6.4Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
4.6Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
Rank
#29
#44
Tests Correct
A test is fully passed only if every run passed for that test.Wrong answer: 3Did not follow instructions: 1No answer: 1Timed out: 1Response Time (avg)69.84sResponse Time (max)137.29sResponse Time (total)558.72sA 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: 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.…
Consistency
7.8Consistency 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
2.082Shows the average cost per correct benchmark answer in cents (lower is better).…
1.496Shows the average cost per correct benchmark answer in cents (lower is better).…
Total Cost
$0.188Total Cost…
$0.090Total Cost…
Attempt pass rate
73.3%Attempt pass rate = passed attempts / total attempts across runs.…
44.4%Attempt pass rate = passed attempts / total attempts across runs.…
Flaky tests
4Flaky 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
34,638Output Tokens…
1,635Output Tokens…
Reasoning Tokens
68,234Reasoning Tokens…
0Reasoning Tokens…
Response Time (avg)
69.84sResponse Time (avg)…
1.46sResponse Time (avg)…
Response Time (max)
137.29sResponse Time (max)…
2.89sResponse Time (max)…
Response Time (total)
558.72sResponse Time (total)…
21.86sResponse 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
MoonshotAI: Kimi K2.5
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.No answer: 1Response Time (avg)85.28sResponse Time (max)85.28sResponse Time (total)85.28sA test is fully passed only if every run passed for that test.…
85.28sResponse Time (avg)…
335Output Tokens…
6,255Reasoning 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…
Combined
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
MoonshotAI: Kimi K2.5
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)71.37sResponse Time (max)71.37sResponse Time (total)71.37sA test is fully passed only if every run passed for that test.…
71.37sResponse Time (avg)…
703Output Tokens…
3,713Reasoning 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…
Data parsing and extraction
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
MoonshotAI: Kimi K2.5
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)49.78sResponse Time (max)49.78sResponse Time (total)49.78sA test is fully passed only if every run passed for that test.…
49.78sResponse Time (avg)…
563Output Tokens…
7,940Reasoning 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…
Domain specific
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
MoonshotAI: Kimi K2.5
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: 2Timed out: 1Response Time (avg)137.29sResponse Time (max)137.29sResponse Time (total)137.29sA test is fully passed only if every run passed for that test.…
137.29sResponse Time (avg)…
20,753Output Tokens…
30,564Reasoning 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…
Instructions following
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
MoonshotAI: Kimi K2.5
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)92.47sResponse Time (max)92.47sResponse Time (total)92.47sA test is fully passed only if every run passed for that test.…
92.47sResponse Time (avg)…
5,371Output Tokens…
6,547Reasoning 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…
Puzzle Solving
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
MoonshotAI: Kimi K2.5
4.0Summarizes 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).…
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.Did not follow instructions: 1Wrong answer: 1Response Time (avg)45.40sResponse Time (max)82.75sResponse Time (total)90.79sA test is fully passed only if every run passed for that test.…
45.40sResponse Time (avg)…
6,671Output Tokens…
12,403Reasoning 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…
Tool Calling
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
MoonshotAI: Kimi K2.5
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)31.74sResponse Time (max)31.74sResponse Time (total)31.74sA test is fully passed only if every run passed for that test.…
31.74sResponse Time (avg)…
242Output Tokens…
812Reasoning 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.…