Qwen3.7 Max vs Qwen3.7 Plus vs Claude Opus 4.7 benchmark comparisonQwen3.7 Max leads on Score with 9.4. Qwen3.7 Max leads on Reliability with 10.0. Qwen3.7 Plus has the lowest Total Cost at $0.177. Claude Opus 4.7 is fastest at 4.73s.
Recommended model: Claude Opus 4.7 - Its score stays close to the best score here (8.7 vs 9.4), while responding about 5.8x faster than the other models in this comparison.
9.4Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
8.2Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
8.7Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
Rank
#4
#28
#17
Reliability
10.0First-attempt success score: 10.0 means no retryable target API or rate-limit failures before successful calls; tracked failures lower the score.โฆ
10.0First-attempt success score: 10.0 means no retryable target API or rate-limit failures before successful calls; tracked failures lower the score.โฆ
10.0First-attempt success score: 10.0 means no retryable target API or rate-limit failures before successful calls; tracked failures lower the score.โฆ
Consistency
9.6Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
9.1Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
9.6Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
Tests Correct
A test is fully passed only if every run passed for that test.Wrong answer: 3Response Time (avg)16.02sResponse Time (max)59.98sResponse Time (total)336.51sA test is fully passed only if every run passed for that test.โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 5Timed out: 1Response Time (avg)38.95sResponse Time (max)178.04sResponse Time (total)817.85sA test is fully passed only if every run passed for that test.โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 3Timed out: 1Response Time (avg)4.73sResponse Time (max)23.18sResponse Time (total)94.51sA test is fully passed only if every run passed for that test.โฆ
Attempt pass rate
88.9%Attempt pass rate = passed attempts / total attempts across runs.โฆ
77.8%Attempt pass rate = passed attempts / total attempts across runs.โฆ
82.5%Attempt pass rate = passed attempts / total attempts across runs.โฆ
Flaky tests
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
2Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
Total Runs
63Total Runsโฆ
63Total Runsโฆ
63Total Runsโฆ
Cost per result
5.517Shows the average cost per correct benchmark answer in cents (lower is better).โฆ
1.474Shows the average cost per correct benchmark answer in cents (lower is better).โฆ
3.991Shows the average cost per correct benchmark answer in cents (lower is better).โฆ
Total Cost
$0.523Total Cost (Current Price)โฆ
$0.177Total Cost (Current Price)โฆ
$0.679Total Cost (Current Price)โฆ
Input Price
$1.250 / 1MInput Priceโฆ
$0.320 / 1MInput Priceโฆ
$5.000 / 1MInput Priceโฆ
Output Price
$3.750 / 1MOutput Priceโฆ
$1.280 / 1MOutput Priceโฆ
$25.000 / 1MOutput Priceโฆ
Total Input Tokens
42,360Total Input Tokensโฆ
40,939Total Input Tokensโฆ
65,406Total Input Tokensโฆ
Output Tokens
2,129Output Tokensโฆ
2,125Output Tokensโฆ
11,858Output Tokensโฆ
Reasoning Tokens
122,959Reasoning Tokensโฆ
125,754Reasoning Tokensโฆ
2,198Reasoning Tokensโฆ
Response Time (avg)
16.02sResponse Time (avg)โฆ
38.95sResponse Time (avg)โฆ
4.73sResponse Time (avg)โฆ
Response Time (max)
59.98sResponse Time (max)โฆ
178.04sResponse Time (max)โฆ
23.18sResponse Time (max)โฆ
Response Time (total)
336.51sResponse Time (total)โฆ
817.85sResponse Time (total)โฆ
94.51sResponse Time (total)โฆ
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)6.36sResponse Time (max)8.75sResponse Time (total)25.44sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)8.58sResponse Time (max)12.75sResponse Time (total)34.33sA test is fully passed only if every run passed for that test.โฆ
8.3Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
75.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)1.85sResponse Time (max)2.71sResponse Time (total)7.38sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)35.31sResponse Time (max)59.98sResponse Time (total)105.93sA test is fully passed only if every run passed for that test.โฆ
6.1Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
6.6Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
55.6%Attempt pass rate = passed attempts / total attempts across runs.โฆ
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Timed out: 1Wrong answer: 1Response Time (avg)108.60sResponse Time (max)178.04sResponse Time (total)325.79sA test is fully passed only if every run passed for that test.โฆ
7.6Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
7.2Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
77.8%Attempt pass rate = passed attempts / total attempts across runs.โฆ
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)12.96sResponse Time (max)23.18sResponse Time (total)38.89sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)19.60sResponse Time (max)19.60sResponse Time (total)19.60sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)65.24sResponse Time (max)65.24sResponse Time (total)65.24sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)21.45sResponse Time (max)21.45sResponse Time (total)21.45sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)8.80sResponse Time (max)10.25sResponse Time (total)17.60sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)21.75sResponse Time (max)23.18sResponse Time (total)43.49sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)2.37sResponse Time (max)3.30sResponse Time (total)4.74sA test is fully passed only if every run passed for that test.โฆ
5.9Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
7.2Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
55.6%Attempt pass rate = passed attempts / total attempts across runs.โฆ
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 2Response Time (avg)24.94sResponse Time (max)29.00sResponse Time (total)74.81sA test is fully passed only if every run passed for that test.โฆ
3.6Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
7.2Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
22.2%Attempt pass rate = passed attempts / total attempts across runs.โฆ
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 3Response Time (avg)45.35sResponse Time (max)88.89sResponse Time (total)136.04sA test is fully passed only if every run passed for that test.โฆ
7.7Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
66.7%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Timed out: 1Response Time (avg)1.17sResponse Time (max)1.40sResponse Time (total)2.35sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)11.70sResponse Time (max)11.70sResponse Time (total)11.70sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)25.48sResponse Time (max)25.48sResponse Time (total)25.48sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)2.87sResponse Time (max)2.87sResponse Time (total)2.87sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)7.46sResponse Time (max)10.17sResponse Time (total)14.92sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)16.13sResponse Time (max)17.18sResponse Time (total)32.26sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)1.57sResponse Time (max)1.66sResponse Time (total)3.14sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)8.84sResponse Time (max)11.71sResponse Time (total)26.51sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)16.38sResponse Time (max)19.42sResponse Time (total)49.14sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)2.43sResponse Time (max)2.89sResponse Time (total)7.28sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)6.63sResponse Time (max)6.63sResponse Time (total)6.63sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)15.02sResponse Time (max)15.02sResponse Time (total)15.02sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)4.17sResponse Time (max)4.17sResponse Time (total)4.17sA test is fully passed only if every run passed for that test.โฆ
3.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
0.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)33.37sResponse Time (max)33.37sResponse Time (total)33.37sA test is fully passed only if every run passed for that test.โฆ
3.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
0.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)91.07sResponse Time (max)91.07sResponse Time (total)91.07sA test is fully passed only if every run passed for that test.โฆ
3.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
0.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)2.25sResponse Time (max)2.25sResponse Time (total)2.25sA test is fully passed only if every run passed for that test.โฆ