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OpenAI: GPT-5.4 vs xAI: Grok 4.5

Grok 4.5 (high) leads on average score with 8.9 vs 8.5. GPT-5.4 (medium) has the lower benchmark cost at $1.533 vs $1.707. GPT-5.4 (medium) is faster at 23.10s vs 76.50s, with pass rates of 77.3% vs 83.3%.

Recommended modelGPT-5.4 (medium)Its score stays close to the best score here (8.5 vs 8.9), while responding about 3.3x faster than Grok 4.5 (high).

Last updated at: 2026-07-17

Metric GPT-5.4 GPT-5.4 medium Release: 2026-03-05 Grok 4.5 Grok 4.5 high Release: 2026-07-08
Score 8.5 8.9
Rank #18 #12
Reliability 10.0 10.0
Consistency 8.6 9.2
Tests Correct
Attempt pass rate 77.3% 83.3%
Flaky tests 4 2
Total Runs 66 66
Cost per result 10.220 10.041
Total Cost $1.533 $1.707
Input Price $2.500 / 1M $2.000 / 1M
Output Price $15.000 / 1M $6.000 / 1M
Total Input Tokens 81,127 151,562
Output Tokens 6,155 5,655
Reasoning Tokens 82,515 247,540
Response Time (avg) 23.10s 76.50s
Response Time (max) 100.41s 676.83s
Response Time (total) 508.26s 1683.07s

Hamster playing table tennis

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

#18 GPT-5.4

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

#12 xAI: Grok 4.5

high
Cost
$0.015
Time
29.7s
Tokens
2,737 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 10.0 10.0 100.0% 0 155.16s 9,579 357 100,752

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