# Nebius vs Morph

> A general AI cloud against a specialist that applies coding-agent edits at 10,500+ tokens per second. Complements, not substitutes.

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

## How they compare

Morph does one step of a coding agent extremely fast. A frontier model writes only the changed lines, and Morph's 7B Fast Apply model merges them into the full file at 10,500+ tokens per second with up to 98% accuracy. It has since added repository search, context compaction and classification models. Nebius is a different kind of company: an AI cloud that serves 60+ general open models, hosts fine-tunes on dedicated endpoints and rents GPUs up to GB300 racks. Morph itself says it complements a main model rather than replacing a general inference provider.

So the realistic setup uses both. The main reasoning model, perhaps a DeepSeek, Qwen or Kimi model on Nebius, plans and writes edit snippets. Morph applies them, which Morph says cuts token usage about 40% against full-file rewrites and avoids brittle search-and-replace calls. Teams should still run tests or linting, since Morph's merge error rate sits at 2 to 4%. Choose Nebius for the model that thinks and for EU-hosted infrastructure. Add Morph when the file-editing step is slow or expensive.

## 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.

### Morph

Morph builds small, very fast specialist models that sit beside a big coding model inside an agent. Its flagship is Fast Apply. The frontier model writes only the changed lines with // ... existing code ... markers, and Morph merges them into the full file at 10,500+ tokens per second with up to 98% accuracy. It is the same idea behind Cursor's instant apply, offered as an OpenAI-compatible API.

## Which is best, and when

### Choose Nebius for

- Hosting the main open model that drives a coding agent
- EU or US placement for the agent's core inference
- Training or fine-tuning the agent's model on raw GPUs

### Choose Morph for

- Merging model edits into large files at 10,500+ tokens per second
- Cutting expensive output tokens versus full-file rewrites
- CI pipelines and sandboxes that edit code at volume

## At a glance

| Attribute | Nebius | Morph |
|---|---|---|
| Model access | Open weights, 60+ models | Specialist models |
| Flagship models | DeepSeek, Qwen, GLM, Kimi, GPT-OSS | morph-v3-fast, morph-v3-large |
| Speed | Among top hosts on throughput | 10,500+ tok/s Fast Apply |
| Price | From $0.06 per 1M input | ~40% fewer tokens than full rewrites |
| Customization | Serve uploaded fine-tunes | Fine-tuning offered |
| Deployment | Token Factory, dedicated, raw GPUs | OpenAI-compatible API |
| Long context | Varies by model | - |

## FAQ

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

A general AI cloud against a specialist that applies coding-agent edits at 10,500+ tokens per second. Complements, not substitutes.

### When should I choose Nebius over Morph?

Hosting the main open model that drives a coding agent; EU or US placement for the agent's core inference; Training or fine-tuning the agent's model on raw GPUs.

### When should I choose Morph over Nebius?

Merging model edits into large files at 10,500+ tokens per second; Cutting expensive output tokens versus full-file rewrites; CI pipelines and sandboxes that edit code at volume.

### Is Nebius or Morph cheaper?

Nebius: From $0.06 per 1M input. Morph: ~40% fewer tokens than full rewrites. 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 Nebius](https://www.subconscious.dev/compare/subconscious-vs-nebius.md), [Subconscious vs Morph](https://www.subconscious.dev/compare/subconscious-vs-morph.md).

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