4.6Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
5.8Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
Rank
#45
#34
Tests Correct
A test is fully passed only if every run passed for that test.Wrong answer: 8Did not follow instructions: 1Response Time (avg)1.46sResponse Time (max)2.89sResponse Time (total)21.86sA test is fully passed only if every run passed for that test.…
A test is fully passed only if every run passed for that test.Timed out: 3Wrong answer: 2API error: 1No answer: 1Response Time (avg)44.84sResponse Time (max)106.00sResponse Time (total)672.55sA test is fully passed only if every run passed for that test.…
Consistency
8.9Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
6.7Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
Cost per result
1.496Shows the average cost per correct benchmark answer in cents (lower is better).…
4.189Shows the average cost per correct benchmark answer in cents (lower is better).…
Total Cost
$0.090Total Cost…
$0.336Total Cost…
Attempt pass rate
44.4%Attempt pass rate = passed attempts / total attempts across runs.…
80.0%Attempt pass rate = passed attempts / total attempts across runs.…
Flaky tests
2Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
6Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
common.totalRuns
45 (15 x 3)common.totalRuns…
45 (15 x 3)common.totalRuns…
Output Tokens
1,635Output Tokens…
5,475Output Tokens…
Reasoning Tokens
0Reasoning Tokens…
165,513Reasoning Tokens…
Response Time (avg)
1.46sResponse Time (avg)…
44.84sResponse Time (avg)…
Response Time (max)
2.89sResponse Time (max)…
106.00sResponse Time (max)…
Response Time (total)
21.86sResponse Time (total)…
672.55sResponse Time (total)…
Top Models by Score
Score vs Total Cost
Response Time (avg)
Avg Score vs Response Time (avg)
Category Breakdown
Anti-AI Tricks
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
OpenAI: GPT-5.4
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
7.3Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
11.1%Attempt pass rate = passed attempts / total attempts across runs.…
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.Wrong answer: 3Response Time (avg)1.41sResponse Time (max)2.58sResponse Time (total)4.23sA test is fully passed only if every run passed for that test.…
1.41sResponse Time (avg)…
388Output Tokens…
0Reasoning Tokens…
Qwen: Qwen3.5-35B-A3B
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
100.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)21.75sResponse Time (max)34.96sResponse Time (total)65.26sA test is fully passed only if every run passed for that test.…
21.75sResponse Time (avg)…
429Output Tokens…
36,235Reasoning Tokens…
Combined
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
OpenAI: GPT-5.4
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
0.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)2.89sResponse Time (max)2.89sResponse Time (total)2.89sA test is fully passed only if every run passed for that test.…
2.89sResponse Time (avg)…
291Output Tokens…
0Reasoning Tokens…
Qwen: Qwen3.5-35B-A3B
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
1.6Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
66.7%Attempt pass rate = passed attempts / total attempts across runs.…
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No answer: 1Response Time (avg)75.34sResponse Time (max)75.34sResponse Time (total)75.34sA test is fully passed only if every run passed for that test.…
75.34sResponse Time (avg)…
775Output Tokens…
12,485Reasoning Tokens…
Data parsing and extraction
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
OpenAI: GPT-5.4
9.9Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
100.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)1.04sResponse Time (max)1.06sResponse Time (total)2.08sA test is fully passed only if every run passed for that test.…
1.04sResponse Time (avg)…
222Output Tokens…
0Reasoning Tokens…
Qwen: Qwen3.5-35B-A3B
5.5Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
5.9Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
83.3%Attempt pass rate = passed attempts / total attempts across runs.…
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.API error: 1Response Time (avg)59.33sResponse Time (max)97.12sResponse Time (total)118.65sA test is fully passed only if every run passed for that test.…
59.33sResponse Time (avg)…
235Output Tokens…
19,493Reasoning Tokens…
Domain specific
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
OpenAI: GPT-5.4
4.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
7.2Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
44.4%Attempt pass rate = passed attempts / total attempts across runs.…
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.Wrong answer: 2Response Time (avg)1.07sResponse Time (max)1.54sResponse Time (total)3.22sA test is fully passed only if every run passed for that test.…
1.07sResponse Time (avg)…
50Output Tokens…
0Reasoning Tokens…
Qwen: Qwen3.5-35B-A3B
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
4.4Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
44.5%Attempt pass rate = passed attempts / total attempts across runs.…
2Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.Timed out: 2Wrong answer: 1Response Time (avg)88.34sResponse Time (max)106.00sResponse Time (total)265.01sA test is fully passed only if every run passed for that test.…
88.34sResponse Time (avg)…
41Output Tokens…
46,368Reasoning Tokens…
Instructions following
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
OpenAI: GPT-5.4
5.5Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
50.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)1.07sResponse Time (max)1.17sResponse Time (total)2.15sA test is fully passed only if every run passed for that test.…
1.07sResponse Time (avg)…
81Output Tokens…
0Reasoning Tokens…
Qwen: Qwen3.5-35B-A3B
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
100.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)24.45sResponse Time (max)43.36sResponse Time (total)48.89sA test is fully passed only if every run passed for that test.…
24.45sResponse Time (avg)…
97Output Tokens…
17,361Reasoning Tokens…
Puzzle Solving
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
OpenAI: GPT-5.4
4.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
9.8Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
33.3%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.Did not follow instructions: 1Wrong answer: 1Response Time (avg)1.52sResponse Time (max)1.82sResponse Time (total)4.56sA test is fully passed only if every run passed for that test.…
1.52sResponse Time (avg)…
357Output Tokens…
0Reasoning Tokens…
Qwen: Qwen3.5-35B-A3B
4.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
4.4Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
77.8%Attempt pass rate = passed attempts / total attempts across runs.…
2Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.Timed out: 1Wrong answer: 1Response Time (avg)31.58sResponse Time (max)60.18sResponse Time (total)94.75sA test is fully passed only if every run passed for that test.…
31.58sResponse Time (avg)…
3,589Output Tokens…
32,206Reasoning Tokens…
Tool Calling
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
OpenAI: GPT-5.4
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
100.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)2.75sResponse Time (max)2.75sResponse Time (total)2.75sA test is fully passed only if every run passed for that test.…
2.75sResponse Time (avg)…
246Output Tokens…
0Reasoning Tokens…
Qwen: Qwen3.5-35B-A3B
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
100.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)4.65sResponse Time (max)4.65sResponse Time (total)4.65sA test is fully passed only if every run passed for that test.…