AI-Based Cost Optimization Model for Cloud Resource Management

Monika KC, Dr. Umadevi Ramamoorthy

Abstract: Cloud computing is really important, for applications because it gives us scalability, flexibility and resources when we need them. The problem is that we often do not use these resources in the best way, which means we waste money and do not use our infrastructure fully. This project is about a way to manage cloud resources using artificial intelligence. We use machine learning and predictive analytics to make sure we use our resources in the way possible while keeping our applications running well. The system looks at how we used resources in the past and how we are using them now to figure out what we will need in the future. Then it automatically adjusts our cloud resources based on how busy our system's. It finds resources that are not being used. Suggests we make them smaller or get rid of them. It also helps us scale up or down when we need to. It tells us how to deploy our applications in a way that saves us money. We have a dashboard that shows us how our resources are being used, like how much of our CPU and memory we're using and how much money we are spending on the cloud. This helps us see what is going on and make decisions. The artificial intelligence system gets better over time because it keeps learning from how our workload changes. We tested this approach and it really works. It saves us a lot of money on cloud infrastructure while keeping our system running and using our resources efficiently. By automating things predicting what we will need and keeping an eye on everything we can stop wasting resources work efficiently and make decisions based on data. This solution helps organizations use their resources in the best way possible even when things are changing fast. Cloud computing is a part of this and our solution makes it scalable, reliable and affordable.

Keywords: Cloud Computing, Cost Optimization, Artificial Intelligence, Machine Learning, Predictive Analytics, Resource Allocation

How to Cite?: Monika KC, Dr. Umadevi Ramamoorthy, "AI-Based Cost Optimization Model for Cloud Resource Management", Volume 15 Issue 9, September 2026, International Journal of Science and Research (IJSR), Pages: 962-968, https://www.ijsr.net/getabstract.php?paperid=MR26915191455, DOI: https://dx.doi.org/10.21275/MR26915191455

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