5.5Summarizes 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
8.4Consistency 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
0.220Shows 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
$0.016Total Cost…
$0.313Total Cost…
Tests Correct
A test is fully passed only if every run passed for that test.Wrong answer: 6Extra formatting: 2invalid tool call: 1Response Time (avg)12.86sResponse Time (max)115.89sResponse Time (total)205.78sA 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
54.2%Attempt pass rate = passed attempts / total attempts across runs.…
75.0%Attempt pass rate = passed attempts / total attempts across runs.…
Flaky tests
3Flaky 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
7,823Output Tokens…
2,220Output Tokens…
Reasoning Tokens
0Reasoning Tokens…
16,811Reasoning Tokens…
Response Time (avg)
12.86sResponse Time (avg)…
15.33sResponse Time (avg)…
Response Time (max)
115.89sResponse Time (max)…
77.80sResponse Time (max)…
Response Time (total)
205.78sResponse 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
DeepSeek: DeepSeek V3.2
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.Extra formatting: 2Wrong answer: 1Response Time (avg)8.79sResponse Time (max)12.26sResponse Time (total)26.38sA test is fully passed only if every run passed for that test.…
8.79sResponse Time (avg)…
1,411Output 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
DeepSeek: DeepSeek V3.2
8.0Summarizes 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.invalid tool call: 1Response Time (avg)115.89sResponse Time (max)115.89sResponse Time (total)115.89sA test is fully passed only if every run passed for that test.…
115.89sResponse Time (avg)…
2,887Output 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
DeepSeek: DeepSeek V3.2
5.4Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
5.8Consistency 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.Wrong answer: 1Response Time (avg)9.42sResponse Time (max)16.20sResponse Time (total)18.84sA test is fully passed only if every run passed for that test.…
9.42sResponse Time (avg)…
1,710Output 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
DeepSeek: DeepSeek V3.2
10.0Summarizes 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).…
22.2%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: 3Response Time (avg)1.61sResponse Time (max)1.77sResponse Time (total)4.83sA test is fully passed only if every run passed for that test.…
1.61sResponse Time (avg)…
24Output 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
DeepSeek: DeepSeek V3.2
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)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)…
67Output 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
DeepSeek: DeepSeek V3.2
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)1.52sResponse Time (max)1.99sResponse Time (total)3.04sA test is fully passed only if every run passed for that test.…
1.52sResponse Time (avg)…
66Output 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
DeepSeek: DeepSeek V3.2
7.7Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
7.5Consistency 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)7.37sResponse Time (max)10.78sResponse Time (total)22.10sA test is fully passed only if every run passed for that test.…
7.37sResponse Time (avg)…
1,136Output 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
DeepSeek: DeepSeek V3.2
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)11.85sResponse Time (max)11.85sResponse Time (total)11.85sA test is fully passed only if every run passed for that test.…
11.85sResponse Time (avg)…
522Output 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.…