Head-to-head comparison across 3benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
GPT-5.4 Pro
91
Qwen3.7 Max
93
Verified leaderboard positions: GPT-5.4 Pro unranked · Qwen3.7 Max #2
Pick Qwen3.7 Max if you want the stronger benchmark profile. GPT-5.4 Pro only becomes the better choice if agentic is the priority or you need the larger 1.05M context window.
Agentic
+19.6 difference
Reasoning
+7.1 difference
Knowledge
+22.2 difference
GPT-5.4 Pro
Qwen3.7 Max
$30 / $180
$null / $null
74 t/s
N/A
151.79s
N/A
1.05M
1M
Pick Qwen3.7 Max if you want the stronger benchmark profile. GPT-5.4 Pro only becomes the better choice if agentic is the priority or you need the larger 1.05M context window.
Qwen3.7 Max has the cleaner provisional overall profile here, landing at 93 versus 91. It is a real lead, but still close enough that category-level strengths matter more than the headline number.
Qwen3.7 Max's sharpest advantage is in knowledge, where it averages 71.2 against 49. The single biggest benchmark swing on the page is HLE, 58.7% to 41.4%. GPT-5.4 Pro does hit back in agentic, so the answer changes if that is the part of the workload you care about most.
GPT-5.4 Pro gives you the larger context window at 1.05M, compared with 1M for Qwen3.7 Max.
Qwen3.7 Max is ahead on BenchLM's provisional leaderboard, 93 to 91. The biggest single separator in this matchup is HLE, where the scores are 58.7% and 41.4%.
Qwen3.7 Max has the edge for knowledge tasks in this comparison, averaging 71.2 versus 49. Inside this category, HLE is the benchmark that creates the most daylight between them.
Qwen3.7 Max has the edge for reasoning in this comparison, averaging 90.4 versus 83.3. GPT-5.4 Pro stays close enough that the answer can still flip depending on your workload.
GPT-5.4 Pro has the edge for agentic tasks in this comparison, averaging 89.3 versus 69.7. Qwen3.7 Max stays close enough that the answer can still flip depending on your workload.
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