# Atria Dawn Preview vs Qwen3.7 Max

> Side-by-side benchmark comparison for Atria Dawn Preview and Qwen3.7 Max across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/atria-dawn-preview-vs-qwen3-7-max
- Last updated: September 14, 2026

- Shared sourced benchmarks: 2
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Evidence is too thin for a benchmark verdict: Atria Dawn Preview and Qwen3.7 Max share only 2 sourced benchmark rows.

## Summary

- Only 2 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Qwen3.7 Max has the lower published output-token price.
- Qwen3.7 Max has the larger published context window at 1M.

## Model Snapshot

| Property | Atria Dawn Preview | Qwen3.7 Max |
|----------|----------|----------|
| Creator | Shanghai Artificial Intelligence Laboratory | Alibaba |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 256K | 1M |
| Independent public score (not head-to-head) | null | 67.16 |
| Benchmarks Covered | 13 | 41 |
| Pricing (input/output) | $0.00 / $0.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Atria Dawn Preview public-lane score: 57.9 (Estimated · #31/153)
- Qwen3.7 Max public-lane score: 41.3 (Supported · #112/153)

| Benchmark | Atria Dawn Preview | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| AutomationBench | 53.8% | Coming soon | Coming soon |
| BFCL v4 | 77.0% | 75.0% | Atria Dawn Preview |
| 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% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 69.7% | Coming soon |
| QwenClawBench | Coming soon | 64.3% | Coming soon |
| Claw-Eval | Coming soon | 65.2% | Coming soon |
| MCP Atlas | Coming soon | 76.4% | Coming soon |
| VITA-Bench | Coming soon | 47.9% | Coming soon |
| HLE w/ tools | Coming soon | 53.5% | Coming soon |
| Gert Labs | Coming soon | 64.27% | Coming soon |
| ResearchClawBench | Coming soon | 18.7% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 61.0% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Atria Dawn Preview public-lane score: 51.6 (Estimated · #51/152)
- Qwen3.7 Max public-lane score: 49.4 (Supported · #65/152)

| Benchmark | Atria Dawn Preview | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 78.3% | Coming soon | Coming soon |
| SWE-bench Pro | 59.6% | 60.6% | Qwen3.7 Max |
| SWE-bench Verified | Coming soon | 80.4% | Coming soon |
| SWE Multilingual | Coming soon | 78.3% | Coming soon |
| NL2Repo | Coming soon | 47.2% | Coming soon |
| SciCode | Coming soon | 53.5% | Coming soon |
| LiveCodeBench | Coming soon | 91.6% | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 69.7% | Coming soon |
| OpenHarmony Bench | Coming soon | 53.4% | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 87.1% | Coming soon |
| SWE-bench (Vals) | Coming soon | 68.8% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Atria Dawn Preview public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 75.1 (Unranked · 3 rankable rows)

| Benchmark | Atria Dawn Preview | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| MRCRv2 | Coming soon | 90.4% | Coming soon |
| CritPt | Coming soon | 13.4% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Atria Dawn Preview public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 61.8 (Supported · #28/183)

| Benchmark | Atria Dawn Preview | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| GPQA | Coming soon | 92.4% | Coming soon |
| GPQA-D | Coming soon | 92.4% | Coming soon |
| HLE | Coming soon | 41.4% | Coming soon |
| MMLU-Pro | Coming soon | 89.6% | Coming soon |
| MMLU-Redux | Coming soon | 95% | Coming soon |
| SuperGPQA | Coming soon | 73.6% | Coming soon |
| MMMLU | Coming soon | 90.3% | Coming soon |
| GPQA Diamond (Vals) | Coming soon | 90.2% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 89.3% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Atria Dawn Preview public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 91.1 (#16/123)

| Benchmark | Atria Dawn Preview | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| IFEval | Coming soon | 94.3% | Coming soon |
| IFBench | Coming soon | 79.1% | Coming soon |

### Multilingual

- Winner: Insufficient shared evidence
- Atria Dawn Preview public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 100 (#1/12)

| Benchmark | Atria Dawn Preview | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | Coming soon | 87% | Coming soon |
| NOVA-63 | Coming soon | 59.0% | Coming soon |
| INCLUDE | Coming soon | 86.2% | Coming soon |
| MAXIFE | Coming soon | 89.2% | Coming soon |
| PolyMath | Coming soon | 86.5% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Atria Dawn Preview public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 82.1 (Unranked · 3 rankable rows)

| Benchmark | Atria Dawn Preview | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| HMMT Feb 2026 | Coming soon | 97.1% | Coming soon |
| IMOAnswerBench | Coming soon | 90.0% | Coming soon |
| Apex | Coming soon | 44.5% | Coming soon |

## FAQ

### Is there enough evidence to pick between Atria Dawn Preview and Qwen3.7 Max?

Not yet. The models share only 2 sourced benchmark rows, 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 Claude Fable 5.1](/compare/atria-dawn-preview-vs-claude-fable-5-1)
- [Qwen3.7 Max vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-qwen3-7-max)
- [Atria Dawn Preview vs GPT-6 Astra](/compare/atria-dawn-preview-vs-gpt-6-astra)
- [Qwen3.7 Max vs GPT-6 Astra](/compare/gpt-6-astra-vs-qwen3-7-max)

## Explore More

- [Atria Dawn Preview profile](/models/atria-dawn-preview)
- [Qwen3.7 Max profile](/models/qwen3-7-max)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)