Ember-1 vs Gemma 3 4B
Ember-1 leads the LLM Stats Score 43.1 to -1.9. Gemma 3 4B is 240.0x cheaper per token.
Fireworks AI · Google · Updated for 2026
Which is better?
Ember-1 leads the overall LLM Stats Score 43.1 to -1.9, ranking #51 overall.
On price, Gemma 3 4B is roughly 240.0x 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 43.1 and ranks #51 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 Gemma 3 4B
- cost matters — it's about 240.0x cheaper per token
- you need open weights you can self-host or fine-tune
At a glance
The differences that matter most.
Individual benchmarks
4 reported for Ember-1 · 26 for Gemma 3 4B
Ember-1 and Gemma 3 4Bdon'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
For input processing, Ember-1 ($3.00/1M tokens) is 150.0x more expensive than Gemma 3 4B ($0.02/1M tokens).
For output processing, Ember-1 ($15.00/1M tokens) is 375.0x more expensive than Gemma 3 4B ($0.04/1M tokens).
In conclusion, Ember-1 is more expensive than Gemma 3 4B.*
* Using a 3:1 ratio of input to output tokens
Model Size
Parameter count comparison
Ember-1 has 2776.0B more parameters than Gemma 3 4B, making it 69400.0% larger.
Context Window
Maximum input and output token capacity
Ember-1 accepts 1,040,000 input tokens compared to Gemma 3 4B's 131,072 tokens. Only Gemma 3 4B specifies output context (131,072 tokens).
Input capabilities
Documented input modalities across available providers
Gemma 3 4B supports multimodal inputs, whereas Ember-1 does not.
Gemma 3 4B can handle both text and other forms of data like images, making it suitable for multimodal applications.
Ember-1
Gemma 3 4B
License
Usage and distribution terms
Ember-1 is licensed under a proprietary license, while Gemma 3 4B uses Gemma.
License differences may affect how you can use these models in commercial or open-source projects.
Proprietary
Closed source
Gemma
Open weights
Release Timeline
When each model was launched
Ember-1 was released on 2026-09-23, while Gemma 3 4B was released on 2025-03-12.
Ember-1 is 19 months newer than Gemma 3 4B.
Sep 23, 2026
2 weeks ago
1.5yr newerMar 12, 2025
1.6 years ago
Knowledge Cutoff
When training data ends
Gemma 3 4B has a documented knowledge cutoff of 2024-08-01, while Ember-1's cutoff date is not specified.
We can confirm Gemma 3 4B's training data extends to 2024-08-01, but cannot make a direct comparison without Ember-1's cutoff date.
—
Aug 2024
Provider Availability
Ember-1 is available from Fireworks. Gemma 3 4B is available from DeepInfra.
Ember-1
Gemma 3 4B
Outputs Comparison
Judge for yourself.
Run your own prompts against Ember-1 and Gemma 3 4B side-by-side, then vote on the output you prefer.
FAQ
Common questions about Ember-1 vs Gemma 3 4B.