# Atria Dawn Preview vs Gemini 3 Pro

> Side-by-side benchmark comparison for Atria Dawn Preview and Gemini 3 Pro across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/atria-dawn-preview-vs-gemini-3-pro
- Last updated: September 14, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Evidence is too thin for a benchmark verdict: Atria Dawn Preview and Gemini 3 Pro share only 1 sourced benchmark row.

## Summary

- Only 1 shared sourced benchmark row is available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Atria Dawn Preview has the lower published output-token price.
- Gemini 3 Pro has the larger published context window at 2M.

## Model Snapshot

| Property | Atria Dawn Preview | Gemini 3 Pro |
|----------|----------|----------|
| Creator | Shanghai Artificial Intelligence Laboratory | Google |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 256K | 2M |
| Independent public score (not head-to-head) | null | 66.5 |
| Benchmarks Covered | 13 | 12 |
| Pricing (input/output) | $0.00 / $0.00 | $2.00 / $12.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Atria Dawn Preview public-lane score: 57.9 (Estimated · #31/153)
- Gemini 3 Pro public-lane score: 58.6 (Estimated · #26/153)

| Benchmark | Atria Dawn Preview | Gemini 3 Pro | Winner |
|-----------|-----------|-----------|--------|
| AutomationBench | 53.8% | Coming soon | Coming soon |
| BFCL v4 | 77.0% | Coming soon | Coming soon |
| CyberGym | 86.5% | Coming soon | Coming soon |
| DeepSearchQA | 96.0% | Coming soon | Coming soon |
| BrowseComp | 92.5% | Coming soon | Coming soon |
| skillsBench | 66.4% | Coming soon | Coming soon |
| MLE-Bench Lite | 86.2% | Coming soon | Coming soon |
| WideResearch | 81.9% | Coming soon | Coming soon |
| τ³-bench results | 41.2% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 78.3% | Coming soon | Coming soon |
| JobBench | 50.3% | 11.4% | Atria Dawn Preview |
| Gert Labs | Coming soon | 63.23% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Atria Dawn Preview public-lane score: 51.6 (Estimated · #51/152)
- Gemini 3 Pro public-lane score: 60 (Estimated · #22/152)

| Benchmark | Atria Dawn Preview | Gemini 3 Pro | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 78.3% | Coming soon | Coming soon |
| SWE-bench Pro | 59.6% | Coming soon | Coming soon |
| Vibe Code Bench | Coming soon | 14.30% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Atria Dawn Preview public-lane score: Coming soon
- Gemini 3 Pro public-lane score: 74.2 (#17/48)

| Benchmark | Atria Dawn Preview | Gemini 3 Pro | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | Coming soon | 81% | Coming soon |
| MathVision | Coming soon | 86.6% | Coming soon |
| VideoMMMU | Coming soon | 87.6% | Coming soon |
| ScreenSpot Pro | Coming soon | 72.7% | Coming soon |
| CharXiv | Coming soon | 81.4% | Coming soon |
| V* | Coming soon | 88.0% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Atria Dawn Preview public-lane score: Coming soon
- Gemini 3 Pro public-lane score: 36.7 (Unranked · 3 rankable rows)

| Benchmark | Atria Dawn Preview | Gemini 3 Pro | Winner |
|-----------|-----------|-----------|--------|
| ARC-AGI-2 | Coming soon | 31.1% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Atria Dawn Preview public-lane score: Coming soon
- Gemini 3 Pro public-lane score: 64.7 (Estimated · #25/183)

### Instruction Following

- Winner: Insufficient shared evidence
- Atria Dawn Preview public-lane score: Coming soon
- Gemini 3 Pro public-lane score: 86.1 (#39/123)

### Mathematics

- Winner: Insufficient shared evidence
- Atria Dawn Preview public-lane score: Coming soon
- Gemini 3 Pro public-lane score: 55.4 (Unranked · 2 rankable rows)

| Benchmark | Atria Dawn Preview | Gemini 3 Pro | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath v2 (Tiers 1-3) | Coming soon | 37.600% | Coming soon |
| FrontierMath v2 (Tier 4) | Coming soon | 18.750% | Coming soon |

## FAQ

### Is there enough evidence to pick between Atria Dawn Preview and Gemini 3 Pro?

Not yet. The models share only 1 sourced benchmark row, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [Atria Dawn Preview vs Gemini 3 Pro Deep Think](/compare/atria-dawn-preview-vs-gemini-3-pro-deep-think)
- [Gemini 3 Pro vs Gemini 3 Pro Deep Think](/compare/gemini-3-pro-vs-gemini-3-pro-deep-think)
- [Atria Dawn Preview vs Claude Fable 5.1](/compare/atria-dawn-preview-vs-claude-fable-5-1)
- [Gemini 3 Pro vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-gemini-3-pro)

## Explore More

- [Atria Dawn Preview profile](/models/atria-dawn-preview)
- [Gemini 3 Pro profile](/models/gemini-3-pro)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)