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Ember-1 vs Ministral 8B Instruct

Ember-1 leads the LLM Stats Score 43.6 to -4.7. Ministral 8B Instruct is 60.0x cheaper per token.

Fireworks AI · Mistral AI · Updated for 2026

Which is better?

Ember-1 leads the overall LLM Stats Score 43.6 to -4.7, ranking #46 overall.

On price, Ministral 8B Instruct is roughly 60.0x 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 43.6 and ranks #46 on LLM Stats
  • your work emphasizes reasoning and coding — 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 Ministral 8B Instruct

  • cost matters — it's about 60.0x 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
43.6
#46
-4.7
#366
38.6
#71
-4.8
#357
38.0
#20
-14.5
#281
Cost, coverage & limits
Benchmark wins
—
—
Input price
$3.00 / M
$0.10 / M
Output price
$15.00 / M
$0.10 / M
Context window
1,040,000
128,000

Individual benchmarks

4 reported for Ember-1 · 11 for Ministral 8B Instruct

No common benchmarks found

Ember-1 and Ministral 8B 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

Ministral 8B Instruct costs less

For input processing, Ember-1 ($3.00/1M tokens) is 30.0x more expensive than Ministral 8B Instruct ($0.10/1M tokens).

For output processing, Ember-1 ($15.00/1M tokens) is 150.0x more expensive than Ministral 8B Instruct ($0.10/1M tokens).

In conclusion, Ember-1 is more expensive than Ministral 8B Instruct.*

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

Lowest available price from all providers
Wed Oct 07 2026 • llm-stats.com
Fireworks AI
Ember-1
Input tokens$3.00
Output tokens$15.00
Best providerFireworks
Mistral AI
Ministral 8B Instruct
Input tokens$0.10
Output tokens$0.10
Best providerMistral
Notice missing or incorrect data?

Model Size

Parameter count comparison

2772.0B diff

Ember-1 has 2772.0B more parameters than Ministral 8B Instruct, making it 34564.2% larger.

Fireworks AI
Ember-1
2.8Tparameters
Mistral AI
Ministral 8B Instruct
8.0Bparameters
2780.0B
Ember-1
8.0B
Ministral 8B Instruct

Context Window

Maximum input and output token capacity

Ember-1 accepts 1,040,000 input tokens compared to Ministral 8B Instruct's 128,000 tokens. Only Ministral 8B Instruct specifies output context (128,000 tokens).

Fireworks AI
Ember-1
Input1,040,000 tokens
Output- tokens
Mistral AI
Ministral 8B Instruct
Input128,000 tokens
Output128,000 tokens
Wed Oct 07 2026 • llm-stats.com

License

Usage and distribution terms

Ember-1 is licensed under a proprietary license, while Ministral 8B Instruct uses Mistral Research License.

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

Ember-1

Proprietary

Closed source

Ministral 8B Instruct

Mistral Research License

Open weights

Release Timeline

When each model was launched

Ember-1 was released on 2026-09-23, while Ministral 8B Instruct was released on 2024-10-16.

Ember-1 is 24 months newer than Ministral 8B Instruct.

Ember-1

Sep 23, 2026

2 weeks ago

1.9yr newer
Ministral 8B Instruct

Oct 16, 2024

2.0 years ago

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

Ember-1 is available from Fireworks. Ministral 8B Instruct is available from Mistral AI.

Ember-1

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

Ministral 8B Instruct

mistral logo
Mistral
Input Price:Input: $0.10/1MOutput Price:Output: $0.10/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Ember-1 and Ministral 8B Instruct side-by-side, then vote on the output you prefer.

Ember-1
✓ Preferred
Ministral 8B Instruct
Open in Playground

FAQ

Common questions about Ember-1 vs Ministral 8B Instruct.

Which is better, Ember-1 or Ministral 8B Instruct?

Ember-1 leads the LLM Stats Score 43.6 to -4.7. Ember-1 is made by Fireworks AI and Ministral 8B 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 Ministral 8B 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%. Ministral 8B Instruct scores MT-Bench: 83.0%, Winogrande: 75.3%, ARC-C: 71.9%, Arena Hard: 70.9%, MBPP pass@1: 70.0%.

Is Ember-1 cheaper than Ministral 8B Instruct?

Ministral 8B Instruct is 30.0x cheaper for input tokens. Ember-1 costs $3.00/M input and $15.00/M output via fireworks. Ministral 8B Instruct costs $0.10/M input and $0.10/M output via mistral.

What are the context window sizes for Ember-1 and Ministral 8B Instruct?

Ember-1 supports 1.0M tokens and Ministral 8B 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 Ministral 8B Instruct?

Key differences include LLM Stats Score (43.6 vs -4.7), context window (1.0M vs 128K), input pricing ($3.00 vs $0.10/M), licensing (Proprietary vs Mistral Research License). See the full comparison above for benchmark-by-benchmark results.

Who makes Ember-1 and Ministral 8B Instruct?

Ember-1 is developed by Fireworks AI and Ministral 8B Instruct is developed by Mistral AI.