# Morph vs Particle.AI

> Particle AI serves cheap Flash-class open models with 1M context. Morph applies code edits fast. One is the model, the other is a tool around it.

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

## How they compare

Particle AI and Morph are not alternatives. Particle is an early startup serving a few Flash-class open models through Vercel AI Gateway, like GLM 5.3 Flash at $0.10 in and $0.40 out and DeepSeek V4.1 Flash at $0.25 in and $1 out, all with 1M context and cache reads at $0.03 per million. Morph builds small specialist models for coding agents, led by Fast Apply, which merges a main model's edits into full files at 10,500+ tokens per second with up to 98% accuracy.

A budget coding agent could combine them: a cheap Flash model on Particle writes diffs, and Morph applies them, with WarpGrep handling repo search and Compact trimming context. Particle's weak spots are a tiny catalog, little track record and slow latency on some listings, like 3.5 seconds on DeepSeek V4.1 Flash, which Morph's fast apply step cannot fix. Morph's weak spot is that it only covers part of the job, and its 2 to 4% merge error rate calls for tests before edits ship.

## What each one does

### 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.

### Particle.AI

Particle AI is an early San Francisco infrastructure startup with a mission to make intelligence as cheap and abundant as electricity. The team works on post-training, inference optimization and distributed systems, all aimed at pushing down cost per unit of intelligence. It is still hiring its founding team and works fully in person. Public detail about funding and founders is thin as of this writing.

## Which is best, and when

### Choose Morph for

- Fast, accurate file edits in coding agents
- Fewer output tokens than full rewrites
- Agentic repo search with WarpGrep

### Choose Particle.AI for

- A cheap main model with 1M context
- High-volume calls on DeepSeek and GLM Flash
- A fallback route inside Vercel AI Gateway

## At a glance

| Attribute | Morph | Particle.AI |
|---|---|---|
| Model access | Specialist models | Open weights |
| Flagship models | morph-v3-fast, morph-v3-large | DeepSeek V4.1 Flash, GLM 5.3 Flash |
| Speed | 10,500+ tok/s Fast Apply | ~157 tok/s on DeepSeek V4.1 Flash |
| Price | ~40% fewer tokens than full rewrites | $0.10 in, $0.40 out (GLM 5.3 Flash) |
| Customization | Fine-tuning offered | - |
| Deployment | OpenAI-compatible API | Via Vercel AI Gateway |
| Long context | - | 1M |

## FAQ

### What is the difference between Morph and Particle.AI?

Particle AI serves cheap Flash-class open models with 1M context. Morph applies code edits fast. One is the model, the other is a tool around it.

### When should I choose Morph over Particle.AI?

Fast, accurate file edits in coding agents; Fewer output tokens than full rewrites; Agentic repo search with WarpGrep.

### When should I choose Particle.AI over Morph?

A cheap main model with 1M context; High-volume calls on DeepSeek and GLM Flash; A fallback route inside Vercel AI Gateway.

### Is Morph or Particle.AI cheaper?

Morph: ~40% fewer tokens than full rewrites. Particle.AI: $0.10 in, $0.40 out (GLM 5.3 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 Morph](https://www.subconscious.dev/compare/subconscious-vs-morph.md), [Subconscious vs Particle.AI](https://www.subconscious.dev/compare/subconscious-vs-particle-ai.md).

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