Controls to set
- Maximum iterations
- Task timeout
- Model allowlist
- Key budget
- Tool permissions
- Human approval for side effects
Debug in layers
When a workflow fails, reproduce the underlying model request outside CrewAI before changing prompts, agents or tools at the same time.
Common questions
Is the API compatible with the OpenAI SDK?
The public gateway follows the OpenAI-compatible chat completions pattern. Confirm model-specific features in the live catalog and documentation before production rollout.
Where do model availability and prices come from?
Public model pages read the active catalog exposed by the service. A model is not presented as available merely because its name appears in an article.