# Cerebras vs GMI Cloud

> GMI Cloud owns NVIDIA GPUs across APAC and serves 100+ text and media models. Cerebras owns wafer-scale chips and serves two models very fast.

Canonical: https://www.subconscious.dev/compare/cerebras-vs-gmi-cloud · By The Subconscious Team · Updated September 30, 2026

## How they compare

Both own their hardware, and the hardware says a lot. GMI Cloud is an NVIDIA Cloud Partner running H100, H200 and B200 in Tier-4 data centers in the US, Taiwan, Thailand and Malaysia. Its Inference Engine serves 100+ models, including 45+ LLMs and 50+ video models like Google Veo and Kling, with GLM-4.7-Flash at $0.07 in and $0.40 out. Cerebras runs its own wafer-scale chip and serves GPT-OSS 120B near 3,000 tokens per second at $0.35 in and $0.75 out, with Gemma 4 31B the only other shared model as of August 2026.

GMI wins on multimodal breadth, APAC data residency and a path from shared endpoints to reserved H100 or H200 capacity on one API. It has less developer mindshare and third-party benchmarking than US peers, so its claims need testing. Cerebras wins on raw generation speed and has a wafer-scale route to OpenAI's Ultrafast GPT-5.6 Sol preview. Pick GMI for in-region Asian workloads or apps mixing LLMs and video. Pick Cerebras for voice and streaming, where every token's arrival counts.

## What each one does

### Cerebras

Cerebras builds a single chip the size of a silicon wafer, and its inference cloud is the fastest public host on the models it serves. Its developer table lists GPT-OSS 120B near 3,000 tokens per second, about six times Groq on the same weights, at $0.35 in and $0.75 out per million. The public shared catalog is thin, just GPT-OSS 120B and Gemma 4 31B as of August 2026. More model families live on dedicated endpoints and through partners like OpenRouter, Hugging Face, Vercel and AWS Marketplace.

### GMI Cloud

GMI Cloud is a vertically integrated GPU cloud and inference platform that owns its NVIDIA hardware. It runs Tier-4 data centers in Silicon Valley, Colorado, Taiwan, Thailand and Malaysia, and as an NVIDIA Cloud Partner it gets priority access to H100, H200 and B200 supply. The company pivoted from crypto mining into AI, which gave it experience standing up high-density power and cooling fast. An $82M Series A came from Headline, Wistron and Thai energy group Banpu.

## Which is best, and when

### Choose Cerebras for

- The fastest published tokens per second on GPT-OSS 120B
- Voice and live autocomplete
- Long streamed outputs

### Choose GMI Cloud for

- APAC data residency in Taiwan, Thailand or Malaysia
- LLMs plus video, image and audio models on one API
- Reserved H100 or H200 capacity on owned hardware

## At a glance

| Attribute | Cerebras | GMI Cloud |
|---|---|---|
| Model access | Open weights | Open and third-party models |
| Flagship models | GPT-OSS 120B, Gemma 4 31B | GLM-4.7-Flash, Google Veo |
| Speed | ~3,000 tok/s on GPT-OSS 120B | Near bare-metal performance |
| Price | $0.35 in, $0.75 out (GPT-OSS 120B) | $0.07 in, $0.40 out (GLM-4.7-Flash) |
| Customization | - | - |
| Deployment | Shared API, dedicated, partners | Shared, autoscaling, reserved GPUs |
| Long context | - | Varies by model |

## FAQ

### What is the difference between Cerebras and GMI Cloud?

GMI Cloud owns NVIDIA GPUs across APAC and serves 100+ text and media models. Cerebras owns wafer-scale chips and serves two models very fast.

### When should I choose Cerebras over GMI Cloud?

The fastest published tokens per second on GPT-OSS 120B; Voice and live autocomplete; Long streamed outputs.

### When should I choose GMI Cloud over Cerebras?

APAC data residency in Taiwan, Thailand or Malaysia; LLMs plus video, image and audio models on one API; Reserved H100 or H200 capacity on owned hardware.

### Is Cerebras or GMI Cloud cheaper?

Cerebras: $0.35 in, $0.75 out (GPT-OSS 120B). GMI Cloud: $0.07 in, $0.40 out (GLM-4.7-Flash). The cheaper choice depends on the model and workload.

## Running long-horizon agents?

If your agents run past 200K tokens, compare both against Subconscious: [Subconscious vs Cerebras](https://www.subconscious.dev/compare/subconscious-vs-cerebras.md), [Subconscious vs GMI Cloud](https://www.subconscious.dev/compare/subconscious-vs-gmi-cloud.md).

Full profiles: [Cerebras](https://www.subconscious.dev/providers/cerebras.md), [GMI Cloud](https://www.subconscious.dev/providers/gmi-cloud.md).