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Gemini 3.8 Flash vs Muse Wonder

Gemini 3.8 Flash and Muse Wonder are closely matched at 49.2 and 47.9 on the LLM Stats Score. Gemini 3.8 Flash is 5.3x cheaper per token.

Google · Meta · Updated for 2026

Which is better?

Gemini 3.8 Flash and Muse Wonder are closely matched on the overall LLM Stats Score at 49.2 and 47.9.

In the 3 individual benchmarks reported for both models, Gemini 3.8 Flash wins 2; this is a narrower head-to-head signal than the composite indexes.

On price, Gemini 3.8 Flash is roughly 5.3x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

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

Choose Gemini 3.8 Flash

  • you value its reported benchmark strengths — it wins 2 of 3 exact shared results
  • cost matters — it's about 5.3x cheaper per token

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
49.2
#23
47.9
#29
46.2
#30
33.1
#108
35.4
#28
38.9
#18
33.9
#27
34.1
#24
Cost, coverage & limits
Benchmark wins
2 of 3
1 of 3
Input price
$0.75 / M
$4.00 / M
Output price
$3.75 / M
$20.00 / M
Context window
1,048,576
1,048,576

Capability indexes

Additional strengths measured across groups of related public benchmarks

2 shared
Index
Gemini 3.8 Flash
Muse Wonder
33.3#20
25.4#52
34.3#15
25.4#52
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

13 reported for Gemini 3.8 Flash · 16 for Muse Wonder

3 shared

Gemini 3.8 Flash outperforms in 2 benchmarks (GDP.pdf, Vals Finance Agent v2), while Muse Wonder is better at 1 benchmark (DeepSWE 1.1).

Gemini 3.8 Flash shows notably better performance in the majority of benchmarks.

Wed Oct 14 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Gemini 3.8 Flash costs less

For input processing, Gemini 3.8 Flash ($0.75/1M tokens) is 5.3x cheaper than Muse Wonder ($4.00/1M tokens).

For output processing, Gemini 3.8 Flash ($3.75/1M tokens) is 5.3x cheaper than Muse Wonder ($20.00/1M tokens).

In conclusion, Muse Wonder is more expensive than Gemini 3.8 Flash.*

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

Lowest available price from all providers
Wed Oct 14 2026 • llm-stats.com
Google
Gemini 3.8 Flash
Input tokens$0.75
Output tokens$3.75
Best providerGoogle
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

Both models have the same input context window of 1,048,576 tokens. Only Gemini 3.8 Flash specifies output context (65,536 tokens).

Google
Gemini 3.8 Flash
Input1,048,576 tokens
Output65,536 tokens
Meta
Muse Wonder
Input1,048,576 tokens
Output- tokens
Wed Oct 14 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Gemini 3.8 Flash and Muse Wonder support multimodal inputs.

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

Gemini 3.8 Flash

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.

Gemini 3.8 Flash

Proprietary

Closed source

Muse Wonder

Proprietary

Closed source

Release Timeline

When each model was launched

Gemini 3.8 Flash was released on 2026-09-02, while Muse Wonder was released on 2026-10-12.

Muse Wonder is 1 month newer than Gemini 3.8 Flash.

Gemini 3.8 Flash

Sep 2, 2026

1 months ago

Muse Wonder

Oct 12, 2026

2 days ago

1mo newer

Knowledge Cutoff

When training data ends

Gemini 3.8 Flash has a documented knowledge cutoff of 2026-03-31, while Muse Wonder's cutoff date is not specified.

We can confirm Gemini 3.8 Flash's training data extends to 2026-03-31, but cannot make a direct comparison without Muse Wonder's cutoff date.

Gemini 3.8 Flash

Mar 2026

Muse Wonder

—

Provider Availability

Gemini 3.8 Flash is available from Google. Muse Wonder is available from Meta Model API.

Gemini 3.8 Flash

google logo
Google
Input Price:Input: $0.75/1MOutput Price:Output: $3.75/1M

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 Gemini 3.8 Flash and Muse Wonder side-by-side, then vote on the output you prefer.

Gemini 3.8 Flash
✓ Preferred
Muse Wonder
Open in Playground

FAQ

Common questions about Gemini 3.8 Flash vs Muse Wonder.

Which is better, Gemini 3.8 Flash or Muse Wonder?

Gemini 3.8 Flash and Muse Wonder are closely matched on the LLM Stats Score at 49.2 and 47.9. Gemini 3.8 Flash is made by Google 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 Gemini 3.8 Flash compare to Muse Wonder in benchmarks?

Gemini 3.8 Flash scores Terminal-Bench 2.1: 89.4%, LVBench: 87.1%, CharXiv-R: 86.2%, LABBench2: 86.2%, DeepSWE 1.1: 73.7%. 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 Gemini 3.8 Flash cheaper than Muse Wonder?

Gemini 3.8 Flash is 5.3x cheaper for input tokens. Gemini 3.8 Flash costs $0.75/M input and $3.75/M output via google. Muse Wonder costs $4.00/M input and $20.00/M output via meta.

What are the context window sizes for Gemini 3.8 Flash and Muse Wonder?

Gemini 3.8 Flash supports 1.0M 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 Gemini 3.8 Flash and Muse Wonder?

Key differences include LLM Stats Score (49.2 vs 47.9), input pricing ($0.75 vs $4.00/M). See the full comparison above for benchmark-by-benchmark results.

Who makes Gemini 3.8 Flash and Muse Wonder?

Gemini 3.8 Flash is developed by Google and Muse Wonder is developed by Meta.