GPT-5.6 Sol vs GLM 5.2

Compared models

Rank: #194
Total Output Tokens: 5,555
Response Time (avg): 4.61s
Total Cost: $0.795

Rank: #198
Total Output Tokens: 17,685
Response Time (avg): 11.27s
Total Cost: $0.250

Recommended model GLM 5.2

It has the best score here (6.6), while costing about 3.2x less than GPT-5.6 Sol.

Detailed comparison

Metric	GPT-5.6 Sol GPT-5.6 Sol none Release: 2026-07-09	GLM 5.2 GLM 5.2 none Release: 2026-06-17

Metric	GPT-5.6 Sol GPT-5.6 Sol none Release: 2026-07-09	GLM 5.2 GLM 5.2 none Release: 2026-06-17
Score	6.7	6.6
Rank	#194	#198
Reliability	10.0	10.0
Consistency	9.1	9.0
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	60.9%	63.8%
Flaky tests	3	3
Total Runs	69	69
Cost per result	6.619	1.753
Total Cost	$0.795	$0.250
Input Price	$2.000 / 1M	$0.153 / 1M
Output Price	$10.000 / 1M	$12.000 / 1M
Cache Read Price	$0.200 / 1M	$0.150 / 1M
Cache Write Price	$2.500 / 1M	N/A
Total Input Tokens	207,852	247,919
Output Tokens	5,555	17,685
Reasoning Tokens	0	0
Response Time (avg)	4.61s	11.27s
Response Time (max)	58.28s	79.65s
Response Time (total)	105.93s	259.32s
Parameters	~2T total (~150B 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.

#194 GPT-5.6 Sol

none

Cost: $0.116
Time: 78.7s
Tokens: 3,944 tok

#198 GLM 5.2

none

Cost: $0.033
Time: 87.7s
Tokens: 7,455 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-5.6 Sol	5.0	10.0	0.0%	0		58.28s	129,250	1,198	0
GLM 5.2	6.1	3.1	66.7%	1		46.94s	135,461	3,341	0

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.6 Sol	8.3	10.0	75.0%	0		1.27s	606	154	0
GLM 5.2	8.3	10.0	75.0%	0		3.70s	567	313	0

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.6 Sol	5.5	10.0	33.3%	0		1.39s	7,302	390	0
GLM 5.2	3.7	9.5	0.0%	0		7.55s	7,263	1,958	0

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.6 Sol	6.5	10.0	50.0%	0		8.37s	55,394	2,881	0
GLM 5.2	6.9	5.9	66.7%	1		50.17s	88,074	11,016	0

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.6 Sol	10.0	10.0	100.0%	0		1.53s	7,140	222	0
GLM 5.2	10.0	10.0	100.0%	0		7.17s	7,113	204	0

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.6 Sol	5.9	7.2	55.6%	1		1.44s	732	54	0
GLM 5.2	7.7	10.0	66.7%	0		6.35s	705	27	0

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.6 Sol	6.5	3.4	66.7%	1		1.52s	477	91	0
GLM 5.2	6.1	3.1	66.7%	1		4.42s	480	82	0

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.6 Sol	8.5	6.8	83.3%	1		1.33s	660	84	0
GLM 5.2	9.8	10.0	100.0%	0		3.84s	642	66	0

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.6 Sol	7.7	10.0	66.7%	0		1.49s	642	211	0
GLM 5.2	7.7	10.0	66.7%	0		3.31s	618	265	0

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.6 Sol	10.0	10.0	100.0%	0		3.70s	5,454	246	0
GLM 5.2	10.0	10.0	100.0%	0		15.76s	6,807	400	0

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GPT-5.6 Sol	3.0	10.0	0.0%	0		1.95s	195	24	0
GLM 5.2	3.0	10.0	0.0%	0		3.41s	189	13	0

Switch Comparison Pair

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