# Ornith-1.0-9B vs Qwen3.7 Max

> Side-by-side benchmark comparison for Ornith-1.0-9B and Qwen3.7 Max across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/ornith-1-0-9b-vs-qwen3-7-max
- Last updated: September 27, 2026

- Shared sourced benchmarks: 5
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.7

## Quick Verdict

Pick Qwen3.7 Max if you want the stronger benchmark profile. Ornith-1.0-9B only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Qwen3.7 Max leads overall 63.18 to 39.
- The biggest single benchmark swing is SWE Multilingual in Coding, with scores of 52% and 78.3%.
- Qwen3.7 Max is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Qwen3.7 Max also has the larger context window at 1M.

## Model Snapshot

| Property | Ornith-1.0-9B | Qwen3.7 Max |
|----------|----------|----------|
| Creator | DeepReinforce AI | Alibaba |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 256K | 1M |
| Overall Score | null | 63.18 |
| Benchmarks Covered | 7 | 41 |
| Pricing (input/output) | $0.00 / $0.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Ornith-1.0-9B public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 39.8 (Supported · #46/105)

| Benchmark | Ornith-1.0-9B | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 43.1% | Coming soon | Coming soon |
| Claw-Eval | 63.1% | 65.2% | Qwen3.7 Max |
| Terminal-Bench 2.0 | Coming soon | 69.7% | Coming soon |
| QwenClawBench | Coming soon | 64.3% | Coming soon |
| BFCL v4 | Coming soon | 75.0% | 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: Not comparable
- Ornith-1.0-9B public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 46.2 (Supported · #45/135)

| Benchmark | Ornith-1.0-9B | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 69.4% | 80.4% | Qwen3.7 Max |
| SWE-bench Pro | 42.9% | 60.6% | Qwen3.7 Max |
| SWE Multilingual | 52% | 78.3% | Qwen3.7 Max |
| NL2Repo | 27.2% | 47.2% | Qwen3.7 Max |
| Terminal-Bench 2.1 | 43.1% | Coming soon | 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: Not comparable
- Ornith-1.0-9B public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 76.1 (Unranked · 3 rankable rows)

| Benchmark | Ornith-1.0-9B | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| MRCRv2 | Coming soon | 90.4% | Coming soon |
| CritPt | Coming soon | 13.4% | Coming soon |

### Knowledge

- Winner: Not comparable
- Ornith-1.0-9B public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 60.8 (Supported · #34/158)

| Benchmark | Ornith-1.0-9B | 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 |

### Multilingual

- Winner: Not comparable
- Ornith-1.0-9B public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 100 (#1/12)

| Benchmark | Ornith-1.0-9B | 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 |

### Instruction Following

- Winner: Not comparable
- Ornith-1.0-9B public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 89.2 (#17/124)

| Benchmark | Ornith-1.0-9B | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| IFEval | Coming soon | 94.3% | Coming soon |
| IFBench | Coming soon | 79.1% | Coming soon |

### Mathematics

- Winner: Not comparable
- Ornith-1.0-9B public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 81.9 (Unranked · 3 rankable rows)

| Benchmark | Ornith-1.0-9B | 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

### Which is better overall, Ornith-1.0-9B or Qwen3.7 Max?

Qwen3.7 Max is ahead overall on BenchLM right now.

### How many benchmarks does Ornith-1.0-9B cover on BenchLM?

Ornith-1.0-9B currently has 7 sourced benchmark scores on BenchLM.

### How many benchmarks does Qwen3.7 Max cover on BenchLM?

Qwen3.7 Max currently has 41 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Ornith-1.0-9B vs Ornith-1.0-397B](/compare/ornith-1-0-397b-vs-ornith-1-0-9b)
- [Qwen3.7 Max vs Ornith-1.0-397B](/compare/ornith-1-0-397b-vs-qwen3-7-max)
- [Ornith-1.0-9B vs Ornith-1.0-35B](/compare/ornith-1-0-35b-vs-ornith-1-0-9b)
- [Qwen3.7 Max vs Ornith-1.0-35B](/compare/ornith-1-0-35b-vs-qwen3-7-max)

## Explore More

- [Ornith-1.0-9B profile](/models/ornith-1-0-9b)
- [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)