8.1Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
7.5Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
Tests Correct
A test is fully passed only if every run passed for that test.Wrong answer: 3Did not follow instructions: 1Response Time (avg)73.07sResponse Time (max)280.52sResponse Time (total)1096.07sA 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: 3API error: 1Response Time (avg)27.68sResponse Time (max)96.01sResponse Time (total)249.14sA test is fully passed only if every run passed for that test.…
Rank
#10
#17
Consistency
9.6Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
9.4Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
Cost per result
20.937Shows the average cost per correct benchmark answer in cents (lower is better).…
0.314Shows the average cost per correct benchmark answer in cents (lower is better).…
Total Cost
$2.303Total Cost…
$0.035Total Cost…
Attempt pass rate
75.6%Attempt pass rate = passed attempts / total attempts across runs.…
77.8%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).…
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
common.totalAttempts
45 (15 x 3)common.totalAttempts…
45 (15 x 3)common.totalAttempts…
Output Tokens
1,166Output Tokens…
11,526Output Tokens…
Reasoning Tokens
1,529,395Reasoning Tokens…
106,226Reasoning Tokens…
Response Time (avg)
73.07sResponse Time (avg)…
27.68sResponse Time (avg)…
Response Time (max)
280.52sResponse Time (max)…
96.01sResponse Time (max)…
Response Time (total)
1096.07sResponse Time (total)…
249.14sResponse 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
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…
Xiaomi: MiMo-V2-Flash
9.7Summarizes 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)16.79sResponse Time (max)20.83sResponse Time (total)33.57sA test is fully passed only if every run passed for that test.…
16.79sResponse Time (avg)…
1,328Output Tokens…
18,739Reasoning 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).…
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…
Xiaomi: MiMo-V2-Flash
9.0Summarizes 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)75.68sResponse Time (max)75.68sResponse Time (total)75.68sA test is fully passed only if every run passed for that test.…
75.68sResponse Time (avg)…
442Output Tokens…
26,859Reasoning 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)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…
Xiaomi: MiMo-V2-Flash
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.API error: 1Response Time (avg)0msResponse Time (max)0msResponse Time (total)0msA test is fully passed only if every run passed for that test.…
0msResponse Time (avg)…
153Output Tokens…
0Reasoning 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)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…
Xiaomi: MiMo-V2-Flash
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.Wrong answer: 2Response Time (avg)96.01sResponse Time (max)96.01sResponse Time (total)96.01sA test is fully passed only if every run passed for that test.…
96.01sResponse Time (avg)…
8,374Output Tokens…
42,461Reasoning 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
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…
Xiaomi: MiMo-V2-Flash
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)4.28sResponse Time (max)7.37sResponse Time (total)8.55sA test is fully passed only if every run passed for that test.…
4.28sResponse Time (avg)…
75Output Tokens…
3,504Reasoning 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
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…
Xiaomi: MiMo-V2-Flash
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)3.77sResponse Time (max)5.26sResponse Time (total)7.55sA test is fully passed only if every run passed for that test.…
3.77sResponse Time (avg)…
833Output Tokens…
1,948Reasoning 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)7.73sResponse Time (max)7.73sResponse Time (total)7.73sA test is fully passed only if every run passed for that test.…
7.73sResponse Time (avg)…
234Output Tokens…
2,484Reasoning Tokens…
Xiaomi: MiMo-V2-Flash
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)27.78sResponse Time (max)27.78sResponse Time (total)27.78sA test is fully passed only if every run passed for that test.…