4.2Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
4.7Summarizes 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).…
5.6Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
Cost per result
0.000Shows the average cost per correct benchmark answer in cents (lower is better).…
4.981Shows the average cost per correct benchmark answer in cents (lower is better).…
Total Cost
$0.000Total Cost…
$0.250Total Cost…
Tests Correct
A test is fully passed only if every run passed for that test.Wrong answer: 9Did not follow instructions: 2Response Time (avg)3.15sResponse Time (max)8.91sResponse Time (total)50.46sA 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: 3Timed out: 2invalid tool call: 1Response Time (avg)43.03sResponse Time (max)237.27sResponse Time (total)387.25sA test is fully passed only if every run passed for that test.…
Attempt pass rate
33.3%Attempt pass rate = passed attempts / total attempts across runs.…
60.4%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).…
9Flaky 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
1,837Output Tokens…
107,044Output Tokens…
Reasoning Tokens
0Reasoning Tokens…
206,190Reasoning Tokens…
Response Time (avg)
3.15sResponse Time (avg)…
43.03sResponse Time (avg)…
Response Time (max)
8.91sResponse Time (max)…
237.27sResponse Time (max)…
Response Time (total)
50.46sResponse Time (total)…
387.25sResponse 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
Trinity Large 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: 3Response Time (avg)3.59sResponse Time (max)8.17sResponse Time (total)10.78sA test is fully passed only if every run passed for that test.…
3.59sResponse Time (avg)…
587Output Tokens…
0Reasoning Tokens…
MiniMax: MiniMax M2.5
9.3Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
7.9Consistency 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.Did not follow instructions: 1Response Time (avg)32.42sResponse Time (max)32.42sResponse Time (total)32.42sA test is fully passed only if every run passed for that test.…
32.42sResponse Time (avg)…
286Output Tokens…
45,112Reasoning Tokens…
Combined
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Trinity Large 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)8.91sResponse Time (max)8.91sResponse Time (total)8.91sA test is fully passed only if every run passed for that test.…
8.91sResponse Time (avg)…
294Output Tokens…
0Reasoning Tokens…
MiniMax: MiniMax M2.5
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
2.1Consistency 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.invalid tool call: 1Response Time (avg)60.39sResponse Time (max)60.39sResponse Time (total)60.39sA test is fully passed only if every run passed for that test.…
60.39sResponse Time (avg)…
740Output Tokens…
9,713Reasoning Tokens…
Data parsing and extraction
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Trinity Large 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)3.26sResponse Time (max)4.66sResponse Time (total)6.52sA test is fully passed only if every run passed for that test.…
3.26sResponse Time (avg)…
186Output Tokens…
0Reasoning Tokens…
MiniMax: MiniMax M2.5
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
1.7Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
66.7%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: 2Response Time (avg)7.48sResponse Time (max)7.48sResponse Time (total)7.48sA test is fully passed only if every run passed for that test.…
7.48sResponse Time (avg)…
266Output Tokens…
3,835Reasoning Tokens…
Domain specific
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Trinity Large 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)877msResponse Time (max)894msResponse Time (total)2.63sA test is fully passed only if every run passed for that test.…
877msResponse Time (avg)…
25Output Tokens…
0Reasoning Tokens…
MiniMax: MiniMax M2.5
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).…
22.2%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)237.27sResponse Time (max)237.27sResponse Time (total)237.27sA test is fully passed only if every run passed for that test.…
237.27sResponse Time (avg)…
105,047Output Tokens…
133,487Reasoning Tokens…
General Intelligence
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Trinity Large Preview
3.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
9.9Consistency 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)2.86sResponse Time (max)2.86sResponse Time (total)2.86sA test is fully passed only if every run passed for that test.…
2.86sResponse Time (avg)…
124Output Tokens…
0Reasoning Tokens…
MiniMax: MiniMax M2.5
3.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
2.5Consistency 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)6.63sResponse Time (max)6.63sResponse Time (total)6.63sA test is fully passed only if every run passed for that test.…
6.63sResponse Time (avg)…
25Output Tokens…
1,686Reasoning Tokens…
Instructions following
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Trinity Large Preview
3.5Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
6.7Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
16.7%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: 1Wrong answer: 1Response Time (avg)1.09sResponse Time (max)1.23sResponse Time (total)2.19sA test is fully passed only if every run passed for that test.…
1.09sResponse Time (avg)…
63Output Tokens…
0Reasoning Tokens…
MiniMax: MiniMax M2.5
8.0Summarizes 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)4.64sResponse Time (max)4.64sResponse Time (total)4.64sA test is fully passed only if every run passed for that test.…
4.64sResponse Time (avg)…
252Output Tokens…
1,873Reasoning Tokens…
Puzzle Solving
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Trinity Large 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)3.30sResponse Time (max)4.81sResponse Time (total)9.91sA test is fully passed only if every run passed for that test.…
3.30sResponse Time (avg)…
291Output Tokens…
0Reasoning Tokens…
MiniMax: MiniMax M2.5
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)11.54sResponse Time (max)17.37sResponse Time (total)23.08sA test is fully passed only if every run passed for that test.…
11.54sResponse Time (avg)…
159Output Tokens…
9,547Reasoning Tokens…
Tool Calling
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Trinity Large 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)6.67sResponse Time (max)6.67sResponse Time (total)6.67sA test is fully passed only if every run passed for that test.…
6.67sResponse Time (avg)…
267Output Tokens…
0Reasoning Tokens…
MiniMax: MiniMax M2.5
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)15.35sResponse Time (max)15.35sResponse Time (total)15.35sA test is fully passed only if every run passed for that test.…