Compare Applications with Other OCI Container Deployment Options

Compare Generative AI Applications with OCI Container Instances and Oracle Kubernetes Engine (OKE).

OCI Generative AI applications provide a managed deployment option for agentic applications and MCP servers. The following tables compare them with other OCI container deployment solutions.

Compare Generative AI Applications with OCI Container Instances

Capability GenAI Applications OCI Container Instances
Primary use Web services, especially agentic applications and MCP servers Batch jobs, scripts, and workers
Trigger model HTTP or event-driven Manual, API-driven, or scheduled
Scaling Automatic scaling from 0 to many instances No built-in autoscaling
Scale to zero Yes Not automatic
Load balancing Built in User managed
Abstraction level Higher level, serverless-style deployment Lower level container execution
Startup model Fast, request-based startup Starts like a small VM
Networking Managed HTTPS endpoints VCN-level control

Compare Generative AI Applications with OKE

Capability GenAI Applications OKE
Operations overhead Low High
Scaling Automatic scaling from 0 to N Configurable with HPA and cluster autoscaling
Scale to zero Yes Not native
Deployment Simple, by pushing a container image More complex, with manifests and Helm charts
Control Limited Full control
Networking Fully managed Fully customizable
Use case APIs and stateless services Complex distributed systems