Z.ai · Open weights
GLM 4.7 Original Thinking
GLM-4.7 original with extended thinking capabilities for complex reasoning.
- Reasoning
- Tools
- Structured output
- Input
- Text
- Output
- Text
- Discovery tier
- Open weights
Pricing
USD per 1M tokens- Input
- $0.40
- Output
- $1.93
- Cache read
- $0.0801
Reference prices as published by the model provider. API example
Specifications
- Context window
- 200K
- Max output
- 65.5K
- Average output (7 days)
- 1.9K tokens
- Longer than 90% of 465 models
Side by side
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Public evaluations
Benchmarks
Independent evaluation results, with how each score ranks among the models in the Noumen catalog.
Intelligence Index
22.2
Better than 53% of 326 scored models
Indexes
Coding Index
45.3Composite of the coding evaluations
Better than 38% of 168 scored models
Math Index
95.0Composite of the math evaluations
Better than 96% of 118 scored models
Agentic work
GDPval-AAv2.1
1,013 EloEconomically valuable occupational tasks, rated head to head
Better than 37% of 187 scored models
Document reasoning
AA-LCRv1.1
71.0%Reasoning across long documents
Better than 52% of 309 scored models
Reasoning and knowledge
Humanity’s Last Exam
27.4%Expert-level questions across academic fields
Better than 57% of 323 scored models
GPQA Diamond
85.9%Graduate-level science questions
Better than 63% of 291 scored models
MMLU-Pro
85.6%Multi-subject knowledge and reasoning
Better than 89% of 132 scored models
IFBench
67.9%Following precise output instructions
Better than 66% of 215 scored models
Coding
LiveCodeBench
89.4%Recent competitive programming problems
Better than 98% of 129 scored models
Math
AIME 2025
95.0%Competition mathematics, 2025 problems
Better than 96% of 118 scored models
Legacy evaluations
Terminal-Bench Hard
31.8%Earlier terminal task suite
Better than 58% of 212 scored models
τ²-Bench Telecom
95.9%Tool use in a customer-support simulation
Better than 90% of 214 scored models
AA-LCR (unversioned)
71.0%Long-context reasoning, earlier grading
Better than 52% of 309 scored models
Scores from Artificial Analysis, updated Oct 26, 2026. Artificial Analysis
Live routing data
Performance and reliability
Recent averages across requests routed for this model. Your own speed depends on prompt length, reasoning effort and load.
- Throughput
- 32.8 tok/s
- Faster than 22% of 250 models
- Time to first token
- 8.4 s
- Quicker than 14% of 250 models
- Prompt cache hits
- 39.7%
- About $0.27 per 1M input tokens with caching
- Request success (24h)
- 100.0%
- Reliable
Cache hits are the share of input tokens recently served from a prompt cache across all requests. They are not a forecast of your own hit rate.
- Healthy (98% or more)
- Degraded (90–98%)
- Down (under 90%)
- No requests
Developers
Use it through the API
Noumen’s API is OpenAI-compatible: any Chat Completions client works with a base URL and a key.
curl https://www.noumen.xyz/api/v1/chat/completions \
-H "Authorization: Bearer $NOUMEN_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "z-ai/glm-4.7-original:thinking",
"messages": [{ "role": "user", "content": "Explain this stack trace." }]
}'import os
from openai import OpenAI
client = OpenAI(base_url="https://www.noumen.xyz/api/v1", api_key=os.environ["NOUMEN_API_KEY"])
reply = client.chat.completions.create(
model="z-ai/glm-4.7-original:thinking",
messages=[{"role": "user", "content": "Explain this stack trace."}],
)
print(reply.choices[0].message.content)Z.ai
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