4.2Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
6.5Summarizes 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).…
7.9Consistency 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).…
3.125Shows the average cost per correct benchmark answer in cents (lower is better).…
Total Cost
$0.000Total Cost…
$0.313Total 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.Did not follow instructions: 3No answer: 1Timed out: 1Wrong answer: 1Response Time (avg)15.33sResponse Time (max)77.80sResponse Time (total)138.01sA 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.…
75.0%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).…
4Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
Total Runs
48Total Runs…
48Total Runs…
Output Tokens
1,837Output Tokens…
2,220Output Tokens…
Reasoning Tokens
0Reasoning Tokens…
16,811Reasoning Tokens…
Response Time (avg)
3.15sResponse Time (avg)…
15.33sResponse Time (avg)…
Response Time (max)
8.91sResponse Time (max)…
77.80sResponse Time (max)…
Response Time (total)
50.46sResponse Time (total)…
138.01sResponse 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…
OpenAI: GPT-5.2
7.0Summarizes 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).…
77.8%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)14.34sResponse Time (max)14.34sResponse Time (total)14.34sA test is fully passed only if every run passed for that test.…
14.34sResponse Time (avg)…
549Output Tokens…
2,002Reasoning 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…
OpenAI: GPT-5.2
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)14.06sResponse Time (max)14.06sResponse Time (total)14.06sA test is fully passed only if every run passed for that test.…
14.06sResponse Time (avg)…
291Output Tokens…
1,757Reasoning 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…
OpenAI: GPT-5.2
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)3.15sResponse Time (max)3.15sResponse Time (total)3.15sA test is fully passed only if every run passed for that test.…
3.15sResponse Time (avg)…
234Output Tokens…
420Reasoning 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…
OpenAI: GPT-5.2
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).…
55.6%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)77.80sResponse Time (max)77.80sResponse Time (total)77.80sA test is fully passed only if every run passed for that test.…
77.80sResponse Time (avg)…
42Output Tokens…
10,342Reasoning 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…
OpenAI: GPT-5.2
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
9.7Consistency 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)4.32sResponse Time (max)4.32sResponse Time (total)4.32sA test is fully passed only if every run passed for that test.…
4.32sResponse Time (avg)…
162Output Tokens…
269Reasoning 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…
OpenAI: GPT-5.2
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)3.12sResponse Time (max)3.12sResponse Time (total)3.12sA test is fully passed only if every run passed for that test.…
3.12sResponse Time (avg)…
94Output Tokens…
614Reasoning 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…
OpenAI: GPT-5.2
7.0Summarizes 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).…
77.8%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)5.47sResponse Time (max)6.45sResponse Time (total)10.94sA test is fully passed only if every run passed for that test.…
5.47sResponse Time (avg)…
609Output Tokens…
938Reasoning 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…
OpenAI: GPT-5.2
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
1.6Consistency 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.No answer: 1Response Time (avg)10.30sResponse Time (max)10.30sResponse Time (total)10.30sA test is fully passed only if every run passed for that test.…