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GPT-5.4 vs GLM 5

GPT-5.4 leads on average score with 5.6 vs 5.6. GLM 5 has the lower benchmark cost at $0.140 vs $0.690. GPT-5.4 is faster at 3.89s vs 8.74s, with pass rates of 33.3% vs 40.6%.

Last updated at: 2026-10-03

Compared models

Rank
#266
Total Output Tokens
9,372
Response Time (avg)
3.89s
Total Cost
$0.690
Rank
#268
Total Output Tokens
5,577
Response Time (avg)
8.74s
Total Cost
$0.140
Recommended model GLM 5

Its score stays close to the best score here (5.6 vs 5.6), while costing about 4.9x less than GPT-5.4.

Detailed comparison

Metric GPT-5.4 GPT-5.4 none Release: 2026-03-05 GLM 5 GLM 5 none Release: 2026-02-12
Score 5.6 5.6
Rank #266 #268
Reliability 10.0 10.0
Consistency 9.3 9.3
Attempts 69/69 66/69
Tests Correct
Attempt pass rate 33.3% 40.6%
Flaky tests 2 1
Total Runs 69 66
Cost per result 9.845 1.363
Total Cost $0.690 $0.140
Input Price $2.500 / 1M $0.600 / 1M
Output Price $15.000 / 1M $1.920 / 1M
Cache Read Price $0.250 / 1M $0.120 / 1M
Cache Write Price N/A N/A
Total Input Tokens 219,404 190,675
Output Tokens 9,372 5,577
Reasoning Tokens 0 0
Response Time (avg) 3.89s 8.74s
Response Time (max) 43.73s 74.80s
Response Time (total) 89.48s 131.17s
Parameters ~1.5T total (~100B active) 744B total (40B active)
Availability Closed Open source

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.

#266 GPT-5.4

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

#268 GLM 5

none
Cost
$0.007
Time
32.1s
Tokens
2,023 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
GLM 5 4.0 7.8 11.1% 1 5.12s 7,256 428 0

Quick Compare

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