Enhancing Zero Trust Architecture with AI-Driven Threat Intelligence in Cloud Environments

Authors

  • Sairaj Kommera JP Morgan Chase, USA Author

DOI:

https://doi.org/10.32628/CSEIT251112163

Keywords:

Zero Trust Architecture (ZTA), Artificial Intelligence in Cybersecurity, AI-Enhanced Threat Intelligence, Micro-segmentation, Continuous Verification

Abstract

This article explores the integration of Artificial Intelligence (AI) with Zero Trust Architecture (ZTA) in cloud environments, presenting a comprehensive framework for enhancing cybersecurity in modern digital ecosystems. It begins by examining the core principles of Zero Trust Architecture, including micro-segmentation, identity-based access controls, and continuous verification. The role of AI in cybersecurity is then discussed, focusing on its capabilities in analyzing large-scale datasets, identifying anomalous behaviors, and predictive threat detection. The synergy between AI and ZTA is explored in depth, highlighting how this combination enables real-time threat analysis, advanced behavior pattern recognition, and improved threat intelligence parsing. A case study illustrates the practical implementation of AI-enhanced ZTA, demonstrating significant improvements in threat detection, response times, and overall security posture. The article also addresses key challenges and considerations, including AI bias, resource requirements, and data governance issues. Finally, it provides a roadmap for organizations looking to implement AI-enhanced ZTA, covering assessment, tool selection, performance optimization, and regulatory compliance. This comprehensive exploration offers valuable insights for security professionals and researchers, bridging the gap between theoretical advancements and practical applications in the rapidly evolving field of cybersecurity.

Downloads

Download data is not yet available.

References

SYDNEY, Australia, June 21, 2022, Gartner. (2021). “Gartner Unveils the Top Eight Cybersecurity Predictions for 2022-23”. [Online] Available: https://www.gartner.com/en/newsroom/press-releases/2022-06-21-gartner-unveils-the-top-eight-cybersecurity-predictio#:~:text=By%202025%2C%2060%25%20of%20organizations,successfully%20to%20cause%20human%20casualties

Scott Rose et al., National Institute of Standards and Technology. (August 2020). “Zero Trust Architecture”. [Online] Available: https://nvlpubs.nist.gov/nistpubs/SpecialPublications/NIST.SP.800-207.pdf

IBM. (2022). “Cost of a Data Breach Report 2024”. IBM Security. [Online] Available: https://www.ibm.com/reports/data-breach

National Security Agency. (2021). “Embracing a Zero Trust Security Model. [Online] Available: https://media.defense.gov/2021/Feb/25/2002588479/-1/-1/0/CSI_EMBRACING_ZT_SECURITY_MODEL_UOO115131-21.PDF

Amber Jackson, Marcus Law, Cybermagazine, “Vectra AI: 71% of security analysts admit to cyber breaches”, July 29, 2023. [Online] Available: https://cybermagazine.com/cyber-security/vectra-ai-71-of-security-analysts-admit-to-cyber-breaches [6] STAMFORD, Conn. March 30, 2023, Gartner. (2021). “Gartner Says Cybersecurity Risk Set to Be a Primary Buying Consideration for Chief Supply Chain Officers” [Online] Available: https://www.gartner.com/en/newsroom/press-releases/2023-03-30-gartner-says-cybersecurity-risk-set-to-be-a-primary-buying-consideration-for-chief-supply-chain-officers

European Union Agency for Cybersecurity (ENISA). (2020). “Artificial Intelligence Cybersecurity Challenges” Threat Landscape for Artificial Intelligence in Cybersecurity. [Online] Available: https://www.enisa.europa.eu/publications/artificial-intelligence-cybersecurity-challenges

Forrester Research. (2020). The Total Economic Impact™ Of Zero Trust Solutions From Microsoft. [Online] Available:chrome-extension://efaidnbmnnnibpcajpcglclefindmkaj/https://cdn-dynmedia-1.microsoft.com/is/content/microsoftcorp/microsoft/final/en-us/microsoft-brand/documents/Microsoft-Zero-Trust-TEI-Study.pdf?culture=en-us&country=us

Downloads

Published

03-02-2025

Issue

Section

Research Articles

How to Cite

Enhancing Zero Trust Architecture with AI-Driven Threat Intelligence in Cloud Environments. (2025). International Journal of Scientific Research in Computer Science, Engineering and Information Technology, 11(1), 1524-1533. https://doi.org/10.32628/CSEIT251112163