Atria Dawn Preview vs Ember-1: Specs & Benchmark Comparison

Atria Dawn Preview is developed by Shanghai AI Laboratory, while Ember-1 comes from Fireworks AI. Both were released in September 2026. Ember-1 is the larger model at roughly 2.8 trillion parameters, against 744 billion for Atria Dawn Preview.

We have 12 benchmark results for Atria Dawn Preview and 4 benchmark results for Ember-1, but they overlap on a single test: Terminal-Bench 2.1, where Ember-1 scores 82.0% against 78.3%.

Ember-1 is available through an API at $3 per million input tokens with a 1M-token context window. We do not track a hosted API for Atria Dawn Preview, so pricing and context cannot be compared directly.

CharacteristicAtria Dawn PreviewEmber-1
CompanyShanghai AI LaboratoryFireworks AI
Release DateSeptember 11, 2026September 23, 2026
Parameters744B2.8T
MultimodalNoNo
Context (input)—1.0M
Input Price / 1M—$3.00
Output Price / 1M—$15.00
Average Score72.7%78.8%
Benchmarks
Terminal-Bench 2.178.3%82.0%

Visual Benchmark Comparison

Atria Dawn Preview
Ember-1
Terminal-Bench 2.10.8 vs 0.8
0.8
0.8

Verdict

Both models show equal results — the choice depends on your specific use case.

Overall Performance

Both models show comparable average scores: Atria Dawn Preview — 0.7, Ember-1 — 0.8.

Recency

Both models were released around the same time: 9/11/2026 and 9/23/2026.

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Frequently Asked Questions

Which is better for coding — Atria Dawn Preview or Ember-1?
Direct comparison on the SWE-Bench benchmark is not available. We recommend reviewing other metrics on the comparison page.
Which model is cheaper — Atria Dawn Preview or Ember-1?
API pricing data is available on the individual model pages.
Which has a larger context window — Atria Dawn Preview or Ember-1?
Context window data is available on the individual model pages.

The Atria Dawn Preview and Ember-1 comparison is updated for 2026. Data includes benchmark results, API pricing, context window size and other specifications. For more detailed information, visit the Atria Dawn Preview or Ember-1 page. See also the complete list of AI model comparisons.