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Claude Fable 5.2 vs Ember-1

Claude Fable 5.2 leads the LLM Stats Score 61.3 to 42.5. Ember-1 is 2.7x cheaper per token.

Anthropic · Fireworks AI · Updated for 2026

Which is better?

Claude Fable 5.2 leads the overall LLM Stats Score 61.3 to 42.5, ranking #1 overall.

In the 1 individual benchmarks reported for both models, Ember-1 wins 1; this is a narrower head-to-head signal than the composite indexes.

On price, Ember-1 is roughly 2.7x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Ember-1 also accepts a larger context window (1,040,000 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 Claude Fable 5.2

  • overall performance matters — it scores 61.3 and ranks #1 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you want the most recent training data — it shipped Nov 2026

Choose Ember-1

  • you value its reported benchmark strengths — it wins 1 of 1 exact shared results
  • cost matters — it's about 2.7x cheaper per token
  • you process long inputs — it offers a 1,040,000 token context window

At a glance

The differences that matter most.

Core performance indexes
61.3
#1
42.5
#66
60.3
#1
38.3
#85
50.7
#1
36.8
#32
47.1
#1
29.6
#55
Cost, coverage & limits
Benchmark wins
0 of 1
1 of 1
Input price
$8.00 / M
$3.00 / M
Output price
$40.00 / M
$15.00 / M
Context window
1,000,000
1,040,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
Claude Fable 5.2
Ember-1
37.1#2
16.5#106
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

29 reported for Claude Fable 5.2 · 4 for Ember-1

1 shared

Claude Fable 5.2 outperforms in 0 benchmarks, while Ember-1 is better at 1 benchmark (DeepSWE 1.1).

Ember-1 significantly outperforms across most benchmarks.

Mon Nov 09 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Ember-1 costs less

For input processing, Claude Fable 5.2 ($8.00/1M tokens) is 2.7x more expensive than Ember-1 ($3.00/1M tokens).

For output processing, Claude Fable 5.2 ($40.00/1M tokens) is 2.7x more expensive than Ember-1 ($15.00/1M tokens).

In conclusion, Claude Fable 5.2 is more expensive than Ember-1.*

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

Lowest available price from all providers
Mon Nov 09 2026 • llm-stats.com
Anthropic
Claude Fable 5.2
Input tokens$8.00
Output tokens$40.00
Best providerAnthropic
Fireworks AI
Ember-1
Input tokens$3.00
Output tokens$15.00
Best providerFireworks
Notice missing or incorrect data?

Context Window

Maximum input and output token capacity

Ember-1 accepts 1,040,000 input tokens compared to Claude Fable 5.2's 1,000,000 tokens. Only Claude Fable 5.2 specifies output context (128,000 tokens).

Anthropic
Claude Fable 5.2
Input1,000,000 tokens
Output128,000 tokens
Fireworks AI
Ember-1
Input1,040,000 tokens
Output- tokens
Mon Nov 09 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Claude Fable 5.2 supports multimodal inputs, whereas Ember-1 does not.

Claude Fable 5.2 can handle both text and other forms of data like images, making it suitable for multimodal applications.

Claude Fable 5.2

Text
Images
Audio
Video

Ember-1

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 Fable 5.2

Proprietary

Closed source

Ember-1

Proprietary

Closed source

Release Timeline

When each model was launched

Claude Fable 5.2 was released on 2026-11-09, while Ember-1 was released on 2026-09-23.

Claude Fable 5.2 is 2 months newer than Ember-1.

Claude Fable 5.2

Nov 9, 2026

0 days ago

1mo newer
Ember-1

Sep 23, 2026

1 months ago

Knowledge Cutoff

When training data ends

Claude Fable 5.2 has a documented knowledge cutoff of 2026-06-01, while Ember-1's cutoff date is not specified.

We can confirm Claude Fable 5.2's training data extends to 2026-06-01, but cannot make a direct comparison without Ember-1's cutoff date.

Claude Fable 5.2

Jun 2026

Ember-1

—

Provider Availability

Claude Fable 5.2 is available from Anthropic. Ember-1 is available from Fireworks.

Claude Fable 5.2

anthropic logo
Anthropic
Input Price:Input: $8.00/1MOutput Price:Output: $40.00/1M

Ember-1

fireworks logo
Fireworks
Input Price:Input: $3.00/1MOutput Price:Output: $15.00/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Claude Fable 5.2 and Ember-1 side-by-side, then vote on the output you prefer.

Claude Fable 5.2
✓ Preferred
Ember-1
Open in Playground

FAQ

Common questions about Claude Fable 5.2 vs Ember-1.

Which is better, Claude Fable 5.2 or Ember-1?

Claude Fable 5.2 leads the LLM Stats Score 61.3 to 42.5. Claude Fable 5.2 is made by Anthropic and Ember-1 is made by Fireworks AI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Claude Fable 5.2 compare to Ember-1 in benchmarks?

Claude Fable 5.2 scores SWE-bench Multilingual: 96.6%, Global-MMLU: 96.0%, MILU: 94.1%, SWE-Bench Pro: 93.0%, Chartography: 91.6%. Ember-1 scores SWE-Bench Verified: 92.2%, Terminal-Bench 2.1: 82.0%, DeepSWE 1.1: 75.2%, Tau2 Airline: 66.0%.

Is Claude Fable 5.2 cheaper than Ember-1?

Ember-1 is 2.7x cheaper for input tokens. Claude Fable 5.2 costs $8.00/M input and $40.00/M output via anthropic. Ember-1 costs $3.00/M input and $15.00/M output via fireworks.

What are the context window sizes for Claude Fable 5.2 and Ember-1?

Claude Fable 5.2 supports 1.0M tokens and Ember-1 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 Fable 5.2 and Ember-1?

Key differences include LLM Stats Score (61.3 vs 42.5), context window (1.0M vs 1.0M), input pricing ($8.00 vs $3.00/M), multimodal support (yes vs no). See the full comparison above for benchmark-by-benchmark results.

Who makes Claude Fable 5.2 and Ember-1?

Claude Fable 5.2 is developed by Anthropic and Ember-1 is developed by Fireworks AI.