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Compared models

GPT-6 Sol (high) vs GPT-5.6 Sol (high) vs GPT-6 Luna (high) vs GPT-5.6 Luna (high) benchmark comparison: GPT-6 Sol (high) leads on Score with 9.9. GPT-6 Sol (high) leads on Reliability with 10.0. GPT-6 Luna (high) has the lowest Total Cost at $0.054. GPT-5.6 Sol (high) is fastest at 11.48s.

Last updated at: 2026-09-23

Compared models

Rank
#3
Total Output Tokens
52,589
Response Time (avg)
22.21s
Total Cost
$0.684
Rank
#17
Total Output Tokens
28,708
Response Time (avg)
11.48s
Total Cost
$0.446
Rank
#73
Total Output Tokens
91,405
Response Time (avg)
17.53s
Total Cost
$0.054
Rank
#112
Total Output Tokens
135,315
Response Time (avg)
16.49s
Total Cost
$0.179
Recommended model GPT-6 Luna (high)

It offers the best overall trade-off: a competitive score (8.3), lower cost than the other models in this comparison, and balanced response time.

Detailed comparison

Metric GPT-6 Sol GPT-6 Sol high Release: 2026-09-23 GPT-5.6 Sol GPT-5.6 Sol high Release: 2026-07-09 GPT-6 Luna GPT-6 Luna high Release: 2026-09-23 GPT-5.6 Luna GPT-5.6 Luna high Release: 2026-07-09
Score 9.9 9.4 8.3 7.6
Rank #3 #17 #73 #112
Reliability 10.0 10.0 10.0 10.0
Consistency 10.0 8.9 9.0 8.5
Attempts 66/66 66/66 66/66 66/66
Tests Correct
Attempt pass rate 95.5% 89.4% 75.8% 69.7%
Flaky tests 0 3 3 4
Total Runs 66 66 66 66
Cost per result 3.256 6.987 0.359 6.100
Total Cost $0.684 $0.446 $0.054 $0.179
Input Price $2.000 / 1M $2.000 / 1M $0.100 / 1M $0.200 / 1M
Output Price $10.000 / 1M $10.000 / 1M $0.500 / 1M $1.200 / 1M
Total Input Tokens 78,900 79,258 80,441 80,927
Output Tokens 4,627 4,855 4,761 5,088
Reasoning Tokens 47,962 23,853 86,644 130,227
Response Time (avg) 22.21s 11.48s 17.53s 16.49s
Response Time (max) 136.22s 54.79s 106.93s 111.09s
Response Time (total) 488.52s 252.62s 385.74s 362.78s
Parameters ~2T total (~150B active) ~2T total (~150B active) ~400B total (~17B active) ~400B total (~17B active)
Availability Closed Closed Closed Closed

Model generation showcase

Hamster playing table tennis

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

#3 GPT-6 Sol

high
Cost
$0.076
Time
91.0s
Tokens
7,593 tok

#17 GPT-5.6 Sol

high
Cost
$0.151
Time
201.9s
Tokens
5,100 tok

#73 GPT-6 Luna

high
Cost
$0.003
Time
49.2s
Tokens
5,231 tok

#112 GPT-5.6 Luna

high
Cost
$0.033
Time
34.2s
Tokens
5,484 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 Sol 10.0 10.0 100.0% 0 19.12s 7,302 391 4,970
GPT-5.6 Sol 10.0 10.0 100.0% 0 12.52s 7,302 404 5,656
GPT-6 Luna 7.8 7.4 77.8% 1 24.69s 7,302 483 15,691
GPT-5.6 Luna 5.5 4.7 55.6% 2 15.63s 7,302 510 17,746

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