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GPT-6 Sol vs Muse Glimmer-30B

GPT-6 Sol leads the LLM Stats Score 49.4 to 34.9. Muse Glimmer-30B is 7.6x cheaper per token.

OpenAI · Meta · Updated for 2026

Which is better?

GPT-6 Sol leads the overall LLM Stats Score 49.4 to 34.9, ranking #21 overall.

On price, Muse Glimmer-30B is roughly 7.6x 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 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

Choose Muse Glimmer-30B

  • cost matters — it's about 7.6x cheaper per token
  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Core performance indexes
49.4
#21
34.9
#96
45.6
#29
34.3
#94
35.8
#25
22.1
#88
36.7
#15
16.3
#84
Cost, coverage & limits
Benchmark wins
Input price
$2.00 / M
$0.30 / M
Output price
$10.00 / M
$1.20 / M
Context window
1,050,000
131,072

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
GPT-6 Sol
Muse Glimmer-30B
26.6#25
13.7#100
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

5 reported for GPT-6 Sol · 25 for Muse Glimmer-30B

No common benchmarks found

GPT-6 Sol and Muse Glimmer-30Bdon'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

Muse Glimmer-30B costs less

For input processing, GPT-6 Sol ($2.00/1M tokens) is 6.7x more expensive than Muse Glimmer-30B ($0.30/1M tokens).

For output processing, GPT-6 Sol ($10.00/1M tokens) is 8.3x more expensive than Muse Glimmer-30B ($1.20/1M tokens).

In conclusion, GPT-6 Sol is more expensive than Muse Glimmer-30B.*

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

Lowest available price from all providers
Wed Sep 23 2026 • llm-stats.com
OpenAI
GPT-6 Sol
Input tokens$2.00
Output tokens$10.00
Best providerOpenAI
Meta
Muse Glimmer-30B
Input tokens$0.30
Output tokens$1.20
Best providerDeepinfra
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 Muse Glimmer-30B's 131,072 tokens. Muse Glimmer-30B can generate longer responses up to 131,072 tokens, while GPT-6 Sol is limited to 128,000 tokens.

OpenAI
GPT-6 Sol
Input1,050,000 tokens
Output128,000 tokens
Meta
Muse Glimmer-30B
Input131,072 tokens
Output131,072 tokens
Wed Sep 23 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both GPT-6 Sol and Muse Glimmer-30B support multimodal inputs.

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

GPT-6 Sol

Text
Images
Audio
Video

Muse Glimmer-30B

Text
Images
Audio
Video

License

Usage and distribution terms

GPT-6 Sol is licensed under a proprietary license, while Muse Glimmer-30B uses Apache 2.0.

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

GPT-6 Sol

Proprietary

Closed source

Muse Glimmer-30B

Apache 2.0

Open weights

Release Timeline

When each model was launched

GPT-6 Sol was released on 2026-09-22, while Muse Glimmer-30B was released on 2026-08-10.

GPT-6 Sol is 1 month newer than Muse Glimmer-30B.

GPT-6 Sol

Sep 22, 2026

0 days ago

1mo newer
Muse Glimmer-30B

Aug 10, 2026

1 months ago

Knowledge Cutoff

When training data ends

GPT-6 Sol has a knowledge cutoff of 2026-04-20, while Muse Glimmer-30B has a cutoff of 2026-01-04.

GPT-6 Sol has more recent training data (up to 2026-04-20), making it potentially better informed about events through that date compared to Muse Glimmer-30B (2026-01-04).

GPT-6 Sol

Apr 2026

3 mo newer
Muse Glimmer-30B

Jan 2026

Provider Availability

GPT-6 Sol is available from OpenAI. Muse Glimmer-30B is available from DeepInfra.

GPT-6 Sol

openai logo
OpenAI
Input Price:Input: $2.00/1MOutput Price:Output: $10.00/1M

Muse Glimmer-30B

deepinfra logo
Deepinfra
Input Price:Input: $0.30/1MOutput Price:Output: $1.20/1M
* 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 GPT-6 Sol and Muse Glimmer-30B side-by-side, then vote on the output you prefer.

GPT-6 Sol
✓ Preferred
Muse Glimmer-30B
Open in Playground

FAQ

Common questions about GPT-6 Sol vs Muse Glimmer-30B.

Which is better, GPT-6 Sol or Muse Glimmer-30B?

GPT-6 Sol leads the LLM Stats Score 49.4 to 34.9. GPT-6 Sol is made by OpenAI and Muse Glimmer-30B is made by Meta. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does GPT-6 Sol compare to Muse Glimmer-30B in benchmarks?

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%. Muse Glimmer-30B scores AIME 2026: 94.7%, Siren AgentDojo Utility: 94.2%, GPQA: 83.5%, AA-LCR: 80.0%, CharXiv-R: 78.8%.

Is GPT-6 Sol cheaper than Muse Glimmer-30B?

Muse Glimmer-30B is 6.7x cheaper for input tokens. GPT-6 Sol costs $2.00/M input and $10.00/M output via openai. Muse Glimmer-30B costs $0.30/M input and $1.20/M output via deepinfra.

What are the context window sizes for GPT-6 Sol and Muse Glimmer-30B?

GPT-6 Sol supports 1.1M tokens and Muse Glimmer-30B supports 131K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between GPT-6 Sol and Muse Glimmer-30B?

Key differences include LLM Stats Score (49.4 vs 34.9), context window (1.1M vs 131K), input pricing ($2.00 vs $0.30/M), licensing (Proprietary vs Apache 2.0). See the full comparison above for benchmark-by-benchmark results.

Who makes GPT-6 Sol and Muse Glimmer-30B?

GPT-6 Sol is developed by OpenAI and Muse Glimmer-30B is developed by Meta.