Z.ai · Open weights
GLM 5 Turbo
Fast GLM 5 Turbo variant from Z-AI for general chat, coding, and tool use.
- Tools
- Structured output
- Input
- Text
- Output
- Text
- Discovery tier
- Open weights
Pricing
USD per 1M tokens- Input
- $1.20
- Output
- $4.00
- Cache read
- $0.24
Reference prices as published by the model provider. API example
Specifications
- Context window
- 202.8K
- Max output
- 131.1K
- Average output (7 days)
- 557 tokens
- Longer than 52% of 465 models
Side by side
GLM 5 Turbo compared
Specifications, prices, speed and benchmark scores next to each other. Benchmarks below show every compared model too.
| GLM 5 TurboZ.aiThis model | Claude 4.6 OpusAnthropicRemove | |
|---|---|---|
| Provider | Z.ai | Anthropic |
| Discovery tier | Open weights | Frontier |
| Added | Mar 15, 2026 | Feb 5, 2026 |
| Limits | ||
| Context window | 202.8K | 1MBest |
| Max output | 131.07KBest | 128K |
| Average output | 557 tokens | 1.4K tokens |
| Pricing, USD per 1M tokens | ||
| Input | $1.20Best | $5.00 |
| Output | $4.00Best | $25.00 |
| Cache read | $0.24Best | $0.50 |
| Performance | ||
| Throughput | — | 45.7 tok/s |
| Time to first token | — | 2.8 s |
| Request success (24h) | 100.0% | 100.0% |
| Benchmark indexes | ||
| Intelligence Index | 26.6Best | 26.4 |
| Capabilities | ||
| Reasoning | No | Yes |
| Tools | Yes | Yes |
| Vision | No | Yes |
| Structured output | Yes | Yes |
| PDF input | No | Yes |
| Reasoning effort | — | low, medium, high, xhigh, max |
Public evaluations
Benchmarks
Independent evaluation results, with how each score ranks among the models in the Noumen catalog.
- GLM 5 Turbo
- Claude 4.6 Opus
Intelligence Index
- GLM 5 Turbo26.6
- Claude 4.6 Opus26.4
GLM 5 Turbo: Better than 67% of 326 scored models
Document reasoning
AA-LCRv1.1
Reasoning across long documents
- GLM 5 Turbo: 71.7%Top
- Claude 4.6 Opus: 67.0%
Reasoning and knowledge
Humanity’s Last Exam
Expert-level questions across academic fields
- GLM 5 Turbo: 27.8%Top
- Claude 4.6 Opus: 19.1%
GPQA Diamond
Graduate-level science questions
- GLM 5 Turbo: 84.7%Top
- Claude 4.6 Opus: 84.0%
IFBench
Following precise output instructions
- GLM 5 Turbo: 73.2%Top
- Claude 4.6 Opus: 44.6%
Legacy evaluations
Terminal-Bench Hard
Earlier terminal task suite
- GLM 5 Turbo: 33.3%
- Claude 4.6 Opus: 48.5%Top
τ²-Bench Telecom
Tool use in a customer-support simulation
- GLM 5 Turbo: 98.5%Top
- Claude 4.6 Opus: 84.8%
AA-LCR (unversioned)
Long-context reasoning, earlier grading
- GLM 5 Turbo: 71.7%Top
- Claude 4.6 Opus: 67.0%
Scores from Artificial Analysis, updated Oct 26, 2026. Artificial Analysis
- GLM 5 Turbo
- Claude 4.6 Opus
| Leaderboard | GLM 5 Turbo | Claude 4.6 Opus |
|---|---|---|
| Combined | Not in top 20 | #12 · 14.6% |
Ranks among Noumen catalog models on Combined leaderboards. Only top-20 placements are listed.
- GLM 5 Turbo
- Claude 4.6 Opus
| Leaderboard | GLM 5 Turbo | Claude 4.6 Opus |
|---|---|---|
| Creative writing | Not in top 20 | #14 · 25.5% |
| Coding | Not in top 20 | #11 · 24.4% |
| Math | Not in top 20 | #6 · 28.9% |
Ranks among Noumen catalog models on Use cases leaderboards. Only top-20 placements are listed.
- GLM 5 Turbo
- Claude 4.6 Opus
| Leaderboard | GLM 5 Turbo | Claude 4.6 Opus |
|---|---|---|
| Overall | Not in top 20 | #6 · 1502.9 |
| Coding | Not in top 20 | #5 · 1547.2 |
| Math | Not in top 20 | #6 · 1516.6 |
| Longer Query | Not in top 20 | #4 · 1521.3 |
| Creative Writing | Not in top 20 | #4 · 1499.5 |
| Instruction Following | Not in top 20 | #3 · 1510.9 |
| Hard Prompts | Not in top 20 | #3 · 1530.3 |
| Chinese | Not in top 20 | #5 · 1550.6 |
| English | Not in top 20 | #4 · 1512.9 |
| Exclude Ties | Not in top 20 | #6 · 1521.9 |
| Expert | Not in top 20 | #2 · 1544.2 |
| French | Not in top 20 | #11 · 1509.2 |
| German | Not in top 20 | #4 · 1507.1 |
| Hard Prompts English | Not in top 20 | #3 · 1534.4 |
| Industry Business And Management And Financial Operations | Not in top 20 | #6 · 1499.5 |
| Industry Entertainment And Sports And Media | Not in top 20 | #4 · 1491.1 |
| Industry Legal And Government | Not in top 20 | #6 · 1509.4 |
| Industry Life And Physical And Social Science | Not in top 20 | #2 · 1527.2 |
| Industry Mathematical | Not in top 20 | #5 · 1524.4 |
| Industry Medicine And Healthcare | Not in top 20 | #5 · 1516.4 |
| Industry Software And It Services | Not in top 20 | #5 · 1537.2 |
| Industry Writing And Literature And Language | Not in top 20 | #5 · 1499.5 |
| Japanese | Not in top 20 | #9 · 1498.9 |
| Korean | Not in top 20 | #12 · 1462.7 |
| Multi Turn | Not in top 20 | #4 · 1516.3 |
| Non English | Not in top 20 | #7 · 1488.5 |
| Polish | Not in top 20 | #7 · 1501.9 |
| Russian | Not in top 20 | #8 · 1505.2 |
| Spanish | Not in top 20 | #4 · 1498.3 |
| Vision Style Control Overall | Not in top 20 | #2 · 1299.1 |
| Vision Style Control · Chinese | Not in top 20 | #6 · 1352.2 |
| Vision Style Control · Creative Writing Vision | Not in top 20 | #3 · 1308.7 |
| Vision Style Control · Diagram | Not in top 20 | #4 · 1330.9 |
| Vision Style Control · English | Not in top 20 | #3 · 1301.2 |
| Vision Style Control · Entity Recognition | Not in top 20 | #8 · 1236.6 |
| Vision Style Control · Homework | Not in top 20 | #12 · 1324.9 |
| Vision Style Control · Humor | Not in top 20 | #4 · 1297.1 |
| Vision Style Control · Ocr | Not in top 20 | #4 · 1313.6 |
| Document Overall | Not in top 20 | #3 · 1507.3 |
| Document Style Control Overall | Not in top 20 | #2 · 1495.3 |
Ranks among Noumen catalog models on LMArena leaderboards. Only top-20 placements are listed.LMArena
- GLM 5 Turbo
- Claude 4.6 Opus
| Leaderboard | GLM 5 Turbo | Claude 4.6 Opus |
|---|---|---|
| SWE-bench Verified | Not in top 20 | #2 · 78.7% |
Ranks among Noumen catalog models on Epoch AI leaderboards. Only top-20 placements are listed.Epoch AI
- GLM 5 Turbo
- Claude 4.6 Opus
| Leaderboard | GLM 5 Turbo | Claude 4.6 Opus |
|---|---|---|
| ARC-AGI-1 | Not in top 20 | #20 · 94.0% |
Ranks among Noumen catalog models on ARC Prize leaderboards. Only top-20 placements are listed.ARC Prize
- GLM 5 Turbo
- Claude 4.6 Opus
| Leaderboard | GLM 5 Turbo | Claude 4.6 Opus |
|---|---|---|
| EQ-Bench 4 | Not in top 20 | #16 · 1213 |
| EQ-Bench 3 | Not in top 20 | #4 · 1712 |
Ranks among Noumen catalog models on EQ-Bench leaderboards. Only top-20 placements are listed.EQ-Bench
- GLM 5 Turbo
- Claude 4.6 Opus
| Leaderboard | GLM 5 Turbo | Claude 4.6 Opus |
|---|---|---|
| Data Visualization | Not in top 20 | #20 · 1279 |
| Agentic Game Dev | Not in top 20 | #9 · 1163 |
| Web Apps | Not in top 20 | #18 · 1207 |
| Full Stack | Not in top 20 | #13 · 1221 |
| Native Apps | Not in top 20 | #11 · 1196 |
| Mobile Apps | Not in top 20 | #15 · 1208 |
Ranks among Noumen catalog models on Design Arena leaderboards. Only top-20 placements are listed.Design Arena
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.
- Prompt cache hits
- 31.9%
- About $0.89 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-5-turbo",
"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-5-turbo",
messages=[{"role": "user", "content": "Explain this stack trace."}],
)
print(reply.choices[0].message.content)Z.ai
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