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Ember-1 vs GPT-Rosalind

Ember-1 and GPT-Rosalind are closely matched at 43.1 and 31.6 on the LLM Stats Score. Ember-1 is 1.7x cheaper per token.

Fireworks AI · OpenAI · Updated for 2026

Which is better?

Ember-1 and GPT-Rosalind are closely matched on the overall LLM Stats Score at 43.1 and 31.6.

On price, Ember-1 is roughly 1.7x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Ember-1

  • cost matters — it's about 1.7x cheaper per token
  • you want the most recent training data — it shipped Sep 2026

Choose GPT-Rosalind

  • you want predictable pricing at $5.00/M input and $25.00/M output

At a glance

The differences that matter most.

Core performance indexes
43.1
#51
31.6
#126
38.6
#71
31.0
#126
29.7
#44
21.6
#72
Cost, coverage & limits
Benchmark wins
—
—
Input price
$3.00 / M
$5.00 / M
Output price
$15.00 / M
$25.00 / M
Context window
1,040,000
—

Individual benchmarks

4 reported for Ember-1 · 10 for GPT-Rosalind

No common benchmarks found

Ember-1 and GPT-Rosalinddon'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

Ember-1 costs less

For input processing, Ember-1 ($3.00/1M tokens) is 1.7x cheaper than GPT-Rosalind ($5.00/1M tokens).

For output processing, Ember-1 ($15.00/1M tokens) is 1.7x cheaper than GPT-Rosalind ($25.00/1M tokens).

In conclusion, GPT-Rosalind is more expensive than Ember-1.*

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

Lowest available price from all providers
Thu Oct 08 2026 • llm-stats.com
Fireworks AI
Ember-1
Input tokens$3.00
Output tokens$15.00
Best providerFireworks
OpenAI
GPT-Rosalind
Input tokens$5.00
Output tokens$25.00
Best providerOpenAI
Notice missing or incorrect data?

Context Window

Maximum input and output token capacity

Only Ember-1 specifies input context (1,040,000 tokens).

Fireworks AI
Ember-1
Input1,040,000 tokens
Output- tokens
OpenAI
GPT-Rosalind
Input- tokens
Output- tokens
Thu Oct 08 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

GPT-Rosalind supports multimodal inputs, whereas Ember-1 does not.

GPT-Rosalind can handle both text and other forms of data like images, making it suitable for multimodal applications.

Ember-1

Text
Images
Audio
Video

GPT-Rosalind

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.

Ember-1

Proprietary

Closed source

GPT-Rosalind

Proprietary

Closed source

Release Timeline

When each model was launched

Ember-1 was released on 2026-09-23, while GPT-Rosalind was released on 2026-09-11.

Ember-1 is 0 month newer than GPT-Rosalind.

Ember-1

Sep 23, 2026

2 weeks ago

1w newer
GPT-Rosalind

Sep 11, 2026

3 weeks 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. GPT-Rosalind is available from OpenAI.

Ember-1

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

GPT-Rosalind

openai logo
OpenAI
Input Price:Input: $5.00/1MOutput Price:Output: $25.00/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

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

Ember-1
✓ Preferred
GPT-Rosalind
Open in Playground

FAQ

Common questions about Ember-1 vs GPT-Rosalind.

Which is better, Ember-1 or GPT-Rosalind?

Ember-1 and GPT-Rosalind are closely matched on the LLM Stats Score at 43.1 and 31.6. Ember-1 is made by Fireworks AI and GPT-Rosalind is made by OpenAI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Ember-1 compare to GPT-Rosalind 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%. GPT-Rosalind scores Biorisk knowledge: 81.1%, Labwork Bench: 63.2%, LifeSciBench: 57.6%, TroubleshootingBench: 53.3%, Multi-select Virology Troubleshooting: 51.2%.

Is Ember-1 cheaper than GPT-Rosalind?

Ember-1 is 1.7x cheaper for input tokens. Ember-1 costs $3.00/M input and $15.00/M output via fireworks. GPT-Rosalind costs $5.00/M input and $25.00/M output via openai.

What are the context window sizes for Ember-1 and GPT-Rosalind?

Ember-1 supports 1.0M tokens and GPT-Rosalind supports an unknown number of 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 GPT-Rosalind?

Key differences include LLM Stats Score (43.1 vs 31.6), input pricing ($3.00 vs $5.00/M), multimodal support (no vs yes). See the full comparison above for benchmark-by-benchmark results.

Who makes Ember-1 and GPT-Rosalind?

Ember-1 is developed by Fireworks AI and GPT-Rosalind is developed by OpenAI.