7.5Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
8.5Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
Rank
#19
#5
Tests Correct
A test is fully passed only if every run passed for that test.Wrong answer: 4Did not follow instructions: 1Response Time (avg)6.22sResponse Time (max)18.33sResponse Time (total)93.31sA 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.Did not follow instructions: 1Timed out: 1Wrong answer: 1Response Time (avg)48.85sResponse Time (max)163.96sResponse Time (total)732.75sA test is fully passed only if every run passed for that test.…
Consistency
8.4Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
9.5Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
Cost per result
3.110Shows the average cost per correct benchmark answer in cents (lower is better).…
3.283Shows the average cost per correct benchmark answer in cents (lower is better).…
Total Cost
$0.311Total Cost…
$0.394Total Cost…
Attempt pass rate
75.6%Attempt pass rate = passed attempts / total attempts across runs.…
82.2%Attempt pass rate = passed attempts / total attempts across runs.…
Flaky tests
3Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
1Flaky 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
18,953Output Tokens…
1,588Output Tokens…
Reasoning Tokens
0Reasoning Tokens…
177,639Reasoning Tokens…
Response Time (avg)
6.22sResponse Time (avg)…
48.85sResponse Time (avg)…
Response Time (max)
18.33sResponse Time (max)…
163.96sResponse Time (max)…
Response Time (total)
93.31sResponse Time (total)…
732.75sResponse 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-5.3 Chat
7.3Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
7.5Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
77.8%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.Did not follow instructions: 1Response Time (avg)4.72sResponse Time (max)7.35sResponse Time (total)14.17sA test is fully passed only if every run passed for that test.…
4.72sResponse Time (avg)…
3,091Output Tokens…
0Reasoning Tokens…
Qwen: Qwen3.5-27B
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)9.69sResponse Time (max)10.84sResponse Time (total)29.06sA test is fully passed only if every run passed for that test.…
9.69sResponse Time (avg)…
102Output Tokens…
8,956Reasoning Tokens…
Combined
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
OpenAI: GPT-5.3 Chat
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)11.96sResponse Time (max)11.96sResponse Time (total)11.96sA test is fully passed only if every run passed for that test.…
11.96sResponse Time (avg)…
2,614Output Tokens…
0Reasoning Tokens…
Qwen: Qwen3.5-27B
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)163.96sResponse Time (max)163.96sResponse Time (total)163.96sA test is fully passed only if every run passed for that test.…
163.96sResponse Time (avg)…
483Output Tokens…
9,991Reasoning Tokens…
Data parsing and extraction
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
OpenAI: GPT-5.3 Chat
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)2.21sResponse Time (max)2.52sResponse Time (total)4.42sA test is fully passed only if every run passed for that test.…
2.21sResponse Time (avg)…
942Output Tokens…
0Reasoning Tokens…
Qwen: Qwen3.5-27B
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)30.26sResponse Time (max)32.03sResponse Time (total)60.52sA test is fully passed only if every run passed for that test.…
30.26sResponse Time (avg)…
270Output Tokens…
16,150Reasoning Tokens…
Domain specific
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
OpenAI: GPT-5.3 Chat
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).…
33.3%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.Wrong answer: 3Response Time (avg)13.01sResponse Time (max)18.33sResponse Time (total)39.04sA test is fully passed only if every run passed for that test.…
13.01sResponse Time (avg)…
8,264Output Tokens…
0Reasoning Tokens…
Qwen: Qwen3.5-27B
4.0Summarizes 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).…
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.Timed out: 1Wrong answer: 1Response Time (avg)79.53sResponse Time (max)95.52sResponse Time (total)238.59sA test is fully passed only if every run passed for that test.…
79.53sResponse Time (avg)…
43Output Tokens…
52,368Reasoning Tokens…
Instructions following
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
OpenAI: GPT-5.3 Chat
9.0Summarizes 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).…
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)3.29sResponse Time (max)4.18sResponse Time (total)6.59sA test is fully passed only if every run passed for that test.…
3.29sResponse Time (avg)…
1,455Output Tokens…
0Reasoning Tokens…
Qwen: Qwen3.5-27B
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)19.66sResponse Time (max)32.25sResponse Time (total)39.32sA test is fully passed only if every run passed for that test.…
19.66sResponse Time (avg)…
97Output Tokens…
11,638Reasoning Tokens…
Puzzle Solving
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
OpenAI: GPT-5.3 Chat
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)2.93sResponse Time (max)3.05sResponse Time (total)8.78sA test is fully passed only if every run passed for that test.…
2.93sResponse Time (avg)…
1,726Output Tokens…
0Reasoning Tokens…
Qwen: Qwen3.5-27B
8.3Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
7.7Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
77.8%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.Did not follow instructions: 1Response Time (avg)64.61sResponse Time (max)123.57sResponse Time (total)193.84sA test is fully passed only if every run passed for that test.…
64.61sResponse Time (avg)…
245Output Tokens…
77,213Reasoning Tokens…
Tool Calling
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
OpenAI: GPT-5.3 Chat
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)8.36sResponse Time (max)8.36sResponse Time (total)8.36sA test is fully passed only if every run passed for that test.…
8.36sResponse Time (avg)…
861Output Tokens…
0Reasoning Tokens…
Qwen: Qwen3.5-27B
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)7.45sResponse Time (max)7.45sResponse Time (total)7.45sA test is fully passed only if every run passed for that test.…