GPT-6 Astra (xhigh) leads on average score with 9.9 vs 9.8. Gemini 3.7 Flash (high) has the lower benchmark cost at $0.528 vs $6.213. Gemini 3.7 Flash (high) is faster at 15.10s vs 29.67s, with pass rates of 95.7% vs 97.1%.
Last updated at:
2026-10-19
Compared models
Rank
#9
Total Output Tokens
180,100
Response Time (avg)
15.10s
Total Cost
$0.528
Rank
#8
Total Output Tokens
90,095
Response Time (avg)
29.67s
Total Cost
$6.213
Recommended modelGemini 3.7 Flash (high)
Its score stays close to the best score here (9.8 vs 9.9), while costing about 11.8x less than GPT-6 Astra (xhigh).
GPT-6 AstraGPT-6 AstraxhighArchived model: this model is no longer updated or tested on new tests.Release: 2026-09-04
Score
9.8Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
9.9Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
Rank
#9
#8
Reliability
10.0First-attempt success score: 10.0 means no retryable target API or rate-limit failures before successful calls; tracked failures lower the score.…
9.9First-attempt success score: 10.0 means no retryable target API or rate-limit failures before successful calls; tracked failures lower the score.…
Consistency
9.3Consistency 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).…
Attempts
69/69
69/69
Tests Correct
A test is fully passed only if every run passed for that test.Wrong answer: 2Response Time (avg)15.10sResponse Time (max)91.63sResponse Time (total)347.23sA 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: 1Response Time (avg)29.67sResponse Time (max)381.11sResponse Time (total)682.42sA test is fully passed only if every run passed for that test.…
Attempt pass rate
95.7%Attempt pass rate = passed attempts / total attempts across runs.…
97.1%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).…
Total Runs
69Total Runs…
69Total Runs…
Cost per result
2.513
28.237
Total Cost
$0.528
$6.213
Input Price
$0.750 / 1MInput Price…
$10.000 / 1MInput Price…
Output Price
$3.750 / 1MOutput Price…
$50.000 / 1MOutput Price…
Cache Read Price
$0.075 / 1MCache Read Price…
$1.000 / 1MCache Read Price…
Cache Write Price
$0.042 / 1MCache Write Price…
$12.500 / 1MCache Write Price…
Total Input Tokens
233,400Total Input Tokens…
170,731Total Input Tokens…
Output Tokens
6,922Output Tokens…
5,865Output Tokens…
Reasoning Tokens
173,178Reasoning Tokens…
84,230Reasoning Tokens…
Response Time (avg)
15.10sResponse Time (avg)…
29.67sResponse Time (avg)…
Response Time (max)
91.63sResponse Time (max)…
381.11sResponse Time (max)…
Response Time (total)
347.23sResponse Time (total)…
682.42sResponse Time (total)…
Parameters
~500B total (~20B active)
~2T total (~150B active)
Availability
Closed
Closed
Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
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)78.46sResponse Time (max)78.46sResponse Time (total)78.46sA test is fully passed only if every run passed for that test.…
78.46sResponse Time (avg)…
146,688Total Input Tokens…
905Output Tokens…
24,349Reasoning Tokens…
GPT-6 AstraArchived model: this model is no longer updated or tested on new tests.
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)56.73sResponse Time (max)56.73sResponse Time (total)56.73sA test is fully passed only if every run passed for that test.…
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)2.60sResponse Time (max)3.06sResponse Time (total)10.38sA test is fully passed only if every run passed for that test.…
2.60sResponse Time (avg)…
492Total Input Tokens…
168Output Tokens…
4,018Reasoning Tokens…
GPT-6 AstraArchived model: this model is no longer updated or tested on new tests.
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)3.71sResponse Time (max)5.18sResponse Time (total)14.85sA test is fully passed only if every run passed for that test.…
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)13.55sResponse Time (max)19.76sResponse Time (total)40.66sA test is fully passed only if every run passed for that test.…
13.55sResponse Time (avg)…
8,118Total Input Tokens…
460Output Tokens…
26,859Reasoning Tokens…
GPT-6 AstraArchived model: this model is no longer updated or tested on new tests.
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)8.27sResponse Time (max)11.08sResponse Time (total)24.81sA test is fully passed only if every run passed for that test.…
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)57.19sResponse Time (max)91.63sResponse Time (total)114.37sA test is fully passed only if every run passed for that test.…
57.19sResponse Time (avg)…
62,640Total Input Tokens…
4,544Output Tokens…
68,861Reasoning Tokens…
GPT-6 AstraArchived model: this model is no longer updated or tested on new tests.
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)41.20sResponse Time (max)63.24sResponse Time (total)82.41sA test is fully passed only if every run passed for that test.…
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)5.94sResponse Time (max)6.31sResponse Time (total)11.87sA test is fully passed only if every run passed for that test.…
5.94sResponse Time (avg)…
7,548Total Input Tokens…
279Output Tokens…
6,615Reasoning Tokens…
GPT-6 AstraArchived model: this model is no longer updated or tested on new tests.
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)3.34sResponse Time (max)3.64sResponse Time (total)6.69sA test is fully passed only if every run passed for that test.…
5.8Summarizes 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.Wrong answer: 2Response Time (avg)16.77sResponse Time (max)23.97sResponse Time (total)50.31sA test is fully passed only if every run passed for that test.…
16.77sResponse Time (avg)…
642Total Input Tokens…
12Output Tokens…
24,707Reasoning Tokens…
GPT-6 AstraArchived model: this model is no longer updated or tested on new tests.
7.6Summarizes 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).…
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.Wrong answer: 1Response Time (avg)146.97sResponse Time (max)381.11sResponse Time (total)440.90sA test is fully passed only if every run passed for that test.…
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)3.48sResponse Time (max)3.48sResponse Time (total)3.48sA test is fully passed only if every run passed for that test.…
3.48sResponse Time (avg)…
486Total Input Tokens…
82Output Tokens…
1,331Reasoning Tokens…
GPT-6 AstraArchived model: this model is no longer updated or tested on new tests.
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)7.68sResponse Time (max)7.68sResponse Time (total)7.68sA test is fully passed only if every run passed for that test.…
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)3.77sResponse Time (max)4.34sResponse Time (total)7.54sA test is fully passed only if every run passed for that test.…
3.77sResponse Time (avg)…
615Total Input Tokens…
72Output Tokens…
3,369Reasoning Tokens…
GPT-6 AstraArchived model: this model is no longer updated or tested on new tests.
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)4.91sResponse Time (max)5.08sResponse Time (total)9.82sA test is fully passed only if every run passed for that test.…
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)3.02sResponse Time (total)8.29sA test is fully passed only if every run passed for that test.…
2.76sResponse Time (avg)…
558Total Input Tokens…
152Output Tokens…
3,103Reasoning Tokens…
GPT-6 AstraArchived model: this model is no longer updated or tested on new tests.
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)4.48sResponse Time (max)5.60sResponse Time (total)13.44sA test is fully passed only if every run passed for that test.…
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)16.27sResponse Time (max)16.27sResponse Time (total)16.27sA test is fully passed only if every run passed for that test.…
16.27sResponse Time (avg)…
5,457Total Input Tokens…
236Output Tokens…
7,440Reasoning Tokens…
GPT-6 AstraArchived model: this model is no longer updated or tested on new tests.
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)11.04sResponse Time (max)11.04sResponse Time (total)11.04sA test is fully passed only if every run passed for that test.…
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)5.60sResponse Time (max)5.60sResponse Time (total)5.60sA test is fully passed only if every run passed for that test.…
5.60sResponse Time (avg)…
156Total Input Tokens…
12Output Tokens…
2,526Reasoning Tokens…
GPT-6 AstraArchived model: this model is no longer updated or tested on new tests.
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.…