GPT-5.6 Sol vs GLM 5.3 Flash (low)

Compared models

Recommended model GLM 5.3 Flash (low)

It has the best score here (6.6), while costing about 9.1x less than GPT-5.6 Sol.

Metric	GPT-5.6 Sol GPT-5.6 Sol none Release: 2026-07-09	GLM 5.3 Flash GLM 5.3 Flash low Release: 2026-08-26

Metric	GPT-5.6 Sol GPT-5.6 Sol none Release: 2026-07-09	GLM 5.3 Flash GLM 5.3 Flash low Release: 2026-08-26
Score	6.7	6.6
Rank	#183	#184
Reliability	10.0	10.0
Consistency	9.1	8.5
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	60.9%	58.0%
Flaky tests	3	4
Total Runs	69	69
Cost per result	6.619	0.338
Total Cost	$0.472	$0.052
Input Price	$2.000 / 1M	$0.150 / 1M
Output Price	$10.000 / 1M	$0.500 / 1M
Total Input Tokens	207,852	255,173
Output Tokens	5,555	9,891
Reasoning Tokens	0	17,277
Response Time (avg)	4.61s	11.82s
Response Time (max)	58.28s	90.45s
Response Time (total)	105.93s	271.92s
Parameters	~2T total (~150B active)	320B total (18B active)
Availability	Closed	Open source

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

none

low

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 5.3 Flash	10.0	10.0	100.0%	0		59.70s	137,622	692	2,740

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 5.3 Flash	8.7	7.9	91.7%	1		2.14s	639	279	279

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 5.3 Flash	5.4	7.2	44.4%	1		10.38s	7,317	398	3,973

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 5.3 Flash	3.8	5.8	33.3%	1		54.70s	92,771	7,434	6,825

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 5.3 Flash	6.5	10.0	50.0%	0		2.39s	7,149	295	143

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 5.3 Flash	3.6	7.2	22.2%	1		7.93s	759	36	2,503

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 5.3 Flash	5.0	10.0	0.0%	0		1.68s	498	124	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 5.3 Flash	10.0	10.0	100.0%	0		1.65s	678	72	107

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 5.3 Flash	7.8	9.6	66.7%	0		2.67s	672	289	369

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 5.3 Flash	10.0	10.0	100.0%	0		17.00s	6,861	231	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 5.3 Flash	3.0	10.0	0.0%	0		4.54s	207	41	338

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