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Atria Dawn Preview vs Gemini 2.0 Flash-Lite

Atria Dawn Preview leads the LLM Stats Score 52.3 to 12.4.

Shanghai AI Laboratory · Google · Updated for 2026

Which is better?

Atria Dawn Preview leads the overall LLM Stats Score 52.3 to 12.4, 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 — 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 2.0 Flash-Lite

  • you want predictable pricing at $0.07/M input and $0.30/M output

At a glance

The differences that matter most.

Atria Dawn Preview
Shanghai AI Laboratory
Gemini 2.0 Flash-Lite
Google
Core performance indexes
LLM Stats Score
52.3
#10
12.4
#251
Reasoning
50.5
#12
12.5
#244
Cost, coverage & limits
Benchmark wins
—
—
Input price
— / M
$0.07 / M
Output price
— / M
$0.30 / M
Context window
—
1,048,576

Individual benchmarks

12 reported for Atria Dawn Preview · 13 for Gemini 2.0 Flash-Lite

No common benchmarks found

Atria Dawn Preview and Gemini 2.0 Flash-Litedon'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 2.0 Flash-Lite specifies input context (1,048,576 tokens). Only Gemini 2.0 Flash-Lite specifies output context (8,192 tokens).

Shanghai AI Laboratory
Atria Dawn Preview
Input- tokens
Output- tokens
Google
Gemini 2.0 Flash-Lite
Input1,048,576 tokens
Output8,192 tokens
Wed Sep 16 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Gemini 2.0 Flash-Lite supports multimodal inputs, whereas Atria Dawn Preview does not.

Gemini 2.0 Flash-Lite 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 2.0 Flash-Lite

Text
Images
Audio
Video

License

Usage and distribution terms

Atria Dawn Preview is licensed under MIT, while Gemini 2.0 Flash-Lite 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 2.0 Flash-Lite

Proprietary

Closed source

Release Timeline

When each model was launched

Atria Dawn Preview was released on 2026-09-11, while Gemini 2.0 Flash-Lite was released on 2025-02-05.

Atria Dawn Preview is 19 months newer than Gemini 2.0 Flash-Lite.

Atria Dawn Preview

Sep 11, 2026

4 days ago

1.6yr newer
Gemini 2.0 Flash-Lite

Feb 5, 2025

1.6 years ago

Knowledge Cutoff

When training data ends

Gemini 2.0 Flash-Lite has a documented knowledge cutoff of 2024-06-01, while Atria Dawn Preview's cutoff date is not specified.

We can confirm Gemini 2.0 Flash-Lite's training data extends to 2024-06-01, but cannot make a direct comparison without Atria Dawn Preview's cutoff date.

Atria Dawn Preview

—

Gemini 2.0 Flash-Lite

Jun 2024

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion→

Judge for yourself.

Run your own prompts against Atria Dawn Preview and Gemini 2.0 Flash-Lite side-by-side, then vote on the output you prefer.

Atria Dawn Preview
✓ Preferred
Gemini 2.0 Flash-Lite
Open in Playground

FAQ

Common questions about Atria Dawn Preview vs Gemini 2.0 Flash-Lite.

Which is better, Atria Dawn Preview or Gemini 2.0 Flash-Lite?

Atria Dawn Preview leads the LLM Stats Score 52.3 to 12.4. Atria Dawn Preview is made by Shanghai AI Laboratory and Gemini 2.0 Flash-Lite 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 2.0 Flash-Lite in benchmarks?

Atria Dawn Preview scores DeepSearchQA: 96.0%, BrowseComp: 92.5%, CyberGym: 86.5%, MLE-Bench Lite: 86.2%, WideSearch: 81.9%. Gemini 2.0 Flash-Lite scores MATH: 86.8%, FACTS Grounding: 83.6%, Global-MMLU-Lite: 78.2%, MMLU-Pro: 71.6%, MMMU: 68.0%.

What are the context window sizes for Atria Dawn Preview and Gemini 2.0 Flash-Lite?

Atria Dawn Preview supports an unknown number of tokens and Gemini 2.0 Flash-Lite 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 2.0 Flash-Lite?

Key differences include LLM Stats Score (52.3 vs 12.4), 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 2.0 Flash-Lite?

Atria Dawn Preview is developed by Shanghai AI Laboratory and Gemini 2.0 Flash-Lite is developed by Google.

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