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GPT-6.1 Sol vs Muse Wonder

GPT-6.1 Sol and Muse Wonder are closely matched at 54.0 and 47.9 on the LLM Stats Score. GPT-6.1 Sol is 2.0x cheaper per token.

OpenAI · Meta · Updated for 2026

Which is better?

GPT-6.1 Sol and Muse Wonder are closely matched on the overall LLM Stats Score at 54.0 and 47.9.

In the 3 individual benchmarks reported for both models, GPT-6.1 Sol wins 2; this is a narrower head-to-head signal than the composite indexes.

On price, GPT-6.1 Sol is roughly 2.0x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-6.1 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-6.1 Sol

  • your work emphasizes reasoning — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 2 of 3 exact shared results
  • cost matters — it's about 2.0x cheaper per token
  • you process long inputs — it offers a 1,050,000 token context window

Choose Muse Wonder

  • you want the most recent training data — it shipped Oct 2026

At a glance

The differences that matter most.

Core performance indexes
54.0
#7
47.9
#29
51.7
#8
33.1
#108
39.7
#13
38.9
#18
38.3
#10
34.1
#24
Cost, coverage & limits
Benchmark wins
2 of 3
1 of 3
Input price
$2.00 / M
$4.00 / M
Output price
$10.00 / M
$20.00 / M
Context window
1,050,000
1,048,576

Capability indexes

Additional strengths measured across groups of related public benchmarks

2 shared
Index
GPT-6.1 Sol
Muse Wonder
35.6#11
25.4#52
35.4#11
25.4#52
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

17 reported for GPT-6.1 Sol · 16 for Muse Wonder

3 shared

GPT-6.1 Sol outperforms in 2 benchmarks (GDP.pdf, HealthBench Professional), while Muse Wonder is better at 1 benchmark (DeepSWE 1.1).

GPT-6.1 Sol shows notably better performance in the majority of benchmarks.

Mon Oct 12 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

GPT-6.1 Sol costs less

For input processing, GPT-6.1 Sol ($2.00/1M tokens) is 2.0x cheaper than Muse Wonder ($4.00/1M tokens).

For output processing, GPT-6.1 Sol ($10.00/1M tokens) is 2.0x cheaper than Muse Wonder ($20.00/1M tokens).

In conclusion, Muse Wonder is more expensive than GPT-6.1 Sol.*

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

Lowest available price from all providers
Mon Oct 12 2026 • llm-stats.com
OpenAI
GPT-6.1 Sol
Input tokens$2.00
Output tokens$10.00
Best providerOpenAI
Meta
Muse Wonder
Input tokens$4.00
Output tokens$20.00
Best providerMeta
Notice missing or incorrect data?

Context Window

Maximum input and output token capacity

GPT-6.1 Sol accepts 1,050,000 input tokens compared to Muse Wonder's 1,048,576 tokens. Only GPT-6.1 Sol specifies output context (128,000 tokens).

OpenAI
GPT-6.1 Sol
Input1,050,000 tokens
Output128,000 tokens
Meta
Muse Wonder
Input1,048,576 tokens
Output- tokens
Mon Oct 12 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both GPT-6.1 Sol and Muse Wonder support multimodal inputs.

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

GPT-6.1 Sol

Text
Images
Audio
Video

Muse Wonder

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.

GPT-6.1 Sol

Proprietary

Closed source

Muse Wonder

Proprietary

Closed source

Release Timeline

When each model was launched

GPT-6.1 Sol was released on 2026-09-29, while Muse Wonder was released on 2026-10-12.

Muse Wonder is 0 month newer than GPT-6.1 Sol.

GPT-6.1 Sol

Sep 29, 2026

1 weeks ago

Muse Wonder

Oct 12, 2026

-1 days ago

1w newer

Knowledge Cutoff

When training data ends

GPT-6.1 Sol has a documented knowledge cutoff of 2026-04-30, while Muse Wonder's cutoff date is not specified.

We can confirm GPT-6.1 Sol's training data extends to 2026-04-30, but cannot make a direct comparison without Muse Wonder's cutoff date.

GPT-6.1 Sol

Apr 2026

Muse Wonder

—

Provider Availability

GPT-6.1 Sol is available from OpenAI. Muse Wonder is available from Meta Model API.

GPT-6.1 Sol

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

Muse Wonder

meta logo
Meta
Input Price:Input: $4.00/1MOutput Price:Output: $20.00/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against GPT-6.1 Sol and Muse Wonder side-by-side, then vote on the output you prefer.

GPT-6.1 Sol
✓ Preferred
Muse Wonder
Open in Playground

FAQ

Common questions about GPT-6.1 Sol vs Muse Wonder.

Which is better, GPT-6.1 Sol or Muse Wonder?

GPT-6.1 Sol and Muse Wonder are closely matched on the LLM Stats Score at 54.0 and 47.9. GPT-6.1 Sol is made by OpenAI and Muse Wonder 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-6.1 Sol compare to Muse Wonder in benchmarks?

GPT-6.1 Sol scores FrontierMath Tier 4 (v2): 100.0%, HealthBench Consensus: 96.0%, MMMU-Pro: 86.0%, DeepSWE 1.1: 75.2%, SimpleQA Verified: 73.9%. Muse Wonder scores MemoryBench: 85.6%, DeepSWE 1.1: 78.8%, OSWorld 2.1 (partial): 72.6%, JobBench: 70.5%, HealthBench Professional: 60.5%.

Is GPT-6.1 Sol cheaper than Muse Wonder?

GPT-6.1 Sol is 2.0x cheaper for input tokens. GPT-6.1 Sol costs $2.00/M input and $10.00/M output via openai. Muse Wonder costs $4.00/M input and $20.00/M output via meta.

What are the context window sizes for GPT-6.1 Sol and Muse Wonder?

GPT-6.1 Sol supports 1.1M tokens and Muse Wonder supports 1.0M tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between GPT-6.1 Sol and Muse Wonder?

Key differences include LLM Stats Score (54.0 vs 47.9), context window (1.1M vs 1.0M), input pricing ($2.00 vs $4.00/M). See the full comparison above for benchmark-by-benchmark results.

Who makes GPT-6.1 Sol and Muse Wonder?

GPT-6.1 Sol is developed by OpenAI and Muse Wonder is developed by Meta.