One gateway for AI models and multimodal tasks

One OpenAI-compatible gateway can cover chat, embeddings, rerank, image, and audio without making you juggle a bunch of separate SDKs, and this post uses ChinaLLM as a concrete example of how that setup works in practice.

Quick walkthrough of using a single OpenAI-style gateway (ChinaLLM) to route the same chat/embeddings/rerank/image/audio API calls to different model providers without.

That “one OpenAI-style gateway for everything” sounds nice until you hit the annoying mismatch stuff — like embeddings dimension differences, or rerank score scales changing between providers and quietly breaking your thresholds. I found a related kirupa. com article that can help you go deeper into this topic: