# GPT-5.4 Pro vs Qwen3.7 Max

> Side-by-side benchmark comparison for GPT-5.4 Pro and Qwen3.7 Max across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/gpt-5-4-pro-vs-qwen3-7-max
- Last updated: October 2, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: GPT-5.4 Pro and Qwen3.7 Max 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.
- Qwen3.7 Max has the lower published output-token price.
- GPT-5.4 Pro has the larger published context window at 1.05M.

## Model Snapshot

| Property | GPT-5.4 Pro | Qwen3.7 Max |
|----------|----------|----------|
| Creator | OpenAI | Alibaba |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 1.05M | 1M |
| Independent public score (not head-to-head) | 70.74 | 63.46 |
| Benchmarks Covered | 10 | 41 |
| Pricing (input/output) | $30.00 / $180.00 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- GPT-5.4 Pro public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 39.3 (Supported · #60/119)

| Benchmark | GPT-5.4 Pro | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| BrowseComp | 89.3% | 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 |
| 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: Insufficient shared evidence
- GPT-5.4 Pro public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 45.4 (Supported · #54/144)

| Benchmark | GPT-5.4 Pro | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | Coming soon | 80.4% | Coming soon |
| SWE-bench Pro | Coming soon | 60.6% | 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
- GPT-5.4 Pro public-lane score: 74.3 (Unranked · 2 rankable rows)
- Qwen3.7 Max public-lane score: 76.3 (Unranked · 3 rankable rows)

| Benchmark | GPT-5.4 Pro | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| ARC-AGI-2 | 83.3% | Coming soon | Coming soon |
| MRCRv2 | Coming soon | 90.4% | Coming soon |
| CritPt | Coming soon | 13.4% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- GPT-5.4 Pro public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 59.8 (Supported · #41/171)

| Benchmark | GPT-5.4 Pro | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| HLE | 58.7% | 41.4% | GPT-5.4 Pro |
| FrontierScience | 36.7% | Coming soon | Coming soon |
| FrontierScience Research | 36.7% | Coming soon | Coming soon |
| HLE w/o tools | 42.7% | Coming soon | Coming soon |
| GPQA | Coming soon | 92.4% | Coming soon |
| GPQA-D | Coming soon | 92.4% | 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: Insufficient shared evidence
- GPT-5.4 Pro public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 100 (#1/16)

| Benchmark | GPT-5.4 Pro | 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: Insufficient shared evidence
- GPT-5.4 Pro public-lane score: Coming soon
- Qwen3.7 Max public-lane score: 89.2 (#17/125)

| Benchmark | GPT-5.4 Pro | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| IFEval | Coming soon | 94.3% | Coming soon |
| IFBench | Coming soon | 79.1% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- GPT-5.4 Pro public-lane score: 68.8 (Unranked · 4 rankable rows)
- Qwen3.7 Max public-lane score: 81.9 (Unranked · 3 rankable rows)

| Benchmark | GPT-5.4 Pro | Qwen3.7 Max | Winner |
|-----------|-----------|-----------|--------|
| IPhO 2025 (Theory) | 93.5% | Coming soon | Coming soon |
| FrontierMath (legacy) | 50% | Coming soon | Coming soon |
| FrontierMath v2 (Tiers 1-3) | 50.000% | Coming soon | Coming soon |
| FrontierMath v2 (Tier 4) | 37.500% | Coming soon | Coming soon |
| 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 GPT-5.4 Pro and Qwen3.7 Max?

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

- [GPT-5.4 Pro vs GPT-5.4](/compare/gpt-5-4-vs-gpt-5-4-pro)
- [Qwen3.7 Max vs GPT-5.4](/compare/gpt-5-4-vs-qwen3-7-max)
- [GPT-5.4 Pro vs GPT-5.4 mini](/compare/gpt-5-4-mini-vs-gpt-5-4-pro)
- [Qwen3.7 Max vs GPT-5.4 mini](/compare/gpt-5-4-mini-vs-qwen3-7-max)

## Explore More

- [GPT-5.4 Pro profile](/models/gpt-5-4-pro)
- [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)