journal-of-information-and-optimization-sciences Journal of Information and Optimization Sciences 2169-0103 0252-2667 Taru Publications 10.47974/JIOS-2266 Enhancing network security in corporate environments through continuous monitoring and intelligent data analysis Karthick Subramanian Department of Computer Engineering, Vishwakarma Institute of Technology, Pune, Maharashtra, 411037, India Bhardwaj Anjali Department of Computer Science & Engineering, Noida International University, Greater Noida, Uttar Pradesh, 203201, India Badhiye Sagarkumar S. Department of Computer Science and Engineering, Nagpur Campus, Symbiosis International (Deemed University), Symbiosis Institute of Technology, Nagpur, Maharashtra, 440008, India Shambharkar Shubhangi S. Department of Computer Technology, Yeshwantrao Chavan College of Engineering, Nagpur, Maharashtra, 441110, India Kumar Jambi Ratna Raja Department of Computer Engineering, Balewadi, Genba Sopanrao Moze College of Engineering, Pune, Maharashtra, 411045, India 47 5-A 1755 1763 23 04 2026

To make business networks safer, we need more advanced tools to deal with cyber risks that are getting smarter all the time. The proactive defense work provide the smart data analysis that monitors and find the outlier in network, reduces the response time and secure the important data and information. We have used AI based approach for that help, businesses can find trends, lower risks, and improve how they handle incidents with little help from humans. This framework able to track and find to real-time tracking that improve the security, make it flexible and scalable. This proposed approach not only makes business IT systems stronger against new threats, but it also makes digital environments more trustworthy, dependable, and able to follow rules.

 Network security Continuous monitoring Intelligent data analysis Machine learning Corporate IT Anomaly detection Real-time monitoring access open retracted no