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OpenAI: GPT-5.4 vs xAI: Grok 4.5

GPT-5.4 (medium) leads on average score with 8.5 vs 8.3. GPT-5.4 (medium) has the lower benchmark cost at $1.533 vs $1.928. GPT-5.4 (medium) is faster at 23.10s vs 61.71s, with pass rates of 77.3% vs 78.8%.

Recommended modelGPT-5.4 (medium)It has the best score here (8.5), while responding about 2.7x faster than Grok 4.5 (medium).

Last updated at: 2026-07-22

Metric GPT-5.4 GPT-5.4 medium Release: 2026-03-05 Grok 4.5 Grok 4.5 medium Release: 2026-07-08
Score 8.5 8.3
Rank #21 #25
Reliability 10.0 10.0
Consistency 8.6 8.9
Tests Correct
Attempt pass rate 77.3% 78.8%
Flaky tests 4 3
Total Runs 66 66
Cost per result 10.220 12.049
Total Cost $1.533 $1.928
Input Price $2.500 / 1M $2.000 / 1M
Output Price $15.000 / 1M $6.000 / 1M
Total Input Tokens 81,127 122,146
Output Tokens 6,155 5,514
Reasoning Tokens 82,515 275,053
Response Time (avg) 23.10s 61.71s
Response Time (max) 100.41s 436.38s
Response Time (total) 508.26s 1357.56s

Hamster playing table tennis

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

#21 GPT-5.4

medium
Cost
$0.214
Time
199.6s
Tokens
14,349 tok

#25 xAI: Grok 4.5

medium
Cost
$0.044
Time
59.4s
Tokens
7,512 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 8.8 7.8 88.9% 1 44.36s 7,305 433 24,216
Grok 4.5 7.6 7.2 77.8% 1 155.69s 9,579 390 104,634

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