TABLE 653            REST OF LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,  2020–2024 (USD MILLION)            387

TABLE 654            REST OF LATIN AMERICA: GENERATIVE AI CYBERSECURITY MARKET, BY END USER,  2025–2031 (USD MILLION)            387

TABLE 655            REST OF LATIN AMERICA: GENERATIVE AI-BASED CYBERSECURITY END USERS,

BY VERTICAL, 2020–2024 (USD MILLION)               388

TABLE 656            REST OF LATIN AMERICA: GENERATIVE AI-BASED CYBERSECURITY END USERS,

BY VERTICAL, 2025–2031 (USD MILLION)               388

TABLE 657            REST OF LATIN AMERICA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,  BY END USER, 2020–2024 (USD MILLION)       389

TABLE 658            REST OF LATIN AMERICA: CYBERSECURITY SOFTWARE MARKET FOR GENERATIVE AI,  BY END USER, 2025–2031 (USD MILLION)       389

TABLE 659            OVERVIEW OF STRATEGIES ADOPTED BY KEY GENERATIVE AI CYBERSECURITY VENDORS       391

TABLE 660            GENERATIVE AI CYBERSECURITY MARKET: DEGREE OF COMPETITION         394

TABLE 661            REGION FOOTPRINT (25 COMPANIES)  404

TABLE 662            OFFERING FOOTPRINT (25 COMPANIES)                 405

TABLE 663            SECURITY TYPE FOOTPRINT (25 COMPANIES)                 406

TABLE 664            END USER FOOTPRINT (25 COMPANIES)                 407

TABLE 665            REGIONAL FOOTPRINT (13 COMPANIES)                 410

TABLE 666            OFFERING FOOTPRINT (13 COMPANIES)                 411

TABLE 667            SECURITY TYPE FOOTPRINT (13 COMPANIES)                 411

TABLE 668            END USER FOOTPRINT (13 COMPANIES)                 412

TABLE 669            GENERATIVE AI-BASED CYBERSECURITY SOFTWARE: DETAILED LIST OF KEY STARTUPS/SMES    414

TABLE 670            GENERATIVE AI-BASED CYBERSECURITY SOFTWARE: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES              415

TABLE 671            CYBERSECURITY SOFTWARE FOR GENERATIVE AI: DETAILED LIST OF KEY STARTUPS/SMES      417

TABLE 672            CYBERSECURITY SOFTWARE FOR GENERATIVE AI: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES                 418

TABLE 673            GENERATIVE AI CYBERSECURITY MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS, JANUARY 2023–AUGUST 2025     419

TABLE 674            GENERATIVE AI CYBERSECURITY MARKET: DEALS, MAY 2023–JUNE 2024        421

TABLE 675            MICROSOFT: COMPANY OVERVIEW        427

TABLE 676            MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED    428

TABLE 677            MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS             428

TABLE 678            MICROSOFT: DEALS       429

TABLE 679            IBM: COMPANY OVERVIEW         430

TABLE 680            IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED             431

TABLE 681            IBM: PRODUCT LAUNCHES AND ENHANCEMENTS             432

TABLE 682            IBM: DEALS        433

TABLE 683            GOOGLE: COMPANY OVERVIEW               434

TABLE 684            GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED             435

TABLE 685            GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS             436

TABLE 686            GOOGLE: DEALS              436

TABLE 687            SENTINELONE: COMPANY OVERVIEW   438

TABLE 688            SENTINELONE: PRODUCTS/SOLUTIONS/SERVICES OFFERED    439

TABLE 689            SENTINELONE: PRODUCT LAUNCHES AND ENHANCEMENTS             439

TABLE 690            SENTINELONE: DEALS  440

TABLE 691            NVIDIA: COMPANY OVERVIEW  442

TABLE 692            NVIDIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED             443

TABLE 693            NVIDIA: PRODUCT LAUNCHES AND ENHANCEMENTS             444

TABLE 694            NVIDIA: DEALS 444

TABLE 695            NEURALTRUST: COMPANY OVERVIEW  445

TABLE 696            NEURALTRUST: PRODUCTS/SOLUTIONS/SERVICES OFFERED    446

TABLE 697            AWS: COMPANY OVERVIEW        457

TABLE 698            AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED             458

TABLE 699            AWS: DEALS       459

TABLE 700            CISCO: COMPANY OVERVIEW    460

TABLE 701            CISCO: PRODUCTS/SOLUTIONS/SERVICES OFFERED             461

TABLE 702            CISCO: PRODUCT LAUNCHES AND ENHANCEMENTS             462

TABLE 703            CISCO: DEALS   462

TABLE 704            CROWDSTRIKE: COMPANY OVERVIEW  463

TABLE 705            CROWDSTRIKE: PRODUCTS/SOLUTIONS/SERVICES OFFERED    464

TABLE 706            CROWDSTRIKE: PRODUCT LAUNCHES AND ENHANCEMENTS             465

TABLE 707            CROWDSTRIKE: DEALS 466

TABLE 708            FORTINET: COMPANY OVERVIEW            467

TABLE 709            FORTINET: PRODUCTS/PRODUCTS/SOLUTIONS/SERVICES OFFERED                 468

TABLE 710            FORTINET: PRODUCT LAUNCHES AND ENHANCEMENTS             469

TABLE 711            FORTINET: DEALS           469

TABLE 712            ZSCALER: COMPANY OVERVIEW               470

TABLE 713            ZSCALER: PRODUCTS/SOLUTIONS/SERVICES OFFERED             471

TABLE 714            ZSCALER: PRODUCT LAUNCHES AND ENHANCEMENTS             472

TABLE 715            ZSCALER: DEALS              472

TABLE 716            GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)       486

TABLE 717            GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)       486

TABLE 718            GENERATIVE AI MARKET, BY DATA MODALITY, 2020–2024 (USD MILLION)            487

TABLE 719            GENERATIVE AI MARKET, BY DATA MODALITY, 2025–2032 (USD MILLION)            487

TABLE 720            GENERATIVE AI MARKET, BY APPLICATION, 2020–2024 (USD MILLION)            488

TABLE 721            GENERATIVE AI MARKET, BY APPLICATION, 2025–2032 (USD MILLION)            488

TABLE 722            GENERATIVE AI MARKET, BY END USER, 2020–2024 (USD MILLION)       489

TABLE 723            GENERATIVE AI MARKET, BY END USER, 2025–2032 (USD MILLION)       489

TABLE 724            GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION) 490

TABLE 725            GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION) 490

TABLE 726            AI IN CYBERSECURITY MARKET, BY OFFERING, 2019–2022 (USD MILLION)            492

TABLE 727            AI IN CYBERSECURITY MARKET, BY OFFERING, 2023–2028 (USD MILLION)            492

TABLE 728            AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2019–2022 (USD MILLION)                493

TABLE 729            AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2023–2028 (USD MILLION)                493

TABLE 730            AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION)            494

TABLE 731            AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)            494

TABLE 732            AI IN CYBERSECURITY MARKET, BY APPLICATION, 2019–2022 (USD MILLION)              495

TABLE 733            AI IN CYBERSECURITY MARKET, BY APPLICATION, 2023–2028 (USD MILLION)              495

TABLE 734            AI IN CYBERSECURITY MARKET, BY VERTICAL, 2019–2022 (USD MILLION)            496

TABLE 735            AI IN CYBERSECURITY MARKET, BY VERTICAL, 2023–2028 (USD MILLION)            496

TABLE 736            AI IN CYBERSECURITY MARKET, BY REGION, 2019–2022 (USD MILLION)            497

TABLE 737            AI IN CYBERSECURITY MARKET, BY REGION, 2023–2028 (USD MILLION)            497

LIST OF FIGURES

FIGURE 1              GENERATIVE AI CYBERSECURITY MARKET: RESEARCH DESIGN         57

FIGURE 2              GENERATIVE AI CYBERSECURITY MARKET: DATA TRIANGULATION                60

FIGURE 3              GENERATIVE AI CYBERSECURITY MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES    61

FIGURE 4              MARKET SIZE ESTIMATION METHODOLOGY—APPROACH 1, BOTTOM-UP (SUPPLY-SIDE): REVENUE FROM SOLUTION AND SERVICE PROVIDERS IN GENERATIVE AI CYBERSECURITY MARKET            62

FIGURE 5              MARKET SIZE ESTIMATION METHODOLOGY—APPROACH 2, BOTTOM-UP  (SUPPLY-SIDE): COLLECTIVE REVENUE FROM KEY COMPANIES IN GENERATIVE AI CYBERSECURITY MARKET            63

FIGURE 6              MARKET SIZE ESTIMATION METHODOLOGY—APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM BUSINESS UNITS (BU) OF KEY VENDORS IN GENERATIVE AI CYBERSECURITY MARKET          64

FIGURE 7              MARKET SIZE ESTIMATION METHODOLOGY—APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF GENERATIVE AI CYBERSECURITY THROUGH OVERALL IT SPENDING ON GENERATIVE AI CYBERSECURITY SOLUTIONS                 64

FIGURE 8              GENERATIVE AI-BASED CYBERSECURITY SOFTWARE SEGMENT TO HOLD LARGEST MARKET SIZE IN 2025                 72

FIGURE 9              NETWORK SECURITY SEGMENT TO HOLD MAJOR MARKET SHARE IN 2025 72

FIGURE 10            THREAT DETECTION & INTELLIGENCE SOFTWARE SEGMENT TO LEAD MARKET

IN 2025  73

FIGURE 11            GENERATIVE AI APPLICATION SECURITY SEGMENT TO HOLD LARGEST MARKET SIZE IN 2025       73

FIGURE 12            GENERATIVE AI-BASED END USERS TO BE LARGEST SEGMENT IN 2025         73

FIGURE 13            HEALTHCARE & LIFE SCIENCES PROVIDERS TO WITNESS HIGHEST GROWTH RATE DURING FORECAST PERIOD                 74

FIGURE 14            ASIA PACIFIC TO REGISTER FASTEST GROWTH BETWEEN 2025 AND 2031               74

FIGURE 15            SAAS ADOPTION AND REGULATORY PUSH TO FUEL GENERATIVE AI CYBERSECURITY DEMAND             75

FIGURE 16            DATABASE SECURITY SEGMENT TO HAVE HIGHEST GROWTH RATE DURING FORECAST PERIOD  76

FIGURE 17            SOFTWARE AND DATABASE SECURITY TO BE LARGEST SEGMENT IN NORTH AMERICA GENERATIVE AI CYBERSECURITY MARKET IN 2025            76

FIGURE 18            NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2025   77

FIGURE 19            DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES:  GENERATIVE AI CYBERSECURITY MARKET                 78

FIGURE 20            EVOLUTION OF GENERATIVE AI CYBERSECURITY              84

FIGURE 21            GENERATIVE AI CYBERSECURITY MARKET: SUPPLY CHAIN ANALYSIS             86

FIGURE 22            KEY PLAYERS IN GENERATIVE AI CYBERSECURITY MARKET ECOSYSTEM 89

FIGURE 23            GENERATIVE AI CYBERSECURITY MARKET: INVESTMENT LANDSCAPE AND FUNDING SCENARIO    91

FIGURE 24            NUMBER OF PATENTS GRANTED, 2019–2025                 106

FIGURE 25            REGIONAL ANALYSIS OF PATENTS GRANTED, 2019–2025              108

FIGURE 26            GENERATIVE AI CYBERSECURITY MARKET: PORTER’S FIVE FORCES ANALYSIS           112

FIGURE 27            INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE GENERATIVE AI-BASED CYBERSECURITY VERTICALS      114

FIGURE 28            KEY BUYING CRITERIA FOR TOP THREE GENERATIVE AI-BASED CYBERSECURITY VERTICALS     115

FIGURE 29            TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS   116

FIGURE 30            SOFTWARE SEGMENT TO DOMINATE MARKET IN 2025 AND 2030              118

FIGURE 31            APPLICATION SECURITY SEGMENT TO DOMINATE MARKET IN 2025       133

FIGURE 32            GENERATIVE AI-BASED CYBERSECURITY END USERS TO LEAD MARKET IN 2025              148

FIGURE 33            THREAT DETECTION & INTELLIGENCE SOFTWARE TO HOLD LARGEST MARKET

IN 2025  171

FIGURE 34            NETWORK SECURITY SEGMENT TO HOLD LARGER MARKET IN 2025              194

FIGURE 35            INDIA TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD         221

FIGURE 36            NORTH AMERICA TO LEAD MARKET IN 2025                 222

FIGURE 37            NORTH AMERICA: MARKET SNAPSHOT 224

FIGURE 38            ASIA PACIFIC: MARKET SNAPSHOT          286

FIGURE 39            TOP FIVE PLAYERS DOMINATED MARKET FOR LAST FIVE YEARS              393

FIGURE 40            SHARE OF LEADING COMPANIES IN GENERATIVE AI CYBERSECURITY

MARKET, 2024    394

FIGURE 41            PRODUCT COMPARATIVE ANALYSIS: GENERATIVE AI-BASED CYBERSECURITY              397

FIGURE 42            PRODUCT COMPARATIVE ANALYSIS: CYBERSECURITY FOR GENERATIVE AI   399

FIGURE 43            COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS        400

FIGURE 44            YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS      401

FIGURE 45            GENERATIVE AI CYBERSECURITY MARKET: COMPANY EVALUATION MATRIX

(KEY PLAYERS), 2024       402

FIGURE 46            COMPANY FOOTPRINT (25 COMPANIES)                 403

FIGURE 47            GENERATIVE AI CYBERSECURITY MARKET: COMPANY EVALUATION MATRIX

(KEY PLAYERS OFFERING CYBERSECURITY SOLUTIONS FOR GEN AI), 2024      409

FIGURE 48            COMPANY FOOTPRINT (13 COMPANIES)                 410

FIGURE 49            GENERATIVE AI CYBERSECURITY MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2024                 414

FIGURE 50            GENERATIVE AI CYBERSECURITY MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES OFFERING CYBERSECURITY SOLUTIONS FOR GENERATIVE

AI), 2024                417

FIGURE 51            MICROSOFT: COMPANY SNAPSHOT        427

FIGURE 52            IBM: COMPANY SNAPSHOT         431

FIGURE 53            GOOGLE: COMPANY SNAPSHOT               435

FIGURE 54            SENTINELONE: COMPANY SNAPSHOT   439

FIGURE 55            NVIDIA: COMPANY SNAPSHOT 443

FIGURE 56            AWS: COMPANY SNAPSHOT        458

FIGURE 57            CISCO: COMPANY SNAPSHOT    461

FIGURE 58            CROWDSTRIKE: COMPANY SNAPSHOT 464

FIGURE 59            FORTINET: COMPANY SNAPSHOT           468

FIGURE 60            ZSCALER: COMPANY SNAPSHOT               471