Self-Learning AI Systems in IT Operations: Transforming enterprises through autonomous intelligence
Year: 2025
Type: article
Abstract: This article examines the revolutionary impact of self-learning artificial intelligence (AI) systems on IT operations, highlighting their pivotal role in transforming traditional enterprises into autonomous organizations. By leveraging machine learning (ML), deep learning, and AIOps frameworks, these intelligent systems can detect, diagnose, and resolve operational issues with minimal human intervention. The article explores the architecture of self-learning AI systems, their applications in IT operations, challenges in implementation, and measurable business outcomes. Evidence suggests organizations implementing mature self-learning AIOps solutions have achieved substantial improvements in operational metrics, including fewer critical outages, faster incident resolution, and significant cost reductions.
Author: Rajkumar Gopalakrishnan
Institution: Kumaraguru College of Technology
Language: English
Subfield: Computer Networks and Communications
Field: Computer Science
Domain: Physical Sciences
Open Access status: hybrid
OpenAlex ID: W4410868136