Atria Dawn Preview vs Ling 3.0 Flash: Specs & Benchmark Comparison
Atria Dawn Preview is developed by Shanghai AI Laboratory, while Ling 3.0 Flash comes from InclusionAI. Ling 3.0 Flash was released in August 2026, and Atria Dawn Preview followed a month later in September 2026. Atria Dawn Preview is the larger model at roughly 744 billion parameters, against 124 billion for Ling 3.0 Flash.
The two models share 8 published benchmarks. Atria Dawn Preview leads on 8 of them. The widest gaps are on SkillsBench, where Atria Dawn Preview scores 66.4% against 44.8%; Terminal-Bench 2.1, where Atria Dawn Preview scores 78.3% against 57.0%. Averaged across everything we track, Atria Dawn Preview sits at 72.7% and Ling 3.0 Flash at 68.5%.
Ling 3.0 Flash is available through an API at $0.06 per million input tokens with a 131K-token context window. We do not track a hosted API for Atria Dawn Preview, so pricing and context cannot be compared directly.
| Characteristic | Atria Dawn Preview | Ling 3.0 Flash |
|---|---|---|
| Company | Shanghai AI Laboratory | InclusionAI |
| Release Date | September 11, 2026 | August 4, 2026 |
| Parameters | 744B | 124B |
| Multimodal | No | No |
| Context (input) | — | 131K |
| Context (output) | — | 131K |
| Input Price / 1M | — | $0.06 |
| Output Price / 1M | — | $0.18 |
| Average Score | 72.7% | 68.5% |
| Benchmarks | ||
| SkillsBench | 66.4% | 44.8% |
| Terminal-Bench 2.1 | 78.3% | 57.0% |
| BrowseComp | 92.5% | 72.2% |
| GDPval-AA | 52.8% | 36.9% |
| Tau3 Banking | 41.2% | 28.0% |
| WideSearch | 81.9% | 73.6% |
| BFCL-V4 | 77.0% | 73.0% |
| SWE-Bench Pro | 59.6% | 56.6% |
Visual Benchmark Comparison
Verdict
Atria Dawn Preview leads in 1 out of 2 comparison categories.
Both models show comparable average scores: Atria Dawn Preview — 0.7, Ling 3.0 Flash — 0.7.
Atria Dawn Preview is newer: released 9/11/2026 vs 8/4/2026.
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Frequently Asked Questions
Which is better for coding — Atria Dawn Preview or Ling 3.0 Flash?
Which model is cheaper — Atria Dawn Preview or Ling 3.0 Flash?
Which has a larger context window — Atria Dawn Preview or Ling 3.0 Flash?
The Atria Dawn Preview and Ling 3.0 Flash 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 Ling 3.0 Flash page. See also the complete list of AI model comparisons.