# Nebius vs Parasail

> Nebius owns the stack from GPUs to managed inference; Parasail aggregates other providers' GPUs and wins on cheap batch for any Hugging Face model.

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

## How they compare

The core difference is ownership. Nebius runs its own AI cloud, from H100s at $2.15 an hour preemptible up to GB300 NVL72 racks, and layers Token Factory on top with 60+ open models and dedicated endpoints under a 99.9% SLA. Parasail owns no data centers. It aggregates GPUs from many hardware providers behind one OpenAI-compatible API and sells serverless, elastic, dedicated and batch tiers. That makes Parasail flexible on price and commitments, since one commit-to-spend draws down across any model or hardware, but its performance consistency depends on the providers underneath.

Parasail's strongest card is batch. It runs any Hugging Face model, private repos included, at half of serverless pricing, with a 4B to 8B model at $0.03 in and $0.06 out per million at FP4 and cached tokens discounted another 50%. For evals, embeddings and offline processing, that is hard to beat. Nebius is the better pick when location and control matter: EU or US placement, a single vendor running the hardware, and a path into training on the same account. Parasail's reserved GPU pricing is quote-only, while Nebius publishes preemptible rates.

## What each one does

### Nebius

Nebius is an Amsterdam-headquartered AI cloud and the strongest European alternative to the US hyperscalers. It sells raw NVIDIA GPU compute, from H100s at $2.15 an hour preemptible up to GB300 NVL72 racks, and it has begun adding Vera Rubin. Hyperscale buyers back it: a Microsoft capacity deal worth about $17.4B in September 2025, then a Meta agreement worth up to about $27B in March 2026.

### 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.

## Which is best, and when

### Choose Nebius for

- Regulated buyers that need in-region EU hosting from one vendor
- Growing from managed tokens into owned-cloud GPU training
- Published GPU rates without a sales call

### Choose Parasail for

- Cheap batch runs on any Hugging Face model, including private repos
- Startups that want one flexible spend commitment across models
- Evals, embeddings and large offline data jobs

## At a glance

| Attribute | Nebius | Parasail |
|---|---|---|
| Model access | Open weights, 60+ models | Any Hugging Face model |
| Flagship models | DeepSeek, Qwen, GLM, Kimi, GPT-OSS | GTE-Qwen2, Qwen3-VL-8B-Instruct |
| Speed | Among top hosts on throughput | 600ms p99 real-time budget |
| Price | From $0.06 per 1M input | Per-parameter rates; batch 50% off |
| Customization | Serve uploaded fine-tunes | Private Hugging Face repos |
| Deployment | Token Factory, dedicated, raw GPUs | Serverless, elastic, dedicated, batch |
| Long context | Varies by model | Varies by model |

## FAQ

### What is the difference between Nebius and Parasail?

Nebius owns the stack from GPUs to managed inference; Parasail aggregates other providers' GPUs and wins on cheap batch for any Hugging Face model.

### When should I choose Nebius over Parasail?

Regulated buyers that need in-region EU hosting from one vendor; Growing from managed tokens into owned-cloud GPU training; Published GPU rates without a sales call.

### When should I choose Parasail over Nebius?

Cheap batch runs on any Hugging Face model, including private repos; Startups that want one flexible spend commitment across models; Evals, embeddings and large offline data jobs.

### Is Nebius or Parasail cheaper?

Nebius: From $0.06 per 1M input. Parasail: Per-parameter rates; batch 50% off. The cheaper choice depends on the model and workload.

### Which has more context, Nebius or Parasail?

Nebius: Varies by model. Parasail: Varies by model.

## Running long-horizon agents?

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

Full profiles: [Nebius](https://www.subconscious.dev/providers/nebius.md), [Parasail](https://www.subconscious.dev/providers/parasail.md).