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Ember-1 vs Mistral Small 3.2 24B Instruct

Ember-1 leads the LLM Stats Score 43.1 to 8.4. Mistral Small 3.2 24B Instruct is 56.5x cheaper per token.

Fireworks AI · Mistral AI · Updated for 2026

Which is better?

Ember-1 leads the overall LLM Stats Score 43.1 to 8.4, ranking #51 overall.

On price, Mistral Small 3.2 24B Instruct is roughly 56.5x 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 Ember-1

  • overall performance matters — it scores 43.1 and ranks #51 on LLM Stats
  • your work emphasizes reasoning — it leads those capability indexes
  • you process long inputs — it offers a 1,040,000 token context window
  • you want the most recent training data — it shipped Sep 2026

Choose Mistral Small 3.2 24B Instruct

  • cost matters — it's about 56.5x cheaper per token
  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Core performance indexes
43.1
#51
8.4
#294
38.6
#72
7.9
#295
Cost, coverage & limits
Benchmark wins
—
—
Input price
$3.00 / M
$0.07 / M
Output price
$15.00 / M
$0.20 / M
Context window
1,040,000
128,000

Individual benchmarks

4 reported for Ember-1 · 15 for Mistral Small 3.2 24B Instruct

No common benchmarks found

Ember-1 and Mistral Small 3.2 24B Instructdon'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

Mistral Small 3.2 24B Instruct costs less

For input processing, Ember-1 ($3.00/1M tokens) is 40.0x more expensive than Mistral Small 3.2 24B Instruct ($0.07/1M tokens).

For output processing, Ember-1 ($15.00/1M tokens) is 75.0x more expensive than Mistral Small 3.2 24B Instruct ($0.20/1M tokens).

In conclusion, Ember-1 is more expensive than Mistral Small 3.2 24B Instruct.*

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

Lowest available price from all providers
Fri Oct 09 2026 • llm-stats.com
Fireworks AI
Ember-1
Input tokens$3.00
Output tokens$15.00
Best providerFireworks
Mistral AI
Mistral Small 3.2 24B Instruct
Input tokens$0.07
Output tokens$0.20
Best providerDeepinfra
Notice missing or incorrect data?

Model Size

Parameter count comparison

2756.4B diff

Ember-1 has 2756.4B more parameters than Mistral Small 3.2 24B Instruct, making it 11679.7% larger.

Fireworks AI
Ember-1
2.8Tparameters
Mistral AI
Mistral Small 3.2 24B Instruct
23.6Bparameters
2780.0B
Ember-1
23.6B
Mistral Small 3.2 24B Instruct

Context Window

Maximum input and output token capacity

Ember-1 accepts 1,040,000 input tokens compared to Mistral Small 3.2 24B Instruct's 128,000 tokens. Only Mistral Small 3.2 24B Instruct specifies output context (128,000 tokens).

Fireworks AI
Ember-1
Input1,040,000 tokens
Output- tokens
Mistral AI
Mistral Small 3.2 24B Instruct
Input128,000 tokens
Output128,000 tokens
Fri Oct 09 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Mistral Small 3.2 24B Instruct supports multimodal inputs, whereas Ember-1 does not.

Mistral Small 3.2 24B Instruct can handle both text and other forms of data like images, making it suitable for multimodal applications.

Ember-1

Text
Images
Audio
Video

Mistral Small 3.2 24B Instruct

Text
Images
Audio
Video

License

Usage and distribution terms

Ember-1 is licensed under a proprietary license, while Mistral Small 3.2 24B Instruct uses Apache 2.0.

License differences may affect how you can use these models in commercial or open-source projects.

Ember-1

Proprietary

Closed source

Mistral Small 3.2 24B Instruct

Apache 2.0

Open weights

Release Timeline

When each model was launched

Ember-1 was released on 2026-09-23, while Mistral Small 3.2 24B Instruct was released on 2025-06-20.

Ember-1 is 15 months newer than Mistral Small 3.2 24B Instruct.

Ember-1

Sep 23, 2026

2 weeks ago

1.3yr newer
Mistral Small 3.2 24B Instruct

Jun 20, 2025

1.3 years ago

Knowledge Cutoff

When training data ends

Mistral Small 3.2 24B Instruct has a documented knowledge cutoff of 2023-10-01, while Ember-1's cutoff date is not specified.

We can confirm Mistral Small 3.2 24B Instruct's training data extends to 2023-10-01, but cannot make a direct comparison without Ember-1's cutoff date.

Ember-1

—

Mistral Small 3.2 24B Instruct

Oct 2023

Provider Availability

Ember-1 is available from Fireworks. Mistral Small 3.2 24B Instruct is available from DeepInfra.

Ember-1

fireworks logo
Fireworks
Input Price:Input: $3.00/1MOutput Price:Output: $15.00/1M

Mistral Small 3.2 24B Instruct

deepinfra logo
Deepinfra
Input Price:Input: $0.07/1MOutput Price:Output: $0.20/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Ember-1 and Mistral Small 3.2 24B Instruct side-by-side, then vote on the output you prefer.

Ember-1
✓ Preferred
Mistral Small 3.2 24B Instruct
Open in Playground

FAQ

Common questions about Ember-1 vs Mistral Small 3.2 24B Instruct.

Which is better, Ember-1 or Mistral Small 3.2 24B Instruct?

Ember-1 leads the LLM Stats Score 43.1 to 8.4. Ember-1 is made by Fireworks AI and Mistral Small 3.2 24B Instruct is made by Mistral AI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Ember-1 compare to Mistral Small 3.2 24B Instruct in benchmarks?

Ember-1 scores SWE-Bench Verified: 92.2%, Terminal-Bench 2.1: 82.0%, DeepSWE 1.1: 75.2%, Tau2 Airline: 66.0%. Mistral Small 3.2 24B Instruct scores DocVQA: 94.9%, AI2D: 92.9%, HumanEval Plus: 92.9%, ChartQA: 87.4%, IF: 84.8%.

Is Ember-1 cheaper than Mistral Small 3.2 24B Instruct?

Mistral Small 3.2 24B Instruct is 40.0x cheaper for input tokens. Ember-1 costs $3.00/M input and $15.00/M output via fireworks. Mistral Small 3.2 24B Instruct costs $0.07/M input and $0.20/M output via deepinfra.

What are the context window sizes for Ember-1 and Mistral Small 3.2 24B Instruct?

Ember-1 supports 1.0M tokens and Mistral Small 3.2 24B Instruct supports 128K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Ember-1 and Mistral Small 3.2 24B Instruct?

Key differences include LLM Stats Score (43.1 vs 8.4), context window (1.0M vs 128K), input pricing ($3.00 vs $0.07/M), multimodal support (no vs yes), licensing (Proprietary vs Apache 2.0). See the full comparison above for benchmark-by-benchmark results.

Who makes Ember-1 and Mistral Small 3.2 24B Instruct?

Ember-1 is developed by Fireworks AI and Mistral Small 3.2 24B Instruct is developed by Mistral AI.