<ul data-eligibleForWebStory="true">Enterprises are expected to waste $44.5 billion on unnecessary cloud spending this year.Akamai Technologies faced challenges with a large, complex cloud infrastructure and strict security requirements.The company turned to Cast AI, leveraging AI agents within the Kubernetes platform to optimize cost, security, and speed.Using Cast AI, Akamai managed to reduce cloud costs by 40% to 70% depending on workload.Cast AI's Application Performance Automation (APA) uses machine learning models and reinforcement learning to optimize performance and efficiency.APA works through specialized agents that monitor, analyze, and improve application performance, security, efficiency, and cost.Integration into existing tools and workflows is supported by Cast AI, ensuring incremental adoption without complete replacement.Automation by Cast AI complements human decision-making, maintaining human-in-the-middle workflows.Akamai needed a Kubernetes automation platform to optimize cloud costs in real time across multiple clouds while ensuring performance.By utilizing Cast AI, Akamai achieved significant time savings by automating infrastructure management.Spot instances were effectively utilized by Cast AI for Akamai to reduce costs without manual intervention.