GLM 5.3
By Z.ai. 753.3 billion parameters, a context window of 1,310,720 tokens and the licence other.
Facts
- Released
- 2026-08-25 the day the repository was first published on Hugging Face Hugging Face, read
- Licence
- other the licence the model card declares Hugging Face, read
- Open weights
- Yes the weights are published in this Hugging Face repository Hugging Face, read
- Parameters
- 753.3 billion counted from the safetensors weight files Hugging Face, read
- Active parameters
- 51.2 billion estimate estimated from the expert counts and sizes in the configuration model configuration, read
- Knowledge cutoff
- Unknown
- Context window
- 1,048,576 tokens the maximum position embeddings in the model configuration model configuration, read
- 1,310,720 tokens the context length OpenRouter lists OpenRouter, read
- Longest output
- 943,717 tokens the largest output OpenRouter's first provider allows OpenRouter, read
- Tool calling
- Yes OpenRouter lists tools among the supported parameters OpenRouter, read
- Structured output
- Yes OpenRouter lists structured outputs among the supported parameters OpenRouter, read
- Reasoning controls
- Yes OpenRouter lists reasoning controls, with the efforts max, high, low OpenRouter, read
- Inputs and outputs
- text in, text out Hugging Face, read
- Good for
- Reasoning: OpenRouter lists reasoning controls for it OpenRouter, read
Prices
| Provider | Input | Output | Context | As of | Source |
|---|---|---|---|---|---|
| Baidu through OpenRouter | 0.561 USD | 1.76 USD | 1,048,576 | OpenRouter endpoints, read | |
| Baidu through OpenRouter | 0.561 USD | 1.76 USD | 1,048,576 | OpenRouter endpoints, read | |
| DeepInfra through OpenRouter | 0.562 USD | 2.50 USD | 1,048,576 | OpenRouter endpoints, read | |
| DeepInfra through OpenRouter | 0.562 USD | 2.50 USD | 1,048,576 | OpenRouter endpoints, read | |
| Morph through OpenRouter | 0.654 USD | 2.06 USD | 1,048,576 | OpenRouter endpoints, read | |
| Morph through OpenRouter | 0.654 USD | 2.06 USD | 1,048,576 | OpenRouter endpoints, read | |
| InferenceNet through OpenRouter | 0.684 USD | 2.28 USD | 1,048,576 | OpenRouter endpoints, read | |
| InferenceNet through OpenRouter | 0.684 USD | 2.28 USD | 1,048,576 | OpenRouter endpoints, read | |
| Reka through OpenRouter | 0.760 USD | 2.57 USD | 262,144 | OpenRouter endpoints, read | |
| Reka through OpenRouter | 0.760 USD | 2.57 USD | 262,144 | OpenRouter endpoints, read | |
| Sail Research through OpenRouter | 0.770 USD | 4.00 USD | 1,048,576 | OpenRouter endpoints, read | |
| Sail Research through OpenRouter | 0.770 USD | 4.00 USD | 1,048,576 | OpenRouter endpoints, read | |
| Io Net through OpenRouter | 0.780 USD | 2.62 USD | 262,124 | OpenRouter endpoints, read | |
| Io Net through OpenRouter | 0.780 USD | 2.62 USD | 262,124 | OpenRouter endpoints, read | |
| Novita through OpenRouter | 0.783 USD | 2.46 USD | 1,048,576 | OpenRouter endpoints, read | |
| Novita through OpenRouter | 0.783 USD | 2.46 USD | 1,048,576 | OpenRouter endpoints, read | |
| Inceptron through OpenRouter | 0.786 USD | 2.65 USD | 1,048,576 | OpenRouter endpoints, read | |
| Inceptron through OpenRouter | 0.786 USD | 2.65 USD | 1,048,576 | OpenRouter endpoints, read | |
| Phala through OpenRouter | 0.840 USD | 2.64 USD | 1,048,576 | OpenRouter endpoints, read | |
| Phala through OpenRouter | 0.840 USD | 2.64 USD | 1,048,576 | OpenRouter endpoints, read | |
| Deep Infra direct | 0.900 USD | 4.00 USD | 1,048,576 | older than 30 days; check the provider | models.dev, read |
| DigitalOcean through OpenRouter | 0.910 USD | 2.86 USD | 1,048,576 | OpenRouter endpoints, read | |
| DigitalOcean through OpenRouter | 0.910 USD | 2.86 USD | 1,048,576 | OpenRouter endpoints, read | |
| GMICloud through OpenRouter | 0.980 USD | 3.08 USD | 1,048,576 | OpenRouter endpoints, read | |
| GMICloud through OpenRouter | 0.980 USD | 3.08 USD | 1,048,576 | OpenRouter endpoints, read | |
| ai& direct | 1.00 USD | 4.00 USD | 1,048,576 | older than 30 days; check the provider | models.dev, read |
| Makora through OpenRouter | 1.05 USD | 4.20 USD | 980,000 | OpenRouter endpoints, read | |
| Makora through OpenRouter | 1.05 USD | 4.20 USD | 980,000 | OpenRouter endpoints, read | |
| SiliconFlow through OpenRouter | 1.12 USD | 3.52 USD | 1,048,576 | OpenRouter endpoints, read | |
| SiliconFlow through OpenRouter | 1.12 USD | 3.52 USD | 1,048,576 | OpenRouter endpoints, read | |
| Alibaba through OpenRouter | 1.19 USD | 3.74 USD | 1,000,000 | OpenRouter endpoints, read | |
| Alibaba through OpenRouter | 1.19 USD | 3.74 USD | 1,000,000 | OpenRouter endpoints, read | |
| Decart through OpenRouter | 1.19 USD | 3.74 USD | 1,048,576 | OpenRouter endpoints, read | |
| Decart through OpenRouter | 1.19 USD | 3.74 USD | 1,048,576 | OpenRouter endpoints, read | |
| Sail Research through OpenRouter | 1.21 USD | 3.87 USD | 1,048,576 | OpenRouter endpoints, read | |
| Sail Research through OpenRouter | 1.21 USD | 3.87 USD | 1,048,576 | OpenRouter endpoints, read | |
| Friendli direct | 1.26 USD | 3.96 USD | 1,048,576 | older than 30 days; check the provider | models.dev, read |
| Friendli through OpenRouter | 1.26 USD | 3.96 USD | 1,048,576 | OpenRouter endpoints, read | |
| Friendli through OpenRouter | 1.26 USD | 3.96 USD | 1,048,576 | OpenRouter endpoints, read | |
| AkashML through OpenRouter | 1.30 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| AkashML through OpenRouter | 1.30 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| AtlasCloud through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| AtlasCloud through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| BaseTen through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| BaseTen through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| BaseTen through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| BaseTen through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| Baseten direct | 1.40 USD | 4.40 USD | 1,048,576 | older than 30 days; check the provider | models.dev, read |
| Cloudflare through OpenRouter | 1.40 USD | 4.40 USD | 1,310,720 | OpenRouter endpoints, read | |
| Cloudflare through OpenRouter | 1.40 USD | 4.40 USD | 1,310,720 | OpenRouter endpoints, read | |
| Crusoe through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| Crusoe through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| Fireworks through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| Fireworks through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| Hugging Face direct | 1.40 USD | 4.40 USD | 1,048,576 | older than 30 days; check the provider | models.dev, read |
| Mistral through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| Mistral through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| Modal through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| Modal through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| Nebius Token Factory direct | 1.40 USD | 4.40 USD | 1,024,000 | older than 30 days; check the provider | models.dev, read |
| Parasail through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| Parasail through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| PrimeIntellect through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| PrimeIntellect through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| SiliconFlow direct | 1.40 USD | 4.40 USD | 1,049,000 | older than 30 days; check the provider | models.dev, read |
| Together through OpenRouter | 1.40 USD | 4.40 USD | 1,048,575 | OpenRouter endpoints, read | |
| Together through OpenRouter | 1.40 USD | 4.40 USD | 1,048,575 | OpenRouter endpoints, read | |
| Together AI direct | 1.40 USD | 4.40 USD | 1,048,576 | older than 30 days; check the provider | models.dev, read |
| Venice through OpenRouter | 1.40 USD | 4.40 USD | 1,000,000 | OpenRouter endpoints, read | |
| Venice through OpenRouter | 1.40 USD | 4.40 USD | 1,000,000 | OpenRouter endpoints, read | |
| Wafer through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| Wafer through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| Wafer through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| Wafer through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| Z.AI through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| Z.AI through OpenRouter | 1.40 USD | 4.40 USD | 1,048,576 | OpenRouter endpoints, read | |
| BaseTen through OpenRouter | 2.10 USD | 6.60 USD | 1,048,576 | OpenRouter endpoints, read | |
| BaseTen through OpenRouter | 2.10 USD | 6.60 USD | 1,048,576 | OpenRouter endpoints, read | |
| BaseTen through OpenRouter | 2.10 USD | 6.60 USD | 1,048,576 | OpenRouter endpoints, read | |
| BaseTen through OpenRouter | 2.10 USD | 6.60 USD | 1,048,576 | OpenRouter endpoints, read | |
| Alibaba through OpenRouter | 2.80 USD | 8.80 USD | 1,000,000 | OpenRouter endpoints, read | |
| Alibaba through OpenRouter | 2.80 USD | 8.80 USD | 1,000,000 | OpenRouter endpoints, read |
Run it on your own hardware
Weights are the sizes of the files a source lists, or an estimate from the parameter count where none does. Memory is an estimate: weights plus KV cache plus 512 MiB and 5 percent of the weights for runtime buffers. Check it against your hardware.
| Quantization | Weights | Memory at 8,192 tokens | Memory at 32,768 tokens |
|---|---|---|---|
| UD-IQ1_S | 202 GiB | 213 GiB | 215 GiB |
| UD-IQ1_M | 213 GiB | 225 GiB | 227 GiB |
| UD-IQ2_M | 222 GiB | 234 GiB | 237 GiB |
| UD-Q2_K_XL | 236 GiB | 249 GiB | 252 GiB |
| UD-IQ3_XXS | 262 GiB | 277 GiB | 279 GiB |
| UD-Q3_K_XL | 319 GiB | 337 GiB | 339 GiB |
| UD-Q4_K_XL | 435 GiB | 458 GiB | 460 GiB |
| UD-Q5_K_XL | 524 GiB | 551 GiB | 553 GiB |
| UD-Q6_K_XL | 637 GiB | 670 GiB | 672 GiB |
| Q8_0 | 746 GiB | 785 GiB | 787 GiB |
| BF16 | 1,404 GiB | 1,476 GiB | 1,478 GiB |
Start it with a local runtime
- Ollama
ollama run hf.co/unsloth/GLM-5.3-GGUF:UD-IQ1_S - LM Studio
lms get unsloth/GLM-5.3-GGUF lms server start - llama.cpp server
llama-server -hf unsloth/GLM-5.3-GGUF:UD-IQ1_S --jinja - vLLM
vllm serve zai-org/GLM-5.3 - SGLang
sglang serve --model-path zai-org/GLM-5.3 --port 30000
Use it from your harness
Set up for ai& with the model zai-org/glm-5.3. Each endpoint page has the same setup for its own address.
OpenCode
Put this in opencode.json in your project folder:
{
"$schema": "https://opencode.ai/config.json",
"provider": {
"aiand": {
"npm": "@ai-sdk/openai-compatible",
"name": "ai&",
"options": {
"baseURL": "https://api.aiand.com/v1",
"apiKey": "{env:AIAND_API_KEY}"
},
"models": {
"zai-org/glm-5.3": {
"name": "GLM 5.3",
"limit": {
"context": 1310720,
"output": 943717
}
}
}
}
}
}- OpenCode reads any OpenAI-compatible address through the @ai-sdk/openai-compatible package, and an address that speaks the Responses API through @ai-sdk/openai.
From OpenCode documentation, read .
Pi
Put this in ~/.pi/agent/models.json:
{
"providers": {
"aiand": {
"baseUrl": "https://api.aiand.com/v1",
"api": "openai-completions",
"apiKey": "$AIAND_API_KEY",
"models": [
{
"id": "zai-org/glm-5.3"
}
]
}
}
}- The apiKey field can name an environment variable as $NAME.
From Pi documentation, read .
Codex
Codex speaks only the Responses API, and ai& documents no Responses address. A gateway that offers one can sit in between.
- Codex speaks the Responses API only: responses is the one supported wire API of a custom provider. Ollama and LM Studio are built in and start with --oss.
From Codex documentation, read .
Claude Code
Claude Code sends Anthropic Messages requests, and ai& documents no such address. A gateway that translates to that API can sit in between.
- Claude Code sends Anthropic Messages requests to ANTHROPIC_BASE_URL. Anthropic says it does not support routing Claude Code to models other than Claude through any gateway, so some features may not work with another model.
From Claude Code documentation, read .
Other ways to reach it
- Baseten, model
zai-org/GLM-5.3 - DeepInfra, model
zai-org/GLM-5.3 - Friendli, model
zai-org/GLM-5.3 - Hugging Face, model
zai-org/GLM-5.3 - Nebius Token Factory, model
zai-org/GLM-5.3 - SiliconFlow, model
zai-org/GLM-5.3 - Together AI, model
zai-org/GLM-5.3 - OpenRouter, model
z-ai/glm-5.3
Published results
These are results other people published. Baltor did not run them and does not rank models by them.
- Results the maker published on the model card published by zai-org Hugging Face, read
- Artificial Analysis Intelligence Index: 44.8 published by Artificial Analysis OpenRouter, read
- Artificial Analysis Coding Index: 74.8 published by Artificial Analysis OpenRouter, read
- Artificial Analysis Agentic Index: 53.1 published by Artificial Analysis OpenRouter, read
Sources of this page
Paid links
No link in this directory is a paid link or an ad, and no listing is paid for. The order and the contents of every list come from the sources named on this page.