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OpenAI: GPT-5.4 vs Qwen: Qwen3.7 Max

Last updated at: 2026-06-04

Metric GPT-5.4 GPT-5.4 medium Release: 2026-03-05 Qwen3.7 Max Qwen3.7 Max medium Release: 2026-05-22
Score 8.0 9.1
Rank #21 #5
Reliability 10.0 10.0
Consistency 8.6 9.6
Tests Correct
Attempt pass rate 76.2% 88.9%
Flaky tests 4 1
Total Runs 63 63
Cost per result 8.640 5.517
Total Cost $1.210 $0.523
Input Price $2.500 / 1M $1.250 / 1M
Output Price $15.000 / 1M $3.750 / 1M
Total Input Tokens 34,108 42,360
Output Tokens 2,242 2,129
Reasoning Tokens 72,707 122,959
Response Time (avg) 22.35s 16.02s
Response Time (max) 100.41s 59.98s
Response Time (total) 469.29s 336.51s

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Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
GPT-5.4 8.3 10.0 75.0% 0 4.11s 606 240 1,511
Qwen3.7 Max 10.0 10.0 100.0% 0 6.36s 672 222 8,742
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
GPT-5.4 8.8 7.8 88.9% 1 44.36s 7,305 433 24,216
Qwen3.7 Max 10.0 10.0 100.0% 0 35.31s 7,893 423 34,808
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
GPT-5.4 10.0 10.0 100.0% 0 20.57s 11,019 301 3,543
Qwen3.7 Max 10.0 10.0 100.0% 0 19.60s 14,934 366 8,405
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
GPT-5.4 10.0 10.0 100.0% 0 5.32s 7,140 234 804
Qwen3.7 Max 10.0 10.0 100.0% 0 8.80s 7,782 270 6,254
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
GPT-5.4 5.3 7.2 44.4% 1 74.27s 619 61 34,748
Qwen3.7 Max 5.9 7.2 55.6% 1 24.94s 771 61 31,793
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
GPT-5.4 4.7 3.1 33.3% 1 4.92s 477 145 321
Qwen3.7 Max 10.0 10.0 100.0% 0 11.70s 516 135 4,457
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
GPT-5.4 10.0 10.0 100.0% 0 3.11s 660 93 897
Qwen3.7 Max 10.0 10.0 100.0% 0 7.46s 699 102 5,452
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
GPT-5.4 8.2 7.2 88.9% 1 9.14s 642 441 3,815
Qwen3.7 Max 10.0 10.0 100.0% 0 8.84s 696 259 8,908
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
GPT-5.4 10.0 10.0 100.0% 0 13.28s 5,445 264 1,031
Qwen3.7 Max 10.0 10.0 100.0% 0 6.63s 8,193 267 1,220
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
GPT-5.4 3.0 10.0 0.0% 0 13.95s 195 30 1,821
Qwen3.7 Max 3.0 10.0 0.0% 0 33.37s 204 24 12,920

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