8.2Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
6.9Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
Consistency
9.6Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
7.5Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
Cost per result
19.243Shows the average cost per correct benchmark answer in cents (lower is better).…
0.720Shows the average cost per correct benchmark answer in cents (lower is better).…
Total Cost
$2.310Total Cost…
$0.072Total Cost…
Tests Correct
A test is fully passed only if every run passed for that test.Wrong answer: 3Did not follow instructions: 1Response Time (avg)68.83sResponse Time (max)280.52sResponse Time (total)1101.32sA 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: 3API error: 1Did not follow instructions: 1Wrong answer: 1Response Time (avg)70.81sResponse Time (max)234.29sResponse Time (total)1132.90sA test is fully passed only if every run passed for that test.…
Attempt pass rate
77.1%Attempt pass rate = passed attempts / total attempts across runs.…
81.3%Attempt pass rate = passed attempts / total attempts across runs.…
Flaky tests
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
5Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
Total Runs
48 (16 x 3)Total Runs…
48 (16 x 3)Total Runs…
Output Tokens
1,283Output Tokens…
1,807Output Tokens…
Reasoning Tokens
1,533,310Reasoning Tokens…
169,952Reasoning Tokens…
Response Time (avg)
68.83sResponse Time (avg)…
70.81sResponse Time (avg)…
Response Time (max)
280.52sResponse Time (max)…
234.29sResponse Time (max)…
Response Time (total)
1101.32sResponse Time (total)…
1132.90sResponse 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
Google: Gemini 3.1 Flash Lite Preview
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)43.87sResponse Time (max)121.88sResponse Time (total)131.62sA test is fully passed only if every run passed for that test.…
43.87sResponse Time (avg)…
144Output Tokens…
193,077Reasoning Tokens…
Qwen: Qwen3.5-Flash
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)71.35sResponse Time (max)168.31sResponse Time (total)214.06sA test is fully passed only if every run passed for that test.…
71.35sResponse Time (avg)…
363Output Tokens…
23,645Reasoning Tokens…
Combined
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Google: Gemini 3.1 Flash Lite Preview
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)280.52sResponse Time (max)280.52sResponse Time (total)280.52sA test is fully passed only if every run passed for that test.…
280.52sResponse Time (avg)…
335Output Tokens…
380,440Reasoning Tokens…
Qwen: Qwen3.5-Flash
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)17.78sResponse Time (max)17.78sResponse Time (total)17.78sA test is fully passed only if every run passed for that test.…
17.78sResponse Time (avg)…
483Output Tokens…
8,270Reasoning Tokens…
Data parsing and extraction
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Google: Gemini 3.1 Flash Lite Preview
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)7.16sResponse Time (max)8.54sResponse Time (total)14.31sA test is fully passed only if every run passed for that test.…
7.16sResponse Time (avg)…
279Output Tokens…
6,186Reasoning Tokens…
Qwen: Qwen3.5-Flash
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)56.99sResponse Time (max)80.14sResponse Time (total)113.98sA test is fully passed only if every run passed for that test.…
56.99sResponse Time (avg)…
235Output Tokens…
16,237Reasoning Tokens…
Domain specific
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Google: Gemini 3.1 Flash Lite Preview
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.Wrong answer: 2Response Time (avg)127.58sResponse Time (max)133.93sResponse Time (total)382.74sA test is fully passed only if every run passed for that test.…
127.58sResponse Time (avg)…
18Output Tokens…
566,202Reasoning Tokens…
Qwen: Qwen3.5-Flash
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.Timed out: 1Wrong answer: 1Response Time (avg)146.50sResponse Time (max)234.29sResponse Time (total)439.49sA test is fully passed only if every run passed for that test.…
146.50sResponse Time (avg)…
58Output Tokens…
43,615Reasoning Tokens…
General Intelligence
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Google: Gemini 3.1 Flash Lite Preview
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)5.25sResponse Time (max)5.25sResponse Time (total)5.25sA test is fully passed only if every run passed for that test.…
5.25sResponse Time (avg)…
117Output Tokens…
3,915Reasoning Tokens…
Qwen: Qwen3.5-Flash
5.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
3.1Consistency 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.Did not follow instructions: 1Response Time (avg)40.05sResponse Time (max)40.05sResponse Time (total)40.05sA test is fully passed only if every run passed for that test.…
40.05sResponse Time (avg)…
99Output Tokens…
38,486Reasoning Tokens…
Instructions following
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Google: Gemini 3.1 Flash Lite Preview
9.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
6.9Consistency 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.Did not follow instructions: 1Response Time (avg)70.07sResponse Time (max)136.53sResponse Time (total)140.14sA test is fully passed only if every run passed for that test.…
70.07sResponse Time (avg)…
69Output Tokens…
190,053Reasoning Tokens…
Qwen: Qwen3.5-Flash
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)63.49sResponse Time (max)111.61sResponse Time (total)126.98sA test is fully passed only if every run passed for that test.…
63.49sResponse Time (avg)…
98Output Tokens…
14,139Reasoning Tokens…
Puzzle Solving
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Google: Gemini 3.1 Flash Lite Preview
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)46.33sResponse Time (max)134.22sResponse Time (total)139.00sA test is fully passed only if every run passed for that test.…
46.33sResponse Time (avg)…
87Output Tokens…
190,953Reasoning Tokens…
Qwen: Qwen3.5-Flash
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: 2Response Time (avg)56.74sResponse Time (max)115.01sResponse Time (total)170.23sA test is fully passed only if every run passed for that test.…
56.74sResponse Time (avg)…
162Output Tokens…
24,276Reasoning Tokens…
Tool Calling
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Google: Gemini 3.1 Flash Lite Preview
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)7.73sResponse Time (max)7.73sResponse Time (total)7.73sA test is fully passed only if every run passed for that test.…
7.73sResponse Time (avg)…
234Output Tokens…
2,484Reasoning Tokens…
Qwen: Qwen3.5-Flash
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)10.33sResponse Time (max)10.33sResponse Time (total)10.33sA test is fully passed only if every run passed for that test.…