7.3Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
6.2Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
Consistency
10.0Consistency 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
0.177Shows the average cost per correct benchmark answer in cents (lower is better).…
0.563Shows the average cost per correct benchmark answer in cents (lower is better).…
Total Cost
$0.020Total Cost…
$0.051Total Cost…
Tests Correct
A test is fully passed only if every run passed for that test.Wrong answer: 4Did not follow instructions: 1Response Time (avg)3.36sResponse Time (max)11.91sResponse Time (total)53.84sA 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: 2No answer: 1Timed out: 1Response Time (avg)26.35sResponse Time (max)121.79sResponse Time (total)237.11sA 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.…
66.7%Attempt pass rate = passed attempts / total attempts across runs.…
Flaky tests
0Flaky 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).…
common.totalRuns
48 (16 x 3)common.totalRuns…
48 (16 x 3)common.totalRuns…
Output Tokens
1,611Output Tokens…
1,183Output Tokens…
Reasoning Tokens
7,272Reasoning Tokens…
83,875Reasoning Tokens…
Response Time (avg)
3.36sResponse Time (avg)…
26.35sResponse Time (avg)…
Response Time (max)
11.91sResponse Time (max)…
121.79sResponse Time (max)…
Response Time (total)
53.84sResponse Time (total)…
237.11sResponse 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 3.1 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)2.18sResponse Time (max)3.18sResponse Time (total)6.53sA test is fully passed only if every run passed for that test.…
2.18sResponse Time (avg)…
456Output Tokens…
1,224Reasoning Tokens…
xAI: Grok 4.1 Fast
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)5.65sResponse Time (max)5.65sResponse Time (total)5.65sA test is fully passed only if every run passed for that test.…
5.65sResponse Time (avg)…
102Output Tokens…
4,021Reasoning Tokens…
Combined
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning 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).…
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)11.91sResponse Time (max)11.91sResponse Time (total)11.91sA test is fully passed only if every run passed for that test.…
11.91sResponse Time (avg)…
225Output Tokens…
762Reasoning Tokens…
xAI: Grok 4.1 Fast
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)37.64sResponse Time (max)37.64sResponse Time (total)37.64sA test is fully passed only if every run passed for that test.…
37.64sResponse Time (avg)…
261Output Tokens…
12,272Reasoning Tokens…
Data parsing and extraction
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning 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)3.00sResponse Time (max)3.74sResponse Time (total)5.99sA test is fully passed only if every run passed for that test.…
3.00sResponse Time (avg)…
291Output Tokens…
696Reasoning Tokens…
xAI: Grok 4.1 Fast
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)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)…
180Output Tokens…
5,409Reasoning Tokens…
Domain specific
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning 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)2.36sResponse Time (max)3.51sResponse Time (total)7.07sA test is fully passed only if every run passed for that test.…
2.36sResponse Time (avg)…
18Output Tokens…
1,212Reasoning Tokens…
xAI: Grok 4.1 Fast
4.0Summarizes 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).…
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.Timed out: 1Wrong answer: 1Response Time (avg)121.79sResponse Time (max)121.79sResponse Time (total)121.79sA test is fully passed only if every run passed for that test.…
121.79sResponse Time (avg)…
11Output Tokens…
37,657Reasoning Tokens…
General Intelligence
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Google: Gemini 3.1 Flash Lite Preview
3.0Summarizes 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)1.54sResponse Time (max)1.54sResponse Time (total)1.54sA test is fully passed only if every run passed for that test.…
1.54sResponse Time (avg)…
69Output Tokens…
384Reasoning Tokens…
xAI: Grok 4.1 Fast
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)16.25sResponse Time (max)16.25sResponse Time (total)16.25sA test is fully passed only if every run passed for that test.…
16.25sResponse Time (avg)…
127Output Tokens…
3,456Reasoning Tokens…
Instructions following
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning 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)1.49sResponse Time (max)1.66sResponse Time (total)2.99sA test is fully passed only if every run passed for that test.…
1.49sResponse Time (avg)…
72Output Tokens…
753Reasoning Tokens…
xAI: Grok 4.1 Fast
5.5Summarizes 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).…
50.0%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)5.30sResponse Time (max)5.30sResponse Time (total)5.30sA test is fully passed only if every run passed for that test.…
5.30sResponse Time (avg)…
55Output Tokens…
3,489Reasoning Tokens…
Puzzle Solving
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning 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)2.76sResponse Time (max)5.08sResponse Time (total)8.27sA test is fully passed only if every run passed for that test.…
2.76sResponse Time (avg)…
243Output Tokens…
1,248Reasoning Tokens…
xAI: Grok 4.1 Fast
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.Did not follow instructions: 1Wrong answer: 1Response Time (avg)8.08sResponse Time (max)8.38sResponse Time (total)16.17sA test is fully passed only if every run passed for that test.…
8.08sResponse Time (avg)…
187Output Tokens…
6,086Reasoning Tokens…
Tool Calling
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning 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)9.54sResponse Time (max)9.54sResponse Time (total)9.54sA test is fully passed only if every run passed for that test.…
9.54sResponse Time (avg)…
237Output Tokens…
993Reasoning Tokens…
xAI: Grok 4.1 Fast
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).…
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.No answer: 1Response Time (avg)27.71sResponse Time (max)27.71sResponse Time (total)27.71sA test is fully passed only if every run passed for that test.…