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.…
Consistency
9.1Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
9.6Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
Cost per result
0.280Shows the average cost per correct benchmark answer in cents (lower is better).…
19.243Shows the average cost per correct benchmark answer in cents (lower is better).…
Total Cost
$0.028Total Cost…
$2.310Total Cost…
Tests Correct
A test is fully passed only if every run passed for that test.Timed out: 4Did not follow instructions: 1Wrong answer: 1Response Time (avg)65.09sResponse Time (max)262.83sResponse Time (total)846.14sA 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: 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.…
Attempt pass rate
68.8%Attempt pass rate = passed attempts / total attempts across runs.…
77.1%Attempt pass rate = passed attempts / total attempts across runs.…
Flaky tests
2Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
common.totalRuns
48 (16 x 3)common.totalRuns…
48 (16 x 3)common.totalRuns…
Output Tokens
1,965Output Tokens…
1,283Output Tokens…
Reasoning Tokens
58,456Reasoning Tokens…
1,533,310Reasoning Tokens…
Response Time (avg)
65.09sResponse Time (avg)…
68.83sResponse Time (avg)…
Response Time (max)
262.83sResponse Time (max)…
280.52sResponse Time (max)…
Response Time (total)
846.14sResponse Time (total)…
1101.32sResponse 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
ByteDance Seed: Seed-2.0-Mini
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.Timed out: 1Response Time (avg)98.99sResponse Time (max)182.10sResponse Time (total)296.96sA test is fully passed only if every run passed for that test.…
98.99sResponse Time (avg)…
354Output Tokens…
9,352Reasoning 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…
Combined
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini
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)262.83sResponse Time (max)262.83sResponse Time (total)262.83sA test is fully passed only if every run passed for that test.…
262.83sResponse Time (avg)…
404Output Tokens…
29,806Reasoning 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…
Data parsing and extraction
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini
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)24.27sResponse Time (max)27.52sResponse Time (total)48.54sA test is fully passed only if every run passed for that test.…
24.27sResponse Time (avg)…
246Output Tokens…
2,743Reasoning 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…
Domain specific
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini
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.Timed out: 3Response Time (avg)0msResponse Time (max)0msResponse Time (total)0msA test is fully passed only if every run passed for that test.…
0msResponse Time (avg)…
0Output Tokens…
0Reasoning 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…
General Intelligence
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini
6.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
3.4Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
33.3%Attempt pass rate = passed attempts / total attempts across runs.…
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)36.65sResponse Time (max)36.65sResponse Time (total)36.65sA test is fully passed only if every run passed for that test.…
36.65sResponse Time (avg)…
213Output Tokens…
4,210Reasoning 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…
Instructions following
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini
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)17.47sResponse Time (max)19.46sResponse Time (total)34.93sA test is fully passed only if every run passed for that test.…
17.47sResponse Time (avg)…
69Output Tokens…
2,050Reasoning 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…
Puzzle Solving
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini
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.Wrong answer: 1Response Time (avg)25.85sResponse Time (max)32.95sResponse Time (total)77.55sA test is fully passed only if every run passed for that test.…
25.85sResponse Time (avg)…
457Output Tokens…
5,060Reasoning 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…
Tool Calling
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini
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)88.68sResponse Time (max)88.68sResponse Time (total)88.68sA test is fully passed only if every run passed for that test.…
88.68sResponse Time (avg)…
222Output Tokens…
5,235Reasoning 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.…