Cast AI for Google Cloud Platform

Unlock peak GKE performance with ML-driven optimization

Cast AI integrates seamlessly with Google Kubernetes Engine (GKE) and uses agentless cluster discovery to deliver immediate insights into workload performance and resource allocation.

The ML-driven optimization engine continuously analyzes workload behavior and automatically adjusts CPU and memory allocations to maintain optimal performance. Dynamic workload placement ensures applications run on the most suitable node types, matching resource requirements to infrastructure capabilities.

For AI and GPU workloads, Cast AI removes the regional availability barrier. Access GPUs from any GCP region and have them appear as nodes in your existing GKE cluster, no complex multi-region networking or cluster federation required. When GPU capacity is constrained in your primary region, Cast AI automatically provisions from regions with availability, keeping your AI pipelines running without interruption.

Intelligent bin-packing algorithms maximize node utilization while preserving performance headroom for traffic spikes. The platform learns from workload patterns over time, becoming increasingly accurate at predicting resource needs and preventing performance degradation before it occurs.

Teams gain a hands-off approach to GKE optimization, with Cast AI handling the continuous tuning required to maintain peak performance across dynamic workloads.

Key Capabilities

• Cross-region GPU access that provisions accelerator nodes from any GCP region as part of your existing GKE cluster
• ML-driven performance optimization that learns workload patterns and proactively adjusts resources
• Continuous rightsizing based on real-time usage analysis, ensuring applications always have optimal resources
• Dynamic workload placement across node pools including GPU and TPU-optimized instances
• Intelligent bin-packing that maximizes density while maintaining the headroom needed for reliable operations

Better together

Available through the Google Cloud Marketplace, Cast AI fits naturally into GCP environments and billing workflows. It supports production GKE clusters across regions and use cases, helping teams run Kubernetes more efficiently at scale.