# Parasail vs GMI Cloud

> Parasail rents other providers' GPUs; GMI Cloud owns its own in US and APAC data centers. Parasail leads on batch and Hugging Face freedom, GMI on multimodal catalog and residency.

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

## How they compare

Hardware ownership is the first split. GMI Cloud owns its NVIDIA hardware in Tier-4 data centers in Silicon Valley, Colorado, Taiwan, Thailand and Malaysia, and says its near bare-metal Cluster Engine recovers 10 to 15% of virtualization overhead. Parasail owns none. It aggregates GPUs from many providers, which keeps costs flexible but makes performance consistency depend on the hardware underneath. GMI can offer APAC data residency from in-country facilities. Parasail's compliance story is contractual instead, built on standard ZDR and SLA agreements.

Catalogs point at different buyers. GMI's Inference Engine offers 100+ models, including 50+ video, 25+ image and 15+ audio models from providers like Google Veo, Kling and ElevenLabs. Parasail runs any Hugging Face model, private repos included, and its batch tier costs half of serverless with a further 50% off cached tokens. GMI lets customers graduate to reserved H100 or H200 capacity on the same API. Parasail's reserved pricing is quote-only, though its commit-to-spend model draws down across any model or hardware.

## What each one does

### Parasail

Parasail calls itself the inference cloud for AI-native startups. Instead of owning data centers, it aggregates GPUs from many hardware providers and sells them through one OpenAI-compatible API. Customers choose serverless per-token endpoints, Elastic Endpoints that scale with traffic and bill only for tokens used, dedicated deployments with negotiated latency SLAs, or batch. Its commit-to-spend model lets one commitment draw down across any model or hardware.

### 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 Parasail for

- Cheap batch on any Hugging Face model
- Evals and embeddings at scale
- Flexible commitments without idle reserved GPUs

### Choose GMI Cloud for

- Asia-Pacific data residency
- Video, image and audio models on one API
- Reserved H200s on owned hardware

## At a glance

| Attribute | Parasail | GMI Cloud |
|---|---|---|
| Model access | Any Hugging Face model | Open and third-party models |
| Flagship models | GTE-Qwen2, Qwen3-VL-8B-Instruct | GLM-4.7-Flash, Google Veo |
| Speed | 600ms p99 real-time budget | Near bare-metal performance |
| Price | Per-parameter rates; batch 50% off | $0.07 in, $0.40 out (GLM-4.7-Flash) |
| Customization | Private Hugging Face repos | - |
| Deployment | Serverless, elastic, dedicated, batch | Shared, autoscaling, reserved GPUs |
| Long context | Varies by model | Varies by model |

## FAQ

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

Parasail rents other providers' GPUs; GMI Cloud owns its own in US and APAC data centers. Parasail leads on batch and Hugging Face freedom, GMI on multimodal catalog and residency.

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

Cheap batch on any Hugging Face model; Evals and embeddings at scale; Flexible commitments without idle reserved GPUs.

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

Asia-Pacific data residency; Video, image and audio models on one API; Reserved H200s on owned hardware.

### Is Parasail or GMI Cloud cheaper?

Parasail: Per-parameter rates; batch 50% off. GMI Cloud: $0.07 in, $0.40 out (GLM-4.7-Flash). The cheaper choice depends on the model and workload.

### Which has more context, Parasail or GMI Cloud?

Parasail: Varies by model. GMI Cloud: Varies by model.

## Running long-horizon agents?

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

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