8.2Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
7.4Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
Consistency
9.5Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
9.1Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
Cost per result
0.607Shows the average cost per correct benchmark answer in cents (lower is better).…
0.000Shows the average cost per correct benchmark answer in cents (lower is better).…
Total Cost
$0.079Total Cost…
$0.000Total Cost…
Tests Correct
A test is fully passed only if every run passed for that test.Wrong answer: 3Response Time (avg)6.11sResponse Time (max)14.72sResponse Time (total)97.74sA 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: 3Wrong answer: 3Response Time (avg)29.10sResponse Time (max)170.45sResponse Time (total)290.96sA test is fully passed only if every run passed for that test.…
Attempt pass rate
83.3%Attempt pass rate = passed attempts / total attempts across runs.…
68.8%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).…
2Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
Total Runs
48Total Runs…
48Total Runs…
Output Tokens
1,586Output Tokens…
71,452Output Tokens…
Reasoning Tokens
19,950Reasoning Tokens…
155,147Reasoning Tokens…
Response Time (avg)
6.11sResponse Time (avg)…
29.10sResponse Time (avg)…
Response Time (max)
14.72sResponse Time (max)…
170.45sResponse Time (max)…
Response Time (total)
97.74sResponse Time (total)…
290.96sResponse 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 Flash 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)3.50sResponse Time (max)4.31sResponse Time (total)10.49sA test is fully passed only if every run passed for that test.…
3.50sResponse Time (avg)…
275Output Tokens…
2,476Reasoning Tokens…
StepFun: Step 3.5 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)18.54sResponse Time (max)32.30sResponse Time (total)37.07sA test is fully passed only if every run passed for that test.…
18.54sResponse Time (avg)…
13,924Output Tokens…
17,208Reasoning Tokens…
Combined
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Google: Gemini 3 Flash 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).…
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)3.27sResponse Time (max)3.27sResponse Time (total)3.27sA test is fully passed only if every run passed for that test.…
3.27sResponse Time (avg)…
326Output Tokens…
0Reasoning Tokens…
StepFun: Step 3.5 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)29.57sResponse Time (max)29.57sResponse Time (total)29.57sA test is fully passed only if every run passed for that test.…
29.57sResponse Time (avg)…
1,176Output Tokens…
12,984Reasoning Tokens…
Data parsing and extraction
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Google: Gemini 3 Flash 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)9.40sResponse Time (max)14.72sResponse Time (total)18.80sA test is fully passed only if every run passed for that test.…
9.40sResponse Time (avg)…
279Output Tokens…
3,656Reasoning Tokens…
StepFun: Step 3.5 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)15.01sResponse Time (max)15.01sResponse Time (total)15.01sA test is fully passed only if every run passed for that test.…
15.01sResponse Time (avg)…
600Output Tokens…
13,886Reasoning Tokens…
Domain specific
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Google: Gemini 3 Flash Preview
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)8.05sResponse Time (max)14.40sResponse Time (total)24.15sA test is fully passed only if every run passed for that test.…
8.05sResponse Time (avg)…
12Output Tokens…
6,410Reasoning Tokens…
StepFun: Step 3.5 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.Wrong answer: 2Response Time (avg)170.45sResponse Time (max)170.45sResponse Time (total)170.45sA test is fully passed only if every run passed for that test.…
170.45sResponse Time (avg)…
45,350Output Tokens…
90,436Reasoning Tokens…
General Intelligence
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Google: Gemini 3 Flash 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)3.68sResponse Time (max)3.68sResponse Time (total)3.68sA test is fully passed only if every run passed for that test.…
3.68sResponse Time (avg)…
120Output Tokens…
981Reasoning Tokens…
StepFun: Step 3.5 Flash
6.0Summarizes 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.Did not follow instructions: 1Response Time (avg)6.54sResponse Time (max)6.54sResponse Time (total)6.54sA test is fully passed only if every run passed for that test.…
6.54sResponse Time (avg)…
2,214Output Tokens…
2,584Reasoning Tokens…
Instructions following
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Google: Gemini 3 Flash Preview
9.5Summarizes 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).…
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)7.02sResponse Time (max)7.35sResponse Time (total)14.03sA test is fully passed only if every run passed for that test.…
7.02sResponse Time (avg)…
71Output Tokens…
2,752Reasoning Tokens…
StepFun: Step 3.5 Flash
9.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
6.8Consistency 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.Did not follow instructions: 1Response Time (avg)4.98sResponse Time (max)4.98sResponse Time (total)4.98sA test is fully passed only if every run passed for that test.…
4.98sResponse Time (avg)…
2,284Output Tokens…
3,412Reasoning Tokens…
Puzzle Solving
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Google: Gemini 3 Flash 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)6.11sResponse Time (max)10.27sResponse Time (total)18.32sA test is fully passed only if every run passed for that test.…
6.11sResponse Time (avg)…
269Output Tokens…
3,260Reasoning Tokens…
StepFun: Step 3.5 Flash
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.Did not follow instructions: 1Wrong answer: 1Response Time (avg)7.72sResponse Time (max)10.60sResponse Time (total)15.44sA test is fully passed only if every run passed for that test.…
7.72sResponse Time (avg)…
5,629Output Tokens…
10,835Reasoning Tokens…
Tool Calling
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Google: Gemini 3 Flash 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)4.99sResponse Time (max)4.99sResponse Time (total)4.99sA test is fully passed only if every run passed for that test.…
4.99sResponse Time (avg)…
234Output Tokens…
415Reasoning Tokens…
StepFun: Step 3.5 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)11.91sResponse Time (max)11.91sResponse Time (total)11.91sA test is fully passed only if every run passed for that test.…