## Specs & substance

### Spec sheet

Developed by Z.AI  
Model family GLM  
Category flagship  
Modality Text  
Context window 1M tokens  
Architecture MoE + DSA  
Version 5.1  
License MIT  
Pricing $1.40 in $4.40 out · $0.26 cache  
Released Apr 2026  
Endpoint parasail-glm-51

Strong reasoning and coding model with a 1M context window at competitive pricing.

GLM-5.1 is part of the GLM family by Z.AI, categorized as a **flagship** model. It supports a 1M tokens context window and is built on a MoE + DSA architecture.

Key strengths: reasoning, coding, long-context. Parasail serves GLM-5.1 on a global fleet of current-gen GPUs behind a single OpenAI-compatible endpoint — with per-token pricing, no minimums, and dedicated capacity options when you need guaranteed throughput.

## Drop-in via the OpenAI SDK

Point any OpenAI-compatible chat client at Parasail and change the model name. That's it.

### Python

```python
from openai import OpenAI

client = OpenAI(
    api_key="YOUR_API_KEY",
    base_url="https://api.parasail.io/v1"
)

response = client.chat.completions.create(
    model="parasail-glm-51",
    messages=[\
        {"role": "user", "content": "Hello, what can you do?"}\
    ],
    stream=True,
    stream_options={"include_usage": True},
    top_p=1,
    max_tokens=1000,
    temperature=1
)

for chunk in response:
    if chunk.choices and chunk.choices[0].delta.content is not None:
        print(chunk.choices[0].delta.content, end="", flush=True)
```

### Bash

```bash
curl https://api.parasail.io/v1/chat/completions \
  -H "Authorization: Bearer $PARASAIL_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "parasail-glm-51",
    "messages": [{"role": "user", "content": "Hello, what can you do?"}],
    "stream": true,
    "max_tokens": 1000
  }'
```

## Explore the library

- **GLM-5.2**: Z.AI’s next-gen model for agentic engineering with sustained execution on long-horizon tasks. **$1.40/M in**  
- **GLM-5**: Z.AI’s open model for reasoning and agentic workflows. **$1.00/M in**  
- **MiniMax M3**: Highly efficient MoE model delivering strong reasoning at exceptionally low cost. **$0.30/M in**

## Run GLM-5.1 in the platform

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