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Early Access Feature

This feature is in early access. It may undergo changes based on user feedback and continued development. We recommend testing in non-production environments first and welcome your feedback to help us improve.

Cast AI Anywhere extends our cost optimization and workload automation capabilities beyond traditional cloud environments, enabling you to optimize Kubernetes clusters anywhere - whether they run in alternative, less popular cloud providers, private data centers, or on-premises infrastructure.

What is Cast AI Anywhere?

Cast AI Anywhere is a specialized deployment model that brings Cast AI's core optimization features to any Kubernetes environment while requiring minimal permissions. It focuses on workload optimization and efficient resource utilization through two main capabilities:

• Workload optimization - automatically adjusts resource requests and limits based on actual usage patterns
• Resource consolidation - actively bin-packs workloads to reduce cluster size and eliminate waste

Unlike traditional Cast AI deployments that directly manage node provisioning, Cast AI Anywhere works alongside your existing autoscaling solution while delivering significant cost savings through advanced workload optimization.

How does it compare to standard Cast AI?

How does it work?

Cast AI Anywhere consists of the following deployable components:

1. Cast AI Agent - collects cluster metrics and state information
2. Cluster Controller - manages CRD creation and handles optimization logic
3. Workload Autoscaler - adjusts workload resources based on usage patterns
4. Evictor - handles workload consolidation and bin-packing

These components work together with your existing node autoscaler. To read more about each component and what they do, see Hosted components.

Key benefits

For platform teams

Reduced operational overhead with automated workload optimization

Managing Kubernetes clusters across different environments creates significant operational complexity. Platform teams often struggle with varying cloud provider APIs, permissions, and infrastructure requirements. Cast AI Anywhere streamlines this by providing automated workload optimization that works seamlessly with your existing setup, regardless of where your clusters run.

Works with existing infrastructure automation

Cast AI Anywhere works alongside your existing infrastructure automation tools, whether you're using Terraform, Crossplane, or other solutions. This means you can maintain your current workflows while gaining advanced optimization capabilities.

Unified optimization across different environments

Most importantly, Cast AI Anywhere provides a unified approach to optimization across all your environments. Whether you're running workloads in Oracle Cloud, on bare metal, or in private data centers, you get consistent optimization behavior and reliable results. This standardization helps reduce complexity and makes it easier to manage clusters at scale.

For security teams

Minimal required permissions

Security teams often face challenges when external tools require elevated cloud permissions or direct infrastructure access. Cast AI Anywhere addresses these concerns by operating with minimal permissions. Since it doesn't need to provision or manage infrastructure directly, you maintain full control over your environment's security boundaries.

Audit-friendly deployment model

Security teams can easily verify and monitor the tool's operation with clear permission scopes and documented data flows. This transparency helps streamline security reviews and ensures compliance with the strictest internal policies.

For finance teams

Reduced Kubernetes costs through efficient resource utilization

Kubernetes infrastructure costs can quickly spiral out of control without proper optimization. Cast AI Anywhere helps finance teams get these costs under control by automatically identifying and eliminating resource waste. By ensuring workloads use only the resources they need, you can significantly reduce Kubernetes spending across all environments.

ROI visibility through detailed reporting

The platform provides comprehensive cost monitoring across all environments through a single interface. This helps finance teams track spending trends, identify cost optimization opportunities, and make data-driven decisions about resource allocation. With detailed reporting capabilities, you can easily demonstrate the ROI of your optimization efforts and justify technology investments to stakeholders.

Next steps

To get started with Cast AI Anywhere, follow our getting started guide.