Multi-step content processing
Generate, transform, moderate, and persist outputs across several dependent steps without burying the flow in provider-specific code.
Where ProviderPlane fits
ProviderPlane is useful when model calls depend on each other and the flow needs to stay explicit, inspectable, and easy to change.
Fan-out across providers
Send one upstream result into multiple branches, compare or aggregate outputs, and keep the fan-out structure explicit in the workflow.
Provider fallback for reliability
Define provider chains and fail over without rewriting the application every time a model, provider, or quota strategy changes.
Approval-gated execution
Pause workflows for human approval, branch conditionally, and resume later when the business process is larger than one request cycle.
Long-running workflows
Support persisted workflows that can be resumed when orchestration needs to outlive a single request or process.
Moderation and post-processing chains
Generate outputs, normalize them, moderate them, and run follow-up steps without burying the flow in provider-specific plumbing.
Who this is for
Teams building real AI product features
You have multiple dependent model operations and do not want workflow logic smeared across route handlers and helpers.
Teams supporting more than one provider
You want the option to change provider strategy without rewriting application code everywhere.
Teams that need visibility and control
You care about visibility, persistence, exports, and explicit execution behavior because the workflow is part of the system, not a side effect.