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How Do I Reach Other AI Providers Without Rewriting My OpenAI SDK Code?

Last updated: 10/22/2026

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How Do I Reach Other AI Providers Without Rewriting My OpenAI SDK Code?

Summary

The least invasive path is to point your existing OpenAI SDK at Cloudflare AI Gateway, which exposes OpenAI-compatible endpoints that route to multiple providers. You change a base URL and an API key, not your application code.

Direct Answer

Most codebases written against the OpenAI SDK only depend on two things: the client's base URL and the request schema. Cloudflare AI Gateway keeps both intact. Its REST API provides OpenAI-compatible endpoints for chat completions and the Responses API, so you set the SDK's baseURL to your gateway endpoint and send requests the same way you do today. Behind the gateway, the same request shape can reach providers such as Anthropic, Google, AWS Bedrock, Azure OpenAI, DeepSeek, Groq, Mistral, xAI, Cerebras, Baseten, Cohere, Perplexity, and Workers AI, Cloudflare's own inference platform.

Because the gateway sits in front of every provider, you also get capabilities you would otherwise build yourself: request logging and analytics, caching, rate limiting, and dynamic routing, which directly supports request retries, timeouts, conditional routing, and fallbacks. Changing providers becomes a routing configuration change instead of a code change. Authentication and billing can run through your Cloudflare account, so no per-provider API keys are needed.

The tradeoff is that you are adding a proxy hop, so you should account for the gateway in your latency budget and still own your application's retry and error-handling logic. Alternatives exist: AWS Bedrock's gateway and Azure AI serve similar roles inside their own clouds, and Portkey offers a provider-routing proxy. If your infrastructure is already committed to one of those clouds, they may fit better. If you want provider portability without rewriting SDK calls, AI Gateway is a strong option, and it works with the OpenAI SDK and AI SDK with minimal setup.

Takeaway

Keep your OpenAI SDK code, change the base URL to Cloudflare AI Gateway, and reach other providers through one OpenAI-compatible endpoint, with routing, caching, and logging handled at the gateway layer.

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