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Claude 3.5 Haiku vs Muse Ember

Muse Ember leads the LLM Stats Score 45.9 to 4.5. Muse Ember is 8.0x cheaper per token.

Anthropic · Meta · Updated for 2026

Which is better?

Muse Ember leads the overall LLM Stats Score 45.9 to 4.5, ranking #47 overall.

On price, Muse Ember is roughly 8.0x 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 Claude 3.5 Haiku

  • you want predictable pricing at $0.80/M input and $4.00/M output

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
  • cost matters — it's about 8.0x 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.

Core performance indexes
4.5
#346
45.9
#47
4.6
#341
48.1
#24
3.6
#256
27.3
#86
Cost, coverage & limits
Benchmark wins
—
—
Input price
$0.80 / M
$0.10 / M
Output price
$4.00 / M
$0.50 / M
Context window
200,000
1,048,576

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
Claude 3.5 Haiku
Muse Ember
-4.8#231
30.7#14
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

9 reported for Claude 3.5 Haiku · 6 for Muse Ember

No common benchmarks found

Claude 3.5 Haiku 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, Claude 3.5 Haiku ($0.80/1M tokens) is 8.0x more expensive than Muse Ember ($0.10/1M tokens).

For output processing, Claude 3.5 Haiku ($4.00/1M tokens) is 8.0x more expensive than Muse Ember ($0.50/1M tokens).

In conclusion, Claude 3.5 Haiku 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
Anthropic
Claude 3.5 Haiku
Input tokens$0.80
Output tokens$4.00
Best providerAWS Bedrock
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 Claude 3.5 Haiku's 200,000 tokens. Muse Ember can generate longer responses up to 524,288 tokens, while Claude 3.5 Haiku is limited to 200,000 tokens.

Anthropic
Claude 3.5 Haiku
Input200,000 tokens
Output200,000 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

Muse Ember supports multimodal inputs, whereas Claude 3.5 Haiku does not.

Muse Ember can handle both text and other forms of data like images, making it suitable for multimodal applications.

Claude 3.5 Haiku

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.

Claude 3.5 Haiku

Proprietary

Closed source

Muse Ember

Proprietary

Closed source

Release Timeline

When each model was launched

Claude 3.5 Haiku was released on 2024-10-22, while Muse Ember was released on 2026-11-09.

Muse Ember is 25 months newer than Claude 3.5 Haiku.

Claude 3.5 Haiku

Oct 22, 2024

2.1 years ago

Muse Ember

Nov 9, 2026

3 days ago

2.0yr newer

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Provider Availability

Claude 3.5 Haiku is available from Bedrock, Google, Anthropic. Muse Ember is available from Meta Model API.

Claude 3.5 Haiku

bedrock logo
AWS Bedrock
Input Price:Input: $0.80/1MOutput Price:Output: $4.00/1M
google logo
Google
Input Price:Input: $0.80/1MOutput Price:Output: $4.00/1M
anthropic logo
Anthropic
Input Price:Input: $1.00/1MOutput Price:Output: $5.00/1M

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 Claude 3.5 Haiku and Muse Ember side-by-side, then vote on the output you prefer.

Claude 3.5 Haiku
✓ Preferred
Muse Ember
Open in Playground

FAQ

Common questions about Claude 3.5 Haiku vs Muse Ember.

Which is better, Claude 3.5 Haiku or Muse Ember?

Muse Ember leads the LLM Stats Score 45.9 to 4.5. Claude 3.5 Haiku is made by Anthropic 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 Claude 3.5 Haiku compare to Muse Ember in benchmarks?

Claude 3.5 Haiku scores HumanEval: 88.1%, MGSM: 85.6%, DROP: 83.1%, MATH: 69.4%, MMLU-Pro: 65.0%. 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 Claude 3.5 Haiku cheaper than Muse Ember?

Muse Ember is 8.0x cheaper for input tokens. Claude 3.5 Haiku costs $0.80/M input and $4.00/M output via bedrock. Muse Ember costs $0.10/M input and $0.50/M output via meta.

What are the context window sizes for Claude 3.5 Haiku and Muse Ember?

Claude 3.5 Haiku supports 200K 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 Claude 3.5 Haiku and Muse Ember?

Key differences include LLM Stats Score (4.5 vs 45.9), context window (200K vs 1.0M), input pricing ($0.80 vs $0.10/M), multimodal support (no vs yes). See the full comparison above for benchmark-by-benchmark results.

Who makes Claude 3.5 Haiku and Muse Ember?

Claude 3.5 Haiku is developed by Anthropic and Muse Ember is developed by Meta.