These developer platforms and inference runtimes mirror standard request and response formats, letting you swap backend providers without rewriting your client code. They handle core software workflows such as streaming chat completions, generating vector embeddings, and parsing structured data. When choosing an endpoint, evaluate time-to-first-token latency, strict adherence to tool-calling specifications, hosting control, and request throughput limits.

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