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Case Studies and Real-World Application of Generative AI
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Author(s): Shikha Khullar (Poornima University, India), Nikhil Kumar Goyal (Noida International University, Greater Noida, India), Shikha Sharma (Poornima University, India), Chirra Baburao (Sir C.R. Reddy Educational Institutions, India), Vaishali Sonwane (Poornima University, India)and Rakesh Kumar Saxena (Poornima University, India)
Copyright: 2027
Pages: 24
Source title:
Generative AI for Cyber Risk Management
Source Author(s)/Editor(s): Yassine Maleh (Sultan Moulay Slimane University, Morocco), Lahby Mohamed (Hassan II University, Casablanca, Morocco)and Ahmed A. Abd El-Latif (Prince Sultan University, Saudi Arabia)
DOI: 10.4018/979-8-3693-8397-1.ch010
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Abstract
The rapid adoption of digital technologies has intensified cyber threats, making effective risk management crucial for organizations. Traditional AI supports anomaly detection and intrusion prevention but struggles with novel attacks. Generative AI, leveraging GANs, VAEs, and LLMs, introduces a transformative edge by simulating realistic attack scenarios, generating synthetic datasets, and automating adaptive responses. This chapter examines real-world applications of Generative AI in cyber risk management, outlining its use in threat modeling, anomaly detection, incident response, and risk assessment. Case studies include phishing detection, ransomware simulation, and synthetic data generation across finance and healthcare sectors. A comparative analysis highlights key benefits and challenges, followed by discussions on ethical and adversarial risks and future directions such as integration with blockchain, explainable AI, and human–AI collaboration. This chapter provides researchers and practitioners a holistic view of how Generative AI is redefining cyber risk management.
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