Automating Compliance Monitoring in ITSM Platforms Using Machine Learning
DOI:
https://doi.org/10.63345/sjaibt.v2.i4.303Keywords:
Machine Learning, IT Service Management, Compliance Monitoring, Automation, Predictive Analytics, Anomaly Detection, Service Level Agreements, Regulatory Compliance, IT Operations, Enterprise ITSMAbstract
This manuscript explores the integration of Machine Learning (ML) into IT Service Management (ITSM) platforms to automate compliance monitoring. As organizations face increasing regulatory demands and complex IT environments, traditional manual compliance processes become inadequate. ML offers a transformative approach by enabling proactive, real-time compliance oversight. The paper discusses the application of ML in automating compliance tasks, enhancing accuracy, and reducing operational overhead. Furthermore, it presents a case study demonstrating the effectiveness of ML-driven compliance automation in an enterprise ITSM context.
Downloads
References
• Beals, J. (2025). AI-Powered Compliance Monitoring: Capabilities, Benefits, Examples, and Trends. Strike Graph. Strike Graph
• Altus, G. (2025). The Role of AI and Machine Learning in Compliance Management. Sentrient. Sentrient
• Wang, Y., & Yang, X. (2025). Machine Learning-Based Cloud Computing Compliance Process Automation. arXiv. arXiv
• Bansal, C., Renganathan, S., Asudani, A., Midy, O., & Janakiraman, M. (2019). DeCaf: Diagnosing and Triaging Performance Issues in Large-Scale Cloud Services. arXiv. arXiv
• Loic Foalem, P., Da Silva, L., Khomh, F., Li, H., & Merlo, E. (2025). Logging Requirement for Continuous Auditing of Responsible Machine Learning-based Applications. arXiv. arXiv
• Al-Naymat, G., Al-kasassbeh, M., & Al-Hawari, E. (2018). Exploiting SNMP-MIB Data to Detect Network Anomalies using Machine Learning Techniques. arXiv. arXiv
• Castelli, B., & Offen, J. (2025). Machine Learning for Risk and Compliance Professionals. PwC. PwC
• Bartot, J. (2025). How AI-Powered Monitoring Reduces Compliance Risk. QEvalPro. QEval
• Beals, J. (2025). AI Compliance Monitoring: How It Works, Examples & Trends. Strike Graph. Strike Graph
• Altus, G. (2025). The Role of AI and Machine Learning in Compliance Management. Sentrient. Sentrient
Downloads
Published
Issue
Section
License
Copyright (c) 2025 Scientific Journal of Artificial Intelligence and Blockchain Technologies

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.
The license allows re-users to share and adapt the work, as long as credit is given to the author and don't use it for commercial purposes.