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Atria Dawn Preview vs Gemini 3 Flash

Atria Dawn Preview leads the LLM Stats Score 52.3 to 36.8.

Shanghai AI Laboratory · Google · Updated for 2026

Which is better?

Atria Dawn Preview leads the overall LLM Stats Score 52.3 to 36.8, ranking #10 overall.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Atria Dawn Preview

  • overall performance matters — it scores 52.3 and ranks #10 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you want the most recent training data — it shipped Sep 2026
  • you need open weights you can self-host or fine-tune

Choose Gemini 3 Flash

  • you want predictable pricing at $0.50/M input and $3.00/M output

At a glance

The differences that matter most.

Atria Dawn Preview
Shanghai AI Laboratory
Gemini 3 Flash
Google
Core performance indexes
LLM Stats Score
52.3
#10
36.8
#73
Reasoning
50.5
#12
37.6
#65
Coding
36.2
#22
22.4
#80
Agents
38.8
#10
17.8
#72
Cost, coverage & limits
Benchmark wins
—
—
Input price
— / M
$0.50 / M
Output price
— / M
$3.00 / M
Context window
—
1,000,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
Atria Dawn Preview
Gemini 3 Flash
Tool use
31.1#12
15.9#86
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

12 reported for Atria Dawn Preview · 24 for Gemini 3 Flash

No common benchmarks found

Atria Dawn Preview and Gemini 3 Flashdon'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

Context Window

Maximum input and output token capacity

Only Gemini 3 Flash specifies input context (1,000,000 tokens). Only Gemini 3 Flash specifies output context (65,536 tokens).

Shanghai AI Laboratory
Atria Dawn Preview
Input- tokens
Output- tokens
Google
Gemini 3 Flash
Input1,000,000 tokens
Output65,536 tokens
Sun Sep 20 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Gemini 3 Flash supports multimodal inputs, whereas Atria Dawn Preview does not.

Gemini 3 Flash can handle both text and other forms of data like images, making it suitable for multimodal applications.

Atria Dawn Preview

Text
Images
Audio
Video

Gemini 3 Flash

Text
Images
Audio
Video

License

Usage and distribution terms

Atria Dawn Preview is licensed under MIT, while Gemini 3 Flash uses a proprietary license.

License differences may affect how you can use these models in commercial or open-source projects.

Atria Dawn Preview

MIT

Open weights

Gemini 3 Flash

Proprietary

Closed source

Release Timeline

When each model was launched

Atria Dawn Preview was released on 2026-09-11, while Gemini 3 Flash was released on 2025-12-17.

Atria Dawn Preview is 9 months newer than Gemini 3 Flash.

Atria Dawn Preview

Sep 11, 2026

1 weeks ago

8mo newer
Gemini 3 Flash

Dec 17, 2025

9 months ago

Knowledge Cutoff

When training data ends

Gemini 3 Flash has a documented knowledge cutoff of 2025-01-31, while Atria Dawn Preview's cutoff date is not specified.

We can confirm Gemini 3 Flash's training data extends to 2025-01-31, but cannot make a direct comparison without Atria Dawn Preview's cutoff date.

Atria Dawn Preview

—

Gemini 3 Flash

Jan 2025

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion→

Judge for yourself.

Run your own prompts against Atria Dawn Preview and Gemini 3 Flash side-by-side, then vote on the output you prefer.

Atria Dawn Preview
✓ Preferred
Gemini 3 Flash
Open in Playground

FAQ

Common questions about Atria Dawn Preview vs Gemini 3 Flash.

Which is better, Atria Dawn Preview or Gemini 3 Flash?

Atria Dawn Preview leads the LLM Stats Score 52.3 to 36.8. Atria Dawn Preview is made by Shanghai AI Laboratory and Gemini 3 Flash is made by Google. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Atria Dawn Preview compare to Gemini 3 Flash in benchmarks?

Atria Dawn Preview scores DeepSearchQA: 96.0%, BrowseComp: 92.5%, CyberGym: 86.5%, MLE-Bench Lite: 86.2%, WideSearch: 81.9%. Gemini 3 Flash scores Vending-Bench 2: 100.0%, AIME 2025: 99.7%, Global PIQA: 92.8%, MMMLU: 91.8%, GPQA: 90.4%.

What are the context window sizes for Atria Dawn Preview and Gemini 3 Flash?

Atria Dawn Preview supports an unknown number of tokens and Gemini 3 Flash supports 1.0M tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Atria Dawn Preview and Gemini 3 Flash?

Key differences include LLM Stats Score (52.3 vs 36.8), multimodal support (no vs yes), licensing (MIT vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes Atria Dawn Preview and Gemini 3 Flash?

Atria Dawn Preview is developed by Shanghai AI Laboratory and Gemini 3 Flash is developed by Google.

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