# Highreso (Japan) — request to be listed as an Inference Provider

> Source: <https://discuss.huggingface.co/t/highreso-japan-request-to-be-listed-as-an-inference-provider/190926#post_1>
> Published: 2026-10-23 01:07:51+00:00

Subject: Highreso (Japan) — request to be listed as an Inference Provider

Hi Hugging Face Inference Providers team,

I’m writing on behalf of Highreso Co., Ltd., a GPU cloud operator based in Japan (data centers in Kagawa and Saga). We would like to be listed as an Inference Provider on the Hub.

What we offer: an OpenAI-compatible chat completions API at `https://api.highreso.ai/hf/v1` (streaming, tool calling, structured output), served on Highreso-owned NVIDIA B200 clusters located in Japan. All data stays in Japan. Initial models: zai-org/GLM-5.3 (FP8) and Qwen/Qwen3-8B, with moonshotai/Kimi-K3 to follow. Measured single-user speed on our B200 nodes: GLM-5.3 108 to 149 tokens/s (p50) at 4 to 8 concurrent users. We list at the standard provider prices shown on the Hub. We expose a per-request Inference-Id header, a billing endpoint (`POST /hf/v1/billing`) that returns cost in nano-USD per request ID, and pricing plus context_length on `/hf/v1/models`.

Status: PRs for huggingface.js (provider “highreso”) and huggingface_hub are open:

Hub organization: highreso-jp (Team plan). Company site: `highreso.jp`. Contact: [inference@highreso.co.jp](mailto:inference@highreso.co.jp)

Could you enable our organization server-side so we can register model mappings via `/api/partners/highreso/models`? Happy to provide a test key for your validation runs.

Thank you,

Highreso Co., Ltd.