Atria Dawn Preview vs Laguna S 2.1: Specs & Benchmark Comparison

Atria Dawn Preview is developed by Shanghai AI Laboratory, while Laguna S 2.1 comes from Poolside. Laguna S 2.1 was released in July 2026, and Atria Dawn Preview followed 2 months later in September 2026. Atria Dawn Preview is the larger model at roughly 744 billion parameters, against 118 billion for Laguna S 2.1.

The two models share 2 published benchmarks. Atria Dawn Preview leads on 2 of them. The widest gaps are on Terminal-Bench 2.1, where Atria Dawn Preview scores 78.3% against 70.2%; SWE-Bench Pro, where Atria Dawn Preview scores 59.6% against 59.4%. Averaged across everything we track, Atria Dawn Preview sits at 72.7% and Laguna S 2.1 at 57.4%.

Laguna S 2.1 is available through an API at $0.10 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 PreviewLaguna S 2.1
CompanyShanghai AI LaboratoryPoolside
Release DateSeptember 11, 2026July 21, 2026
Parameters744B118B
MultimodalNoNo
Context (input)—1.0M
Input Price / 1M—$0.10
Output Price / 1M—$0.20
Average Score72.7%57.4%
Benchmarks
Terminal-Bench 2.178.3%70.2%
SWE-Bench Pro59.6%59.4%

Visual Benchmark Comparison

Atria Dawn Preview
Laguna S 2.1
Terminal-Bench 2.10.8 vs 0.7
0.8
0.7
SWE-Bench Pro0.6 vs 0.6
0.6
0.6

Verdict

Atria Dawn Preview leads in 1 out of 2 comparison categories.

Overall Performance

Both models show comparable average scores: Atria Dawn Preview — 0.7, Laguna S 2.1 — 0.6.

Recency

Atria Dawn Preview is newer: released 9/11/2026 vs 7/21/2026.

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Frequently Asked Questions

Which is better for coding — Atria Dawn Preview or Laguna S 2.1?
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 Laguna S 2.1?
API pricing data is available on the individual model pages.
Which has a larger context window — Atria Dawn Preview or Laguna S 2.1?
Context window data is available on the individual model pages.

The Atria Dawn Preview and Laguna S 2.1 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 Laguna S 2.1 page. See also the complete list of AI model comparisons.