6.4Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
7.4Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
Rank
#30
#20
Tests Correct
A test is fully passed only if every run passed for that test.Extra formatting: 4Wrong answer: 2Response Time (avg)25.08sResponse Time (max)83.40sResponse Time (total)200.67sA 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: 4Did not follow instructions: 1Response Time (avg)1.37sResponse Time (max)3.39sResponse Time (total)20.53sA test is fully passed only if every run passed for that test.…
Consistency
8.9Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
9.6Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
Cost per result
14.411Shows the average cost per correct benchmark answer in cents (lower is better).…
0.142Shows the average cost per correct benchmark answer in cents (lower is better).…
Total Cost
$1.297Total Cost…
$0.015Total Cost…
Attempt pass rate
64.4%Attempt pass rate = passed attempts / total attempts across runs.…
71.1%Attempt pass rate = passed attempts / total attempts across runs.…
Flaky tests
2Flaky 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.totalRuns
45 (15 x 3)common.totalRuns…
45 (15 x 3)common.totalRuns…
Output Tokens
26,066Output Tokens…
4,646Output Tokens…
Reasoning Tokens
17,071Reasoning Tokens…
0Reasoning Tokens…
Response Time (avg)
25.08sResponse Time (avg)…
1.37sResponse Time (avg)…
Response Time (max)
83.40sResponse Time (max)…
3.39sResponse Time (max)…
Response Time (total)
200.67sResponse Time (total)…
20.53sResponse 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
Anthropic: Claude Opus 4.6
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).…
55.6%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.Extra formatting: 2Response Time (avg)11.88sResponse Time (max)11.88sResponse Time (total)11.88sA test is fully passed only if every run passed for that test.…
11.88sResponse Time (avg)…
897Output Tokens…
1,000Reasoning Tokens…
Google: Gemini 3.1 Flash Lite Preview
6.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
7.8Consistency 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.Did not follow instructions: 1Wrong answer: 1Response Time (avg)1.16sResponse Time (max)1.47sResponse Time (total)3.49sA test is fully passed only if every run passed for that test.…
1.16sResponse Time (avg)…
1,086Output Tokens…
0Reasoning Tokens…
Combined
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Anthropic: Claude Opus 4.6
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)76.66sResponse Time (max)76.66sResponse Time (total)76.66sA test is fully passed only if every run passed for that test.…
76.66sResponse Time (avg)…
8,178Output Tokens…
5,194Reasoning 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)3.20sResponse Time (max)3.20sResponse Time (total)3.20sA test is fully passed only if every run passed for that test.…
3.20sResponse Time (avg)…
339Output Tokens…
0Reasoning Tokens…
Data parsing and extraction
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Anthropic: Claude Opus 4.6
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)7.37sResponse Time (max)7.37sResponse Time (total)7.37sA test is fully passed only if every run passed for that test.…
7.37sResponse Time (avg)…
691Output Tokens…
757Reasoning 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)1.22sResponse Time (max)1.33sResponse Time (total)2.44sA test is fully passed only if every run passed for that test.…
1.22sResponse Time (avg)…
399Output Tokens…
0Reasoning Tokens…
Domain specific
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Anthropic: Claude Opus 4.6
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.Extra formatting: 2Wrong answer: 1Response Time (avg)83.40sResponse Time (max)83.40sResponse Time (total)83.40sA test is fully passed only if every run passed for that test.…
83.40sResponse Time (avg)…
14,642Output Tokens…
8,687Reasoning 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)942msResponse Time (max)1.12sResponse Time (total)2.83sA test is fully passed only if every run passed for that test.…
942msResponse Time (avg)…
568Output Tokens…
0Reasoning Tokens…
Instructions following
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Anthropic: Claude Opus 4.6
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)2.43sResponse Time (max)2.43sResponse Time (total)2.43sA test is fully passed only if every run passed for that test.…
2.43sResponse Time (avg)…
266Output Tokens…
467Reasoning 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)1.13sResponse Time (max)1.14sResponse Time (total)2.27sA test is fully passed only if every run passed for that test.…
1.13sResponse Time (avg)…
574Output Tokens…
0Reasoning Tokens…
Puzzle Solving
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Anthropic: Claude Opus 4.6
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)4.60sResponse Time (max)4.66sResponse Time (total)9.20sA test is fully passed only if every run passed for that test.…
4.60sResponse Time (avg)…
531Output Tokens…
637Reasoning 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)972msResponse Time (max)1.13sResponse Time (total)2.92sA test is fully passed only if every run passed for that test.…
972msResponse Time (avg)…
898Output Tokens…
0Reasoning Tokens…
Tool Calling
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
Anthropic: Claude Opus 4.6
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)9.73sResponse Time (max)9.73sResponse Time (total)9.73sA test is fully passed only if every run passed for that test.…
9.73sResponse Time (avg)…
861Output Tokens…
329Reasoning 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)3.39sResponse Time (max)3.39sResponse Time (total)3.39sA test is fully passed only if every run passed for that test.…