GPT-5.4 vs GLM 5

Rank: #193
Total Output Tokens: 8,339
Response Time (avg): 2.08s
Total Cost: $0.397

Rank: #197
Total Output Tokens: 1,989
Response Time (avg): 4.03s
Total Cost: $0.027

Recommended model GLM 5

Its score stays close to the best score here (5.7 vs 5.8), while costing about 15.2x 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

Metric	GPT-5.4 GPT-5.4 none Release: 2026-03-05	GLM 5 GLM 5 none Release: 2026-02-12
Score	5.8	5.7
Rank	#193	#197
Reliability	10.0	10.0
Consistency	9.2	9.3
Attempts	66/66	63/66
Tests Correct
Attempt pass rate	34.9%	42.4%
Flaky tests	2	1
Total Runs	66	63
Cost per result	5.667	0.263
Total Cost	$0.397	$0.027
Input Price	$2.500 / 1M	$0.600 / 1M
Output Price	$15.000 / 1M	$1.920 / 1M
Total Input Tokens	108,641	37,135
Output Tokens	8,339	1,989
Reasoning Tokens	0	0
Response Time (avg)	2.08s	4.03s
Response Time (max)	15.63s	11.07s
Response Time (total)	45.75s	56.37s
Parameters	~1.5T total (~100B active)	744B total (40B active)
Availability	Closed	Open source

Model generation showcase

Hamster playing table tennis

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

#193 GPT-5.4

none

Cost: $0.026
Time: 18.1s
Tokens: 1,792 tok

#197 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

Category:

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.4	3.2	8.0	8.3%	1		1.21s	606	406	0
GLM 5	4.8	10.0	25.0%	0		2.37s	510	275	0

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

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.4	3.0	10.0	0.0%	0		9.26s	85,439	6,195	0
GLM 5	1.5	5.0	0.0%	0		4.98s	12,812	406	0

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.4	10.0	10.0	100.0%	0		1.04s	7,140	222	0
GLM 5	10.0	10.0	100.0%	0		5.78s	7,107	203	0

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.4	5.3	7.2	44.4%	1		1.15s	732	68	0
GLM 5	3.0	10.0	0.0%	0		2.24s	643	19	0

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.4	4.4	9.9	0.0%	0		1.78s	477	184	0
GLM 5	10.0	10.0	100.0%	0		3.27s	477	103	0

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.4	6.5	10.0	50.0%	0		1.07s	660	81	0
GLM 5	10.0	10.0	100.0%	0		1.48s	636	61	0

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.4	5.6	9.8	33.3%	0		1.44s	642	381	0
GLM 5	7.7	10.0	66.7%	0		1.91s	609	261	0

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.4	10.0	10.0	100.0%	0		2.75s	5,445	246	0
GLM 5	10.0	10.0	100.0%	0		11.07s	6,899	220	0

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.4	3.0	10.0	0.0%	0		990ms	195	40	0
GLM 5	3.0	10.0	0.0%	0		3.62s	186	13	0

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