# Qwen3.7 Plus vs Sakana Fugu-Ultra

> Side-by-side benchmark comparison for Qwen3.7 Plus and Sakana Fugu-Ultra across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/qwen3-7-plus-vs-sakana-fugu-ultra
- Last updated: September 28, 2026

- Shared sourced benchmarks: 6
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.7

## Quick Verdict

Pick Sakana Fugu-Ultra if you want the stronger benchmark profile. Qwen3.7 Plus only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Sakana Fugu-Ultra leads overall 74 to 55.83.
- The clearest category separation is in reasoning, where the averages are 75.2 for Qwen3.7 Plus and 79.1 for Sakana Fugu-Ultra.
- The biggest single benchmark swing is SWE-bench Pro in Coding, with scores of 57.6% and 73.7%.

## Model Snapshot

| Property | Qwen3.7 Plus | Sakana Fugu-Ultra |
|----------|----------|----------|
| Creator | Alibaba | Sakana AI |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 1M |
| Overall Score | 55.83 | null |
| Benchmarks Covered | 52 | 11 |
| Pricing (input/output) | N/A | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Qwen3.7 Plus public-lane score: 35.2 (Supported · #66/117)
- Sakana Fugu-Ultra public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Sakana Fugu-Ultra | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 70.3% | Coming soon | Coming soon |
| QwenClawBench | 61.8% | Coming soon | Coming soon |
| Claw-Eval | 62.7% | Coming soon | Coming soon |
| BFCL v4 | 72.9% | Coming soon | Coming soon |
| MCP Atlas | 73.2% | Coming soon | Coming soon |
| VITA-Bench | 45.6% | Coming soon | Coming soon |
| DeepPlanning | 62.3% | Coming soon | Coming soon |
| OSWorld-Verified | 73.3% | Coming soon | Coming soon |
| AndroidWorld | 81.0% | Coming soon | Coming soon |
| OSWorld 2.0 | 2.8% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 52.8% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 82.1% | Coming soon |

### Coding

- Winner: Not comparable
- Qwen3.7 Plus public-lane score: 42.9 (Estimated · #54/142)
- Sakana Fugu-Ultra public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Sakana Fugu-Ultra | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 70.3% | Coming soon | Coming soon |
| SWE-bench Verified | 77.7% | Coming soon | Coming soon |
| SWE-bench Pro | 57.6% | 73.7% | Sakana Fugu-Ultra |
| SWE Multilingual | 75.8% | Coming soon | Coming soon |
| NL2Repo | 41.1% | Coming soon | Coming soon |
| SciCode | 51.3% | 58.7% | Sakana Fugu-Ultra |
| LiveCodeBench | 89.6% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 82.1% | Coming soon |
| LiveCodeBench v6 | Coming soon | 93.2% | Coming soon |
| LiveCodeBench Pro | Coming soon | 90.8% | Coming soon |

### Reasoning

- Winner: Not comparable
- Qwen3.7 Plus public-lane score: 75.2 (Unranked · 3 rankable rows)
- Sakana Fugu-Ultra public-lane score: 79.1 (Unranked · 1 rankable row)

| Benchmark | Qwen3.7 Plus | Sakana Fugu-Ultra | Winner |
|-----------|-----------|-----------|--------|
| CritPt | 9.1% | Coming soon | Coming soon |
| MRCRv2 | 91.7% | 93.6% | Sakana Fugu-Ultra |

### Multimodal & Grounded

- Winner: Not comparable
- Qwen3.7 Plus public-lane score: 73.5 (#19/50)
- Sakana Fugu-Ultra public-lane score: 73.6 (Unranked · 1 rankable row)

| Benchmark | Qwen3.7 Plus | Sakana Fugu-Ultra | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | 79% | Coming soon | Coming soon |
| MathVision | 90.3% | Coming soon | Coming soon |
| CharXiv | 85.9% | 86.6% | Sakana Fugu-Ultra |
| ERQA | 69.8% | Coming soon | Coming soon |
| MedXpertQA (MM) | 71.0% | Coming soon | Coming soon |
| ScreenSpot Pro | 79.0% | Coming soon | Coming soon |
| SimpleVQA | 81.7% | Coming soon | Coming soon |
| MMSearch-Plus | 41.4% | Coming soon | Coming soon |
| RealWorldQA | 86.9% | Coming soon | Coming soon |
| OmniDocBench 1.5 | 91.4% | Coming soon | Coming soon |
| OCRBench V2 | 70.7% | Coming soon | Coming soon |
| ODINW13 | 51.1% | Coming soon | Coming soon |
| Video-MME (with subtitle) | 88.0% | Coming soon | Coming soon |
| VideoMMMU | 85.4% | Coming soon | Coming soon |
| MLVU (M-Avg) | 87.4% | Coming soon | Coming soon |

### Knowledge

- Winner: Not comparable
- Qwen3.7 Plus public-lane score: 52.4 (Estimated · #55/168)
- Sakana Fugu-Ultra public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Sakana Fugu-Ultra | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 90.3% | 95.5% | Sakana Fugu-Ultra |
| GPQA-D | 90.3% | 95.5% | Sakana Fugu-Ultra |
| HLE | 34.7% | Coming soon | Coming soon |
| MMLU-Pro | 88.5% | Coming soon | Coming soon |
| MMLU-Redux | 94.5% | Coming soon | Coming soon |
| SuperGPQA | 71.4% | Coming soon | Coming soon |
| MMMLU | 89.0% | Coming soon | Coming soon |
| HLE w/o tools | Coming soon | 50% | Coming soon |

### Multilingual

- Winner: Not comparable
- Qwen3.7 Plus public-lane score: 78.9 (#3/12)
- Sakana Fugu-Ultra public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Sakana Fugu-Ultra | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | 85.4% | Coming soon | Coming soon |
| NOVA-63 | 58.8% | Coming soon | Coming soon |
| INCLUDE | 83.0% | Coming soon | Coming soon |
| MAXIFE | 88.8% | Coming soon | Coming soon |
| PolyMath | 84.0% | Coming soon | Coming soon |

### Instruction Following

- Winner: Not comparable
- Qwen3.7 Plus public-lane score: 89.2 (#18/124)
- Sakana Fugu-Ultra public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Sakana Fugu-Ultra | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 94.6% | Coming soon | Coming soon |
| IFBench | 79.1% | Coming soon | Coming soon |

### Mathematics

- Winner: Not comparable
- Qwen3.7 Plus public-lane score: 78.2 (Unranked · 3 rankable rows)
- Sakana Fugu-Ultra public-lane score: Coming soon

| Benchmark | Qwen3.7 Plus | Sakana Fugu-Ultra | Winner |
|-----------|-----------|-----------|--------|
| HMMT Feb 2026 | 92.9% | Coming soon | Coming soon |
| IMOAnswerBench | 86.0% | Coming soon | Coming soon |
| Apex | 22.7% | Coming soon | Coming soon |

## FAQ

### Which is better overall, Qwen3.7 Plus or Sakana Fugu-Ultra?

Sakana Fugu-Ultra is ahead overall on BenchLM right now.

### Where is the biggest gap between Qwen3.7 Plus and Sakana Fugu-Ultra?

The widest category gap is in reasoning, where the averages are 75.2 for Qwen3.7 Plus and 79.1 for Sakana Fugu-Ultra.

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

Qwen3.7 Plus currently has 52 sourced benchmark scores on BenchLM.

### How many benchmarks does Sakana Fugu-Ultra cover on BenchLM?

Sakana Fugu-Ultra currently has 11 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Qwen3.7 Plus vs Sakana Fugu](/compare/qwen3-7-plus-vs-sakana-fugu)
- [Sakana Fugu-Ultra vs Sakana Fugu](/compare/sakana-fugu-vs-sakana-fugu-ultra)
- [Qwen3.7 Plus vs Fugu Cyber](/compare/qwen3-7-plus-vs-sakana-fugu-cyber)
- [Sakana Fugu-Ultra vs Fugu Cyber](/compare/sakana-fugu-cyber-vs-sakana-fugu-ultra)

## Explore More

- [Qwen3.7 Plus profile](/models/qwen3-7-plus)
- [Sakana Fugu-Ultra profile](/models/sakana-fugu-ultra)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)