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GLM-5V-Turbo vs GPT-6 Astra

GPT-6 Astra leads the LLM Stats Score 60.3 to 30.4. GLM-5V-Turbo is 10.5x cheaper per token.

Zhipu AI · OpenAI · Updated for 2026

Which is better?

GPT-6 Astra leads the overall LLM Stats Score 60.3 to 30.4, ranking #1 overall.

On price, GLM-5V-Turbo is roughly 10.5x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-6 Astra also accepts a larger context window (1,050,000 input tokens), making it the stronger choice for long documents and large codebases.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose GLM-5V-Turbo

  • cost matters — it's about 10.5x cheaper per token

Choose GPT-6 Astra

  • overall performance matters — it scores 60.3 and ranks #1 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you process long inputs — it offers a 1,050,000 token context window
  • you want the most recent training data — it shipped Sep 2026

At a glance

The differences that matter most.

Core performance indexes
30.4
#117
60.3
#1
8.1
#276
58.2
#1
24.2
#71
48.5
#1
19.4
#63
46.4
#1
Cost, coverage & limits
Benchmark wins
Input price
$1.20 / M
$10.00 / M
Output price
$4.00 / M
$50.00 / M
Context window
200,000
1,050,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

2 shared
Index
GLM-5V-Turbo
GPT-6 Astra
20.8#65
41.7#1
21.7#62
39.0#2
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

19 reported for GLM-5V-Turbo · 22 for GPT-6 Astra

No common benchmarks found

GLM-5V-Turbo and GPT-6 Astradon't have any common benchmark datasets to compare. They may have been evaluated on different testing suites.

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

GLM-5V-Turbo costs less

For input processing, GLM-5V-Turbo ($1.20/1M tokens) is 8.3x cheaper than GPT-6 Astra ($10.00/1M tokens).

For output processing, GLM-5V-Turbo ($4.00/1M tokens) is 12.5x cheaper than GPT-6 Astra ($50.00/1M tokens).

In conclusion, GPT-6 Astra is more expensive than GLM-5V-Turbo.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Wed Sep 09 2026 • llm-stats.com
Zhipu AI
GLM-5V-Turbo
Input tokens$1.20
Output tokens$4.00
Best providerUnknown Organization
OpenAI
GPT-6 Astra
Input tokens$10.00
Output tokens$50.00
Best providerOpenAI
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

GPT-6 Astra accepts 1,050,000 input tokens compared to GLM-5V-Turbo's 200,000 tokens. Both models can generate responses up to 128,000 tokens.

Zhipu AI
GLM-5V-Turbo
Input200,000 tokens
Output128,000 tokens
OpenAI
GPT-6 Astra
Input1,050,000 tokens
Output128,000 tokens
Wed Sep 09 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both GLM-5V-Turbo and GPT-6 Astra support multimodal inputs.

They are both capable of processing various types of data, offering versatility in application.

GLM-5V-Turbo

Text
Images
Audio
Video

GPT-6 Astra

Text
Images
Audio
Video

License

Usage and distribution terms

Both models are licensed under proprietary licenses.

Both models have usage restrictions defined by their respective organizations.

GLM-5V-Turbo

Proprietary

Closed source

GPT-6 Astra

Proprietary

Closed source

Release Timeline

When each model was launched

GLM-5V-Turbo was released on 2026-04-02, while GPT-6 Astra was released on 2026-09-04.

GPT-6 Astra is 5 months newer than GLM-5V-Turbo.

GLM-5V-Turbo

Apr 2, 2026

5 months ago

GPT-6 Astra

Sep 4, 2026

5 days ago

5mo newer

Knowledge Cutoff

When training data ends

GPT-6 Astra has a documented knowledge cutoff of 2026-04-30, while GLM-5V-Turbo's cutoff date is not specified.

We can confirm GPT-6 Astra's training data extends to 2026-04-30, but cannot make a direct comparison without GLM-5V-Turbo's cutoff date.

GLM-5V-Turbo

GPT-6 Astra

Apr 2026

Provider Availability

GLM-5V-Turbo is available from ZAI. GPT-6 Astra is available from OpenAI.

GLM-5V-Turbo

z logo
Unknown Organization
Input Price:Input: $1.20/1MOutput Price:Output: $4.00/1M

GPT-6 Astra

openai logo
OpenAI
Input Price:Input: $10.00/1MOutput Price:Output: $50.00/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Judge for yourself.

Run your own prompts against GLM-5V-Turbo and GPT-6 Astra side-by-side, then vote on the output you prefer.

GLM-5V-Turbo
✓ Preferred
GPT-6 Astra
Open in Playground

FAQ

Common questions about GLM-5V-Turbo vs GPT-6 Astra.

Which is better, GLM-5V-Turbo or GPT-6 Astra?

GPT-6 Astra leads the LLM Stats Score 60.3 to 30.4. GLM-5V-Turbo is made by Zhipu AI and GPT-6 Astra is made by OpenAI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does GLM-5V-Turbo compare to GPT-6 Astra in benchmarks?

GLM-5V-Turbo scores Design2Code: 94.8%, Flame-VLM-Code: 93.8%, V*: 89.0%, WebVoyager: 88.5%, PinchBench: 80.7%. GPT-6 Astra scores ExploitBench: 100.0%, ARC-AGI-3: 99.9%, ARC-AGI: 98.5%, FrontierMath Tier 4 (v2): 97.6%, GPQA: 96.0%.

Is GLM-5V-Turbo cheaper than GPT-6 Astra?

GLM-5V-Turbo is 8.3x cheaper for input tokens. GLM-5V-Turbo costs $1.20/M input and $4.00/M output via z. GPT-6 Astra costs $10.00/M input and $50.00/M output via openai.

What are the context window sizes for GLM-5V-Turbo and GPT-6 Astra?

GLM-5V-Turbo supports 200K tokens and GPT-6 Astra supports 1.1M tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between GLM-5V-Turbo and GPT-6 Astra?

Key differences include LLM Stats Score (30.4 vs 60.3), context window (200K vs 1.1M), input pricing ($1.20 vs $10.00/M). See the full comparison above for benchmark-by-benchmark results.

Who makes GLM-5V-Turbo and GPT-6 Astra?

GLM-5V-Turbo is developed by Zhipu AI and GPT-6 Astra is developed by OpenAI.