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GLM-4.6 vs GPT-6 Sol

GPT-6 Sol leads the LLM Stats Score 49.4 to 29.0. GLM-4.6 is 4.6x cheaper per token.

Zhipu AI · OpenAI · Updated for 2026

Which is better?

GPT-6 Sol leads the overall LLM Stats Score 49.4 to 29.0, ranking #21 overall.

On price, GLM-4.6 is roughly 4.6x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-6 Sol 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-4.6

  • cost matters — it's about 4.6x cheaper per token
  • you need open weights you can self-host or fine-tune

Choose GPT-6 Sol

  • overall performance matters — it scores 49.4 and ranks #21 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
29.0
#137
49.4
#21
28.9
#129
45.6
#29
14.8
#137
35.8
#25
9.2
#131
36.7
#15
Cost, coverage & limits
Benchmark wins
Input price
$0.50 / M
$2.00 / M
Output price
$2.00 / M
$10.00 / M
Context window
202,752
1,050,000

Individual benchmarks

7 reported for GLM-4.6 · 5 for GPT-6 Sol

No common benchmarks found

GLM-4.6 and GPT-6 Soldon'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-4.6 costs less

For input processing, GLM-4.6 ($0.50/1M tokens) is 4.0x cheaper than GPT-6 Sol ($2.00/1M tokens).

For output processing, GLM-4.6 ($2.00/1M tokens) is 5.0x cheaper than GPT-6 Sol ($10.00/1M tokens).

In conclusion, GPT-6 Sol is more expensive than GLM-4.6.*

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

Lowest available price from all providers
Tue Sep 22 2026 • llm-stats.com
Zhipu AI
GLM-4.6
Input tokens$0.50
Output tokens$2.00
Best providerDeepinfra
OpenAI
GPT-6 Sol
Input tokens$2.00
Output tokens$10.00
Best providerOpenAI
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

GPT-6 Sol accepts 1,050,000 input tokens compared to GLM-4.6's 202,752 tokens. GLM-4.6 can generate longer responses up to 202,752 tokens, while GPT-6 Sol is limited to 128,000 tokens.

Zhipu AI
GLM-4.6
Input202,752 tokens
Output202,752 tokens
OpenAI
GPT-6 Sol
Input1,050,000 tokens
Output128,000 tokens
Tue Sep 22 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both GLM-4.6 and GPT-6 Sol support multimodal inputs.

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

GLM-4.6

Text
Images
Audio
Video

GPT-6 Sol

Text
Images
Audio
Video

License

Usage and distribution terms

GLM-4.6 is licensed under MIT, while GPT-6 Sol uses a proprietary license.

License differences may affect how you can use these models in commercial or open-source projects.

GLM-4.6

MIT

Open weights

GPT-6 Sol

Proprietary

Closed source

Release Timeline

When each model was launched

GLM-4.6 was released on 2025-09-30, while GPT-6 Sol was released on 2026-09-22.

GPT-6 Sol is 12 months newer than GLM-4.6.

GLM-4.6

Sep 30, 2025

11 months ago

GPT-6 Sol

Sep 22, 2026

0 days ago

11mo newer

Knowledge Cutoff

When training data ends

GPT-6 Sol has a documented knowledge cutoff of 2026-04-20, while GLM-4.6's cutoff date is not specified.

We can confirm GPT-6 Sol's training data extends to 2026-04-20, but cannot make a direct comparison without GLM-4.6's cutoff date.

GLM-4.6

GPT-6 Sol

Apr 2026

Provider Availability

GLM-4.6 is available from DeepInfra, Fireworks. GPT-6 Sol is available from OpenAI.

GLM-4.6

deepinfra logo
Deepinfra
Input Price:Input: $0.50/1MOutput Price:Output: $2.00/1M
fireworks logo
Fireworks
Input Price:Input: $0.55/1MOutput Price:Output: $2.19/1M

GPT-6 Sol

openai logo
OpenAI
Input Price:Input: $2.00/1MOutput Price:Output: $10.00/1M
* 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-4.6 and GPT-6 Sol side-by-side, then vote on the output you prefer.

GLM-4.6
✓ Preferred
GPT-6 Sol
Open in Playground

FAQ

Common questions about GLM-4.6 vs GPT-6 Sol.

Which is better, GLM-4.6 or GPT-6 Sol?

GPT-6 Sol leads the LLM Stats Score 49.4 to 29.0. GLM-4.6 is made by Zhipu AI and GPT-6 Sol 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-4.6 compare to GPT-6 Sol in benchmarks?

GLM-4.6 scores AIME 2025: 93.9%, LiveCodeBench v6: 82.8%, GPQA: 81.0%, SWE-Bench Verified: 68.0%, BrowseComp: 45.1%. GPT-6 Sol scores DeepSWE 1.1: 68.8%, OSWorld 2.0: 64.4%, Agents' Last Exam: 56.4%, FrontierCode 1.1: 49.3%, AutomationBench v1.0.6: 33.2%.

Is GLM-4.6 cheaper than GPT-6 Sol?

GLM-4.6 is 4.0x cheaper for input tokens. GLM-4.6 costs $0.50/M input and $2.00/M output via deepinfra. GPT-6 Sol costs $2.00/M input and $10.00/M output via openai.

What are the context window sizes for GLM-4.6 and GPT-6 Sol?

GLM-4.6 supports 203K tokens and GPT-6 Sol 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-4.6 and GPT-6 Sol?

Key differences include LLM Stats Score (29.0 vs 49.4), context window (203K vs 1.1M), input pricing ($0.50 vs $2.00/M), licensing (MIT vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes GLM-4.6 and GPT-6 Sol?

GLM-4.6 is developed by Zhipu AI and GPT-6 Sol is developed by OpenAI.