GPT-5.2 Chat (default) vs GLM 5.2 (high)

Compared models

Rank: #184
Total Output Tokens: 29,742
Response Time (avg): 7.43s
Total Cost: $0.594

Rank: #90
Total Output Tokens: 382,333
Response Time (avg): 69.11s
Total Cost: $4.632

Recommended model GPT-5.2 Chat (default)

It offers the best overall trade-off: a competitive score (7.0), lower cost than GLM 5.2 (high), and balanced response time.

Detailed comparison

Metric	GPT-5.2 Chat GPT-5.2 Chat default Release: 2025-12-11	GLM 5.2 GLM 5.2 high Release: 2026-06-17

Metric	GPT-5.2 Chat GPT-5.2 Chat default Release: 2025-12-11	GLM 5.2 GLM 5.2 high Release: 2026-06-17
Score	7.0	8.4
Rank	#184	#90
Reliability	10.0	10.0
Consistency	8.7	8.6
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	66.7%	71.0%
Flaky tests	4	3
Total Runs	69	69
Cost per result	4.564	7.314
Total Cost	$0.594	$4.632
Input Price	$1.750 / 1M	$0.153 / 1M
Output Price	$14.000 / 1M	$12.000 / 1M
Cache Read Price	$0.175 / 1M	$0.150 / 1M
Cache Write Price	N/A	N/A
Total Input Tokens	101,104	288,913
Output Tokens	10,414	79,462
Reasoning Tokens	19,328	303,120
Response Time (avg)	7.43s	69.11s
Response Time (max)	38.52s	599.43s
Response Time (total)	163.35s	1589.43s
Parameters	~400B total (~17B 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.

#184 GPT-5.2 Chat

default

Cost: $0.010
Time: 15.3s
Tokens: 797 tok

#90 GLM 5.2

high

Reached the allocated time limit (300 seconds) without receiving showcase output.

Cost: $0.000
Time: 300.0s
Tokens: 0 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-5.2 Chat	3.0	10.0	0.0%	0		955ms	0	0	0
GLM 5.2	10.0	10.0	100.0%	0		52.45s	205,091	7,422	10,505

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.2 Chat	8.7	7.9	91.7%	1		3.40s	606	655	1,152
GLM 5.2	10.0	10.0	100.0%	0		5.80s	639	406	2,660

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.2 Chat	8.8	7.8	88.9%	1		9.82s	7,305	843	5,888
GLM 5.2	6.4	8.6	33.3%	0		73.03s	5,124	2,302	22,546

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.2 Chat	7.3	5.8	83.3%	1		13.91s	78,055	6,323	1,600
GLM 5.2	10.0	10.0	100.0%	0		321.47s	61,516	18,824	63,861

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.2 Chat	10.0	10.0	100.0%	0		3.05s	7,140	468	512
GLM 5.2	10.0	10.0	100.0%	0		5.81s	7,143	435	1,414

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.2 Chat	3.0	10.0	0.0%	0		23.67s	579	216	6,912
GLM 5.2	3.1	6.5	11.1%	1		126.85s	560	49,045	157,522

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.2 Chat	4.4	3.0	33.3%	1		3.20s	477	271	64
GLM 5.2	10.0	10.0	100.0%	0		12.90s	498	63	1,743

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.2 Chat	9.8	10.0	100.0%	0		5.51s	660	353	1,088
GLM 5.2	10.0	10.0	100.0%	0		4.26s	678	151	1,210

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.2 Chat	7.7	10.0	66.7%	0		4.10s	642	643	960
GLM 5.2	6.0	4.6	66.7%	2		33.71s	665	568	22,392

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.2 Chat	10.0	10.0	100.0%	0		4.68s	5,445	491	64
GLM 5.2	10.0	10.0	100.0%	0		9.25s	6,861	246	503

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.2 Chat	3.0	10.0	0.0%	0		6.89s	195	151	1,088
GLM 5.2	3.0	10.0	0.0%	0		127.82s	138	0	18,764

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