6.9Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
5.4Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
Rank
#25
#35
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: 5Did not follow instructions: 3Response Time (avg)2.47sResponse Time (max)14.63sResponse Time (total)34.56sA 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).…
8.3Consistency 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).…
0.622Shows the average cost per correct benchmark answer in cents (lower is better).…
Total Cost
$0.246Total Cost…
$0.044Total Cost…
Attempt pass rate
66.7%Attempt pass rate = passed attempts / total attempts across runs.…
57.8%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).…
3Flaky 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…
3,571Output Tokens…
Reasoning Tokens
0Reasoning Tokens…
45,379Reasoning Tokens…
Response Time (avg)
5.94sResponse Time (avg)…
2.47sResponse Time (avg)…
Response Time (max)
23.84sResponse Time (max)…
14.63sResponse Time (max)…
Response Time (total)
47.55sResponse Time (total)…
34.56sResponse 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…
Inception: Mercury 2
7.3Summarizes 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).…
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.Did not follow instructions: 1Response Time (avg)1.30sResponse Time (max)2.46sResponse Time (total)3.89sA test is fully passed only if every run passed for that test.…
1.30sResponse Time (avg)…
2,531Output Tokens…
2,410Reasoning 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…
Inception: Mercury 2
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)3.28sResponse Time (max)3.28sResponse Time (total)3.28sA test is fully passed only if every run passed for that test.…
3.28sResponse Time (avg)…
268Output Tokens…
4,887Reasoning 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…
Inception: Mercury 2
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.Wrong answer: 1Response Time (avg)1.11sResponse Time (max)1.47sResponse Time (total)2.21sA test is fully passed only if every run passed for that test.…
1.11sResponse Time (avg)…
183Output Tokens…
1,656Reasoning 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…
Inception: Mercury 2
10.0Summarizes 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).…
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)6.48sResponse Time (max)14.63sResponse Time (total)19.43sA test is fully passed only if every run passed for that test.…
6.48sResponse Time (avg)…
41Output Tokens…
30,754Reasoning 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…
Inception: Mercury 2
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)1.07sResponse Time (max)1.07sResponse Time (total)1.07sA test is fully passed only if every run passed for that test.…
1.07sResponse Time (avg)…
14Output Tokens…
958Reasoning 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…
Inception: Mercury 2
1.7Summarizes 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).…
22.2%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: 2Wrong answer: 1Response Time (avg)934msResponse Time (max)1.18sResponse Time (total)2.80sA test is fully passed only if every run passed for that test.…
934msResponse Time (avg)…
354Output Tokens…
2,758Reasoning 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…
Inception: Mercury 2
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)1.89sResponse Time (max)1.89sResponse Time (total)1.89sA test is fully passed only if every run passed for that test.…