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Gemini 3 Flash vs Muse Ember

Muse Ember leads the LLM Stats Score 45.9 to 36.2. Muse Ember is 5.6x cheaper per token.

Google · Meta · Updated for 2026

Which is better?

Muse Ember leads the overall LLM Stats Score 45.9 to 36.2, ranking #47 overall.

On price, Muse Ember is roughly 5.6x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Muse Ember also accepts a larger context window (1,048,576 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 Gemini 3 Flash

  • you want predictable pricing at $0.50/M input and $3.00/M output

Choose Muse Ember

  • overall performance matters — it scores 45.9 and ranks #47 on LLM Stats
  • your work emphasizes reasoning and agents — it leads those capability indexes
  • cost matters — it's about 5.6x cheaper per token
  • you process long inputs — it offers a 1,048,576 token context window
  • you want the most recent training data — it shipped Nov 2026

At a glance

The differences that matter most.

Gemini 3 Flash
Google
Muse Ember
Meta
Core performance indexes
LLM Stats Score
36.2
#106
45.9
#47
Reasoning
37.1
#95
48.1
#24
Coding
21.7
#113
27.3
#85
Agents
16.6
#109
31.6
#45
Cost, coverage & limits
Benchmark wins
—
—
Input price
$0.50 / M
$0.10 / M
Output price
$3.00 / M
$0.50 / M
Context window
1,000,000
1,048,576

Capability indexes

Additional strengths measured across groups of related public benchmarks

3 shared
Index
Gemini 3 Flash
Muse Ember
Vision
25.4#68
23.4#78
Tool use
15.6#115
30.7#14
Multimodal
26.3#59
23.6#74
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

24 reported for Gemini 3 Flash · 6 for Muse Ember

No common benchmarks found

Gemini 3 Flash and Muse Emberdon'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 Ember costs less

For input processing, Gemini 3 Flash ($0.50/1M tokens) is 5.0x more expensive than Muse Ember ($0.10/1M tokens).

For output processing, Gemini 3 Flash ($3.00/1M tokens) is 6.0x more expensive than Muse Ember ($0.50/1M tokens).

In conclusion, Gemini 3 Flash is more expensive than Muse Ember.*

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

Lowest available price from all providers
Thu Nov 12 2026 • llm-stats.com
Google
Gemini 3 Flash
Input tokens$0.50
Output tokens$3.00
Best providerGoogle
Meta
Muse Ember
Input tokens$0.10
Output tokens$0.50
Best providerMeta
Notice missing or incorrect data?

Context Window

Maximum input and output token capacity

Muse Ember accepts 1,048,576 input tokens compared to Gemini 3 Flash's 1,000,000 tokens. Muse Ember can generate longer responses up to 524,288 tokens, while Gemini 3 Flash is limited to 65,536 tokens.

Google
Gemini 3 Flash
Input1,000,000 tokens
Output65,536 tokens
Meta
Muse Ember
Input1,048,576 tokens
Output524,288 tokens
Thu Nov 12 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Gemini 3 Flash and Muse Ember support multimodal inputs.

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

Gemini 3 Flash

Text
Images
Audio
Video

Muse Ember

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 Flash

Proprietary

Closed source

Muse Ember

Proprietary

Closed source

Release Timeline

When each model was launched

Gemini 3 Flash was released on 2025-12-17, while Muse Ember was released on 2026-11-09.

Muse Ember is 11 months newer than Gemini 3 Flash.

Gemini 3 Flash

Dec 17, 2025

11 months ago

Muse Ember

Nov 9, 2026

3 days ago

10mo newer

Knowledge Cutoff

When training data ends

Gemini 3 Flash has a documented knowledge cutoff of 2025-01-31, while Muse Ember's cutoff date is not specified.

We can confirm Gemini 3 Flash's training data extends to 2025-01-31, but cannot make a direct comparison without Muse Ember's cutoff date.

Gemini 3 Flash

Jan 2025

Muse Ember

—

Provider Availability

Gemini 3 Flash is available from Google. Muse Ember is available from Meta Model API.

Gemini 3 Flash

google logo
Google
Input Price:Input: $0.50/1MOutput Price:Output: $3.00/1M

Muse Ember

meta logo
Meta
Input Price:Input: $0.10/1MOutput Price:Output: $0.50/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Gemini 3 Flash and Muse Ember side-by-side, then vote on the output you prefer.

Gemini 3 Flash
✓ Preferred
Muse Ember
Open in Playground

FAQ

Common questions about Gemini 3 Flash vs Muse Ember.

Which is better, Gemini 3 Flash or Muse Ember?

Muse Ember leads the LLM Stats Score 45.9 to 36.2. Gemini 3 Flash is made by Google and Muse Ember 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 Flash compare to Muse Ember in benchmarks?

Gemini 3 Flash scores Vending-Bench 2: 100.0%, AIME 2025: 99.7%, Global PIQA: 92.8%, MMMLU: 91.8%, GPQA: 90.4%. Muse Ember scores PerceptionBench: 80.6%, OSWorld 2.1 (partial): 69.5%, Agents' Last Exam: 61.6%, Personal Superintelligence Index: 46.8%, Terminal-Bench 4.0: 40.9%.

Is Gemini 3 Flash cheaper than Muse Ember?

Muse Ember is 5.0x cheaper for input tokens. Gemini 3 Flash costs $0.50/M input and $3.00/M output via google. Muse Ember costs $0.10/M input and $0.50/M output via meta.

What are the context window sizes for Gemini 3 Flash and Muse Ember?

Gemini 3 Flash supports 1.0M tokens and Muse Ember 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 Flash and Muse Ember?

Key differences include LLM Stats Score (36.2 vs 45.9), context window (1.0M vs 1.0M), input pricing ($0.50 vs $0.10/M). See the full comparison above for benchmark-by-benchmark results.

Who makes Gemini 3 Flash and Muse Ember?

Gemini 3 Flash is developed by Google and Muse Ember is developed by Meta.

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