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GPT-5.4 vs Solar Pro 4

The average score is effectively tied at 5.6 vs 5.6. Solar Pro 4 has the lower benchmark cost at $0.022 vs $0.690. GPT-5.4 is faster at 3.89s vs 8.14s, with pass rates of 33.3% vs 31.9%.

Last updated at: 2026-11-10

Compared models

Rank
#341
Total Output Tokens
9,372
Response Time (avg)
3.89s
Total Cost
$0.690
Rank
#342
Total Output Tokens
13,249
Response Time (avg)
8.14s
Total Cost
$0.022
Recommended model Solar Pro 4

It has the best score here (5.6), while costing about 31.9x 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 5.6 5.6
Rank #341 #342
Reliability 10.0 10.0
Consistency 9.3 9.6
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 33.3% 31.9%
Flaky tests 2 1
Total Runs 69 69
Cost per result 9.845 0.309
Total Cost $0.690 $0.022
Input Price $2.500 / 1M $0.090 / 1M
Output Price $15.000 / 1M $0.360 / 1M
Cache Read Price $0.250 / 1M $0.018 / 1M
Cache Write Price N/A N/A
Total Input Tokens 219,404 305,664
Output Tokens 9,372 13,249
Reasoning Tokens 0 0
Response Time (avg) 3.89s 8.14s
Response Time (max) 43.73s 69.17s
Response Time (total) 89.48s 187.23s
Parameters ~1.5T total (~100B active) ~100B
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.

#341 GPT-5.4

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

#342 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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