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GPT-6 Astra — high vs low

high leads on average score with 9.9 vs 9.5. low has the lower benchmark cost at $1.289 vs $3.474. low is faster at 5.09s vs 18.65s, with pass rates of 97.0% vs 90.9%.

Last updated at: 2026-09-04

Rank
#4
Total Output Tokens
53,622
Response Time (avg)
18.65s
Total Cost
$3.474
Rank
#9
Total Output Tokens
10,144
Response Time (avg)
5.09s
Total Cost
$1.289
Recommended model low

Its score stays close to the best score here (9.5 vs 9.9), while costing about 2.7x less than GPT-6 Astra (high).

Detailed comparison

Metric GPT-6 Astra GPT-6 Astra high Release: 2026-09-04 GPT-6 Astra GPT-6 Astra low Release: 2026-09-04
Score 9.9 9.5
Rank #4 #9
Reliability 9.9 9.9
Consistency 9.6 10.0
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 97.0% 90.9%
Flaky tests 1 0
Total Runs 66 66
Cost per result 16.543 6.441
Total Cost $3.474 $1.289
Input Price $10.000 / 1M $10.000 / 1M
Output Price $50.000 / 1M $50.000 / 1M
Total Input Tokens 79,290 78,100
Output Tokens 4,847 4,155
Reasoning Tokens 48,775 5,989
Response Time (avg) 18.65s 5.09s
Response Time (max) 254.93s 28.60s
Response Time (total) 410.28s 112.04s
Parameters ~2T total (~150B active) ~2T total (~150B active)
Availability Closed Closed

Model generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#4 GPT-6 Astra

high
Cost
$0.457
Time
176.7s
Tokens
9,218 tok

#9 GPT-6 Astra

low
Invalid SVG
Cost
$0.151
Time
48.9s
Tokens
3,094 tok

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
GPT-6 Astra 10.0 10.0 100.0% 0 5.86s 7,302 392 2,387
GPT-6 Astra 10.0 10.0 100.0% 0 3.97s 7,302 388 976

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