6.9Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
8.2Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
Rank
#25
#7
Tests Correct
A test is fully passed only if every run passed for that test.Extra formatting: 3Wrong answer: 2Response Time (avg)5.94sResponse Time (max)23.84sResponse Time (total)47.55sA 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.Wrong answer: 2Did not follow instructions: 1Response Time (avg)21.06sResponse Time (max)100.41sResponse Time (total)315.95sA test is fully passed only if every run passed for that test.…
Consistency
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
8.9Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
Cost per result
2.460Shows the average cost per correct benchmark answer in cents (lower is better).…
6.533Shows the average cost per correct benchmark answer in cents (lower is better).…
Total Cost
$0.246Total Cost…
$0.784Total Cost…
Attempt pass rate
66.7%Attempt pass rate = passed attempts / total attempts across runs.…
86.7%Attempt pass rate = passed attempts / total attempts across runs.…
Flaky tests
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
2Flaky 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
6,703Output Tokens…
1,611Output Tokens…
Reasoning Tokens
0Reasoning Tokens…
46,321Reasoning Tokens…
Response Time (avg)
5.94sResponse Time (avg)…
21.06sResponse Time (avg)…
Response Time (max)
23.84sResponse Time (max)…
100.41sResponse Time (max)…
Response Time (total)
47.55sResponse Time (total)…
315.95sResponse 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
Anthropic: Claude Sonnet 4.6
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.Extra formatting: 2Response Time (avg)4.83sResponse Time (max)4.83sResponse Time (total)4.83sA test is fully passed only if every run passed for that test.…
4.83sResponse Time (avg)…
1,199Output Tokens…
0Reasoning 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)5.02sResponse Time (max)6.42sResponse Time (total)15.06sA test is fully passed only if every run passed for that test.…
5.02sResponse Time (avg)…
216Output Tokens…
1,466Reasoning Tokens…
Combined
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Anthropic: Claude Sonnet 4.6
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).…
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)23.84sResponse Time (max)23.84sResponse Time (total)23.84sA test is fully passed only if every run passed for that test.…
23.84sResponse Time (avg)…
3,766Output Tokens…
0Reasoning 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)20.57sResponse Time (max)20.57sResponse Time (total)20.57sA test is fully passed only if every run passed for that test.…
20.57sResponse Time (avg)…
301Output Tokens…
3,543Reasoning Tokens…
Data parsing and extraction
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Anthropic: Claude Sonnet 4.6
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)3.43sResponse Time (max)3.43sResponse Time (total)3.43sA test is fully passed only if every run passed for that test.…
3.43sResponse Time (avg)…
252Output Tokens…
0Reasoning 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)5.32sResponse Time (max)5.40sResponse Time (total)10.64sA test is fully passed only if every run passed for that test.…
5.32sResponse Time (avg)…
234Output Tokens…
804Reasoning Tokens…
Domain specific
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Anthropic: Claude Sonnet 4.6
7.0Summarizes 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).…
66.7%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)3.54sResponse Time (max)3.54sResponse Time (total)3.54sA test is fully passed only if every run passed for that test.…
3.54sResponse Time (avg)…
413Output Tokens…
0Reasoning 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)74.27sResponse Time (max)100.41sResponse Time (total)222.80sA test is fully passed only if every run passed for that test.…
74.27sResponse Time (avg)…
61Output Tokens…
34,748Reasoning Tokens…
Instructions following
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Anthropic: Claude Sonnet 4.6
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)1.96sResponse Time (max)1.96sResponse Time (total)1.96sA test is fully passed only if every run passed for that test.…
1.96sResponse Time (avg)…
90Output Tokens…
0Reasoning 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)3.11sResponse Time (max)3.68sResponse Time (total)6.22sA test is fully passed only if every run passed for that test.…
3.11sResponse Time (avg)…
93Output Tokens…
897Reasoning Tokens…
Puzzle Solving
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Anthropic: Claude Sonnet 4.6
7.0Summarizes 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).…
66.7%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.Extra formatting: 1Response Time (avg)2.92sResponse Time (max)3.33sResponse Time (total)5.84sA test is fully passed only if every run passed for that test.…
2.92sResponse Time (avg)…
536Output Tokens…
0Reasoning Tokens…
OpenAI: GPT-5.4
7.0Summarizes 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).…
88.9%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)9.13sResponse Time (max)18.14sResponse Time (total)27.39sA test is fully passed only if every run passed for that test.…
9.13sResponse Time (avg)…
442Output Tokens…
3,832Reasoning Tokens…
Tool Calling
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Anthropic: Claude Sonnet 4.6
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)4.11sResponse Time (max)4.11sResponse Time (total)4.11sA test is fully passed only if every run passed for that test.…
4.11sResponse Time (avg)…
447Output Tokens…
0Reasoning 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)13.28sResponse Time (max)13.28sResponse Time (total)13.28sA test is fully passed only if every run passed for that test.…