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GPT-5.4 vs Solar Pro 4

The average score is effectively tied at 5.8 vs 5.8. Solar Pro 4 has the lower benchmark cost at $0.017 vs $0.397. GPT-5.4 is faster at 2.08s vs 5.37s, with pass rates of 34.9% vs 33.3%.

Last updated at: 2026-09-24

Compared models

Rank
#251
Total Output Tokens
8,339
Response Time (avg)
2.08s
Total Cost
$0.397
Rank
#252
Total Output Tokens
11,912
Response Time (avg)
5.37s
Total Cost
$0.017
Recommended model Solar Pro 4

It has the best score here (5.8), while costing about 24.7x less than GPT-5.4.

Detailed comparison

Metric GPT-5.4 GPT-5.4 none Release: 2026-03-05 Solar Pro 4 Solar Pro 4 none Release: 2026-08-11
Score 5.8 5.8
Rank #251 #252
Reliability 10.0 10.0
Consistency 9.2 9.6
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 34.9% 33.3%
Flaky tests 2 1
Total Runs 66 66
Cost per result 5.667 0.077
Total Cost $0.397 $0.017
Input Price $2.500 / 1M $0.090 / 1M
Output Price $15.000 / 1M $0.360 / 1M
Total Input Tokens 108,641 130,863
Output Tokens 8,339 11,912
Reasoning Tokens 0 0
Response Time (avg) 2.08s 5.37s
Response Time (max) 15.63s 64.67s
Response Time (total) 45.75s 118.06s
Parameters ~1.5T total (~100B active) ~100B
Availability Closed Closed

Model generation showcase

Hamster playing table tennis

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

#251 GPT-5.4

none
Cost
$0.026
Time
18.1s
Tokens
1,792 tok

#252 Solar Pro 4

none
No showcase result has been generated for this model yet.
Cost
N/A
Time
-
Tokens
0 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-5.4 5.5 10.0 33.3% 0 1.62s 7,305 516 0
Solar Pro 4 5.5 10.0 33.3% 0 2.61s 7,896 557 0

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