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GPT-4.1 nano vs Muse Ember

Muse Ember leads the LLM Stats Score 45.9 to 0.9. GPT-4.1 nano is 1.1x cheaper per token.

OpenAI · Meta · Updated for 2026

Which is better?

Muse Ember leads the overall LLM Stats Score 45.9 to 0.9, ranking #47 overall.

On price, GPT-4.1 nano is roughly 1.1x 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 GPT-4.1 nano

  • cost matters — it's about 1.1x cheaper per token

Choose Muse Ember

  • overall performance matters — it scores 45.9 and ranks #47 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • 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.

Core performance indexes
0.9
#367
45.9
#47
1.3
#354
48.1
#24
-12.2
#309
27.3
#86
Cost, coverage & limits
Benchmark wins
—
—
Input price
$0.10 / M
$0.10 / M
Output price
$0.40 / M
$0.50 / M
Context window
1,047,576
1,048,576

Capability indexes

Additional strengths measured across groups of related public benchmarks

3 shared
Index
GPT-4.1 nano
Muse Ember
-2.2#223
23.4#78
-10.7#236
30.7#14
0.5#179
23.6#74
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

24 reported for GPT-4.1 nano · 6 for Muse Ember

No common benchmarks found

GPT-4.1 nano 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

GPT-4.1 nano costs less

For input processing, GPT-4.1 nano ($0.10/1M tokens) costs the same as Muse Ember ($0.10/1M tokens).

For output processing, GPT-4.1 nano ($0.40/1M tokens) is 1.3x cheaper than Muse Ember ($0.50/1M tokens).

In conclusion, Muse Ember is more expensive than GPT-4.1 nano.*

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

Lowest available price from all providers
Thu Nov 12 2026 • llm-stats.com
OpenAI
GPT-4.1 nano
Input tokens$0.10
Output tokens$0.40
Best providerOpenAI
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 GPT-4.1 nano's 1,047,576 tokens. Muse Ember can generate longer responses up to 524,288 tokens, while GPT-4.1 nano is limited to 32,768 tokens.

OpenAI
GPT-4.1 nano
Input1,047,576 tokens
Output32,768 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 GPT-4.1 nano and Muse Ember support multimodal inputs.

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

GPT-4.1 nano

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.

GPT-4.1 nano

Proprietary

Closed source

Muse Ember

Proprietary

Closed source

Release Timeline

When each model was launched

GPT-4.1 nano was released on 2025-04-14, while Muse Ember was released on 2026-11-09.

Muse Ember is 19 months newer than GPT-4.1 nano.

GPT-4.1 nano

Apr 14, 2025

1.6 years ago

Muse Ember

Nov 9, 2026

3 days ago

1.6yr newer

Knowledge Cutoff

When training data ends

GPT-4.1 nano has a documented knowledge cutoff of 2024-05-31, while Muse Ember's cutoff date is not specified.

We can confirm GPT-4.1 nano's training data extends to 2024-05-31, but cannot make a direct comparison without Muse Ember's cutoff date.

GPT-4.1 nano

May 2024

Muse Ember

—

Provider Availability

GPT-4.1 nano is available from OpenAI. Muse Ember is available from Meta Model API.

GPT-4.1 nano

openai logo
OpenAI
Input Price:Input: $0.10/1MOutput Price:Output: $0.40/1M

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 GPT-4.1 nano and Muse Ember side-by-side, then vote on the output you prefer.

GPT-4.1 nano
✓ Preferred
Muse Ember
Open in Playground

FAQ

Common questions about GPT-4.1 nano vs Muse Ember.

Which is better, GPT-4.1 nano or Muse Ember?

Muse Ember leads the LLM Stats Score 45.9 to 0.9. GPT-4.1 nano is made by OpenAI 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 GPT-4.1 nano compare to Muse Ember in benchmarks?

GPT-4.1 nano scores MMLU: 80.1%, IFEval: 74.5%, CharXiv-D: 73.9%, MMMLU: 66.9%, Multi-IF: 57.2%. 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 GPT-4.1 nano cheaper than Muse Ember?

Both models cost $0.10 per million input tokens.

What are the context window sizes for GPT-4.1 nano and Muse Ember?

GPT-4.1 nano 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 GPT-4.1 nano and Muse Ember?

Key differences include LLM Stats Score (0.9 vs 45.9), context window (1.0M vs 1.0M). See the full comparison above for benchmark-by-benchmark results.

Who makes GPT-4.1 nano and Muse Ember?

GPT-4.1 nano is developed by OpenAI and Muse Ember is developed by Meta.