GPT-5.4 (medium) vs GLM 5.3 Flash (max)

Compared models

Rank: #60
Total Output Tokens: 96,502
Response Time (avg): 24.81s
Total Cost: $2.213

Rank: #52
Total Output Tokens: 216,119
Response Time (avg): 54.04s
Total Cost: $0.089

Recommended model GLM 5.3 Flash (max)

It has the best score here (9.0), while costing about 25.1x less than GPT-5.4 (medium).

Detailed comparison

Metric	GPT-5.4 GPT-5.4 medium Release: 2026-03-05	GLM 5.3 Flash GLM 5.3 Flash max Release: 2026-08-26

Metric	GPT-5.4 GPT-5.4 medium Release: 2026-03-05	GLM 5.3 Flash GLM 5.3 Flash max Release: 2026-08-26
Score	8.8	9.0
Rank	#60	#52
Reliability	10.0	10.0
Consistency	8.7	9.0
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	78.3%	82.6%
Flaky tests	4	3
Total Runs	69	69
Cost per result	12.535	0.519
Total Cost	$2.213	$0.089
Input Price	$2.500 / 1M	$0.150 / 1M
Output Price	$15.000 / 1M	$0.500 / 1M
Cache Read Price	$0.250 / 1M	$0.030 / 1M
Cache Write Price	N/A	N/A
Total Input Tokens	223,210	255,743
Output Tokens	7,312	8,684
Reasoning Tokens	89,190	207,435
Response Time (avg)	24.81s	54.04s
Response Time (max)	100.41s	333.47s
Response Time (total)	570.60s	1242.97s
Parameters	~1.5T total (~100B active)	320B total (18B 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.

#60 GPT-5.4

medium

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

#52 GLM 5.3 Flash

max

Cost: $0.005
Time: 296.5s
Tokens: 16,250 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:

Agentic	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		67.82s	142,074	1,157	4,879
GLM 5.3 Flash	10.0	10.0	100.0%	0		96.73s	158,870	1,047	10,732

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.4	8.3	10.0	75.0%	0		4.11s	606	240	1,511
GLM 5.3 Flash	10.0	10.0	100.0%	0		4.15s	639	280	1,909

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
GLM 5.3 Flash	10.0	10.0	100.0%	0		43.37s	7,317	381	23,692

Combined	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		29.77s	58,038	4,214	13,351
GLM 5.3 Flash	7.3	5.8	83.3%	1		138.66s	72,093	5,223	43,858

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		5.32s	7,140	234	804
GLM 5.3 Flash	10.0	10.0	100.0%	0		6.10s	7,149	222	2,002

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		72.44s	628	61	36,544
GLM 5.3 Flash	3.6	7.2	22.2%	1		203.29s	759	311	114,989

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.4	4.7	3.1	33.3%	1		4.92s	477	145	321
GLM 5.3 Flash	10.0	10.0	100.0%	0		10.02s	498	212	1,118

Instructions following	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		3.11s	660	93	897
GLM 5.3 Flash	9.8	10.0	100.0%	0		3.65s	678	72	972

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.4	8.2	7.2	88.9%	1		9.14s	642	441	3,815
GLM 5.3 Flash	8.7	7.7	88.9%	1		5.61s	672	466	1,677

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		13.28s	5,445	264	1,031
GLM 5.3 Flash	10.0	10.0	100.0%	0		19.24s	6,861	231	640

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		13.95s	195	30	1,821
GLM 5.3 Flash	3.0	10.0	0.0%	0		46.77s	207	239	5,846

Switch Comparison Pair

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