Atria Dawn is the stronger all-rounder.
Scores updated · 6 tests both models report · How we compare
Where each one wins
Tests won in each of the two areas where both have results. Each piece is one test, so a longer bar means more evidence; grey means the two scored within a point of each other.
Agents rests on a single test.
What it costs
Prices per million tokens, roughly 750,000 words. The bars show the cost of a million tokens read plus a million written.
The biggest differences
The tests each model wins by the widest margin, up to three each. Scores are out of 100.
Where Atria Dawn pulls ahead
- Finds hard-to-locate facts by browsing the webBrowseComp+6.6points ahead
- Long, multi-file coding tasks in real codebasesSWE-bench Pro+5.4points ahead
- Command-line tasks in a real terminalTerminal-Bench 2.1+4.5points ahead
Where Gemini 3.1 Pro pulls ahead
No clear win on a test scored out of 100.
Every test, side by side
All 6 tests both models report. The winning score is in its model's colour; marks a score checked independently.
CodingAtria Dawn
- SWE-bench ProAtria Dawn by 5.459.654.2+5.4
- Terminal-Bench 2.1Atria Dawn by 4.578.373.8+4.5
Other results3 tests, not counted
Tests outside the eight areas. They are not counted above: several are summary scores built from other tests, or the same test under another name.
- CyberGymAtria Dawn by 47.786.538.8+47.7
- τ³-Bench BankingAtria Dawn by 24.741.216.5+24.7
- DeepSearchQA (F1)Atria Dawn by 14.19681.9+14.1
Questions people ask
Which is better, Atria Dawn or Gemini 3.1 Pro?
Atria Dawn wins all two areas where both have results: coding and agents. Gemini 3.1 Pro wins none.
Which is better for coding?
Atria Dawn. It wins 2 of the 2 coding tests both models report; Gemini 3.1 Pro wins none.
How do you compare the two?
We use the 6 benchmark tests both models have published scores on. The verdict counts the 3 tests in the eight capability areas, and a gap under one point (ten on rating-style scales) counts as a tie. The other 3 are listed but not counted, because several are summary scores or repeat a test. Each score is the one shown on the model's own page.