# Mistral AI vs Morph

> Not true rivals: Morph's small models merge coding-agent edits at 10,500+ tokens per second, while Mistral supplies the general models that write the code.

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

## How they compare

Morph builds specialist models that sit beside a large coding model. Its Fast Apply takes the lines a frontier model changed and merges them into the full file at 10,500+ tokens per second with up to 98% accuracy, using a 7B model trained only on code merging. Morph says this cuts token usage by about 40% against full-file rewrites. It also offers WarpGrep for repository search, Compact for context compression and Reflex for classification. Mistral supplies the generalist. Medium 3.5 costs $1.50 in and $7.50 out per million tokens and scores 77.6% on SWE-Bench Verified by Mistral's count, while Codestral handles low-latency fill-in-the-middle completion at $0.30 in and $0.90 out with 128K context.

The natural setup combines them. A coding agent can plan and write edits on Medium 3.5, then hand the merge to Morph instead of asking Mistral to rewrite whole files, which saves output tokens, the priciest line on Medium 3.5's bill. Morph's 2 to 4% merge error rate still needs tests or linting before edits ship. On its own, Morph is a narrow tool rather than a general inference provider, though it serves chat endpoints and offers fine-tuning. Mistral brings 256K context, EU or US regions, Batch discounts and listings on Azure, Bedrock and Vertex AI. Choose Mistral for the reasoning, and add Morph when the file-editing step is the bottleneck.

## What each one does

### Mistral AI

Mistral AI is a Paris lab that sells its models through La Plateforme, its own API, and releases most of them as open weights. It consolidated the lineup in 2026. Mistral Medium 3.5, released April 28, is a dense 128B model that merges instruction following, reasoning and coding into one set of weights, and it replaced both Devstral 2 and the Magistral reasoning models. It costs $1.50 in and $7.50 out per million tokens and scores 77.6% on SWE-Bench Verified by Mistral's count. Mistral Small 4, a 119B mixture-of-experts model with 6.5B active, costs $0.15 in and $0.60 out. Mistral Large 3, a 675B MoE under Apache 2.0, runs $0.50 in and $1.50 out. All three carry a 256K context window.

### 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 Mistral AI for

- Writing and planning code changes
- Fill-in-the-middle completion with Codestral
- General chat, OCR and speech

### Choose Morph for

- Applying agent edits to large files fast
- Cutting frontier output tokens on edits
- Agentic repo search with WarpGrep

## At a glance

| Attribute | Mistral AI | Morph |
|---|---|---|
| Model access | Open weights, plus closed Codestral | Specialist models |
| Flagship models | Mistral Medium 3.5, Small 4, Large 3 | morph-v3-fast, morph-v3-large |
| Speed | - | 10,500+ tok/s Fast Apply |
| Price | $0.15–$1.50 in, $0.60–$7.50 out per 1M | ~40% fewer tokens than full rewrites |
| Customization | Forge (enterprise); fine-tuning API deprecated | Fine-tuning offered |
| Deployment | API, Azure, Bedrock, Vertex, self-host | OpenAI-compatible API |
| Long context | 256K | - |

## FAQ

### What is the difference between Mistral AI and Morph?

Not true rivals: Morph's small models merge coding-agent edits at 10,500+ tokens per second, while Mistral supplies the general models that write the code.

### When should I choose Mistral AI over Morph?

Writing and planning code changes; Fill-in-the-middle completion with Codestral; General chat, OCR and speech.

### When should I choose Morph over Mistral AI?

Applying agent edits to large files fast; Cutting frontier output tokens on edits; Agentic repo search with WarpGrep.

### Is Mistral AI or Morph cheaper?

Mistral AI: $0.15–$1.50 in, $0.60–$7.50 out per 1M. 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 Mistral AI](https://www.subconscious.dev/compare/subconscious-vs-mistral-ai.md), [Subconscious vs Morph](https://www.subconscious.dev/compare/subconscious-vs-morph.md).

Full profiles: [Mistral AI](https://www.subconscious.dev/providers/mistral-ai.md), [Morph](https://www.subconscious.dev/providers/morph.md).