Leveraging generative AI to enhance efficiency in SOC analyst's log analysis and incident response | |
| Author | Saw Kapaw Say |
| Call Number | AIT ISPR IOT no.25-01 |
| Subject(s) | Computer security Computer networks--Security measures Artificial intelligence |
| Note | An Internship Study submitted in partial fulfillment of the requirements for the degree of Master of Engineering in Internet of Things (IoT) Systems Engineering |
| Publisher | Asian Institute of Technology |
| Abstract | In the rapidly evolving landscape of cybersecurity, Security Operations Centers (SOCs) play a critical role in defending organizations against cyber threats. SOC Tier 1 ana lysts, however, are often overwhelmed by the sheer volume of security alerts generated by monitoring tool like Wazuh. The repetitive and time-consuming nature of processing these alerts can lead to analyst fatigue, decreased efficiency, and a heightened risk of missing critical threats. This project focuses on enhancing SOC analysts’ efficiency by integrating an existing generative AI model to enrich security logs and provide action able insights. Rather than developing a new AI model, the project will leverage a proven generative AI solution to reduce the cognitive load on analysts, and at the same time, it will enable them to concentrate on more complex and strategic tasks. The research will assess the impact of this integration on the accuracy and effectiveness of security operations, aiming to contribute to a more resilient and responsive cybersecurity environment. |
| Year | 2025 |
| Type | Internship Report |
| School | School of Engineering and Technology |
| Department | Department of Information and Communications Technologies (DICT) |
| Academic Program/FoS | Internet of Things (IoT) Systems Engineering |
| Chairperson(s) | Attaphongse Taparugssanagorn;Kalika Suksomboon (Co-chairperson) |
| Examination Committee(s) | Chantri Polprasert;Chaklam Silpasuwanchai |
| Scholarship Donor(s) | AIT Scholarships |
| Degree | Internship Report (M. Eng.) - Asian Institute of Technology, 2025 |