GLM 5.3 FlashX — low vs medium

Compared models

Recommended model medium

It has the best score here (6.4), while costing about 1.6x less than GLM 5.3 FlashX (low).

Metric	GLM 5.3 FlashX GLM 5.3 FlashX low Release: 2026-09-21	GLM 5.3 FlashX GLM 5.3 FlashX medium Release: 2026-09-21

Metric	GLM 5.3 FlashX GLM 5.3 FlashX low Release: 2026-09-21	GLM 5.3 FlashX GLM 5.3 FlashX medium Release: 2026-09-21
Score	6.3	6.4
Rank	#201	#194
Reliability	10.0	10.0
Consistency	7.0	7.0
Attempts	66/66	66/66
Tests Correct
Attempt pass rate	65.2%	68.2%
Flaky tests	8	8
Total Runs	66	66
Cost per result	0.816	0.505
Total Cost	$0.090	$0.056
Input Price	$0.370 / 1M	$0.370 / 1M
Output Price	$1.250 / 1M	$1.250 / 1M
Total Input Tokens	117,325	84,329
Output Tokens	10,494	7,717
Reasoning Tokens	26,542	11,716
Response Time (avg)	6.58s	4.32s
Response Time (max)	73.01s	22.89s
Response Time (total)	144.85s	95.15s
Parameters	320B total (18B active)	320B total (18B active)
Availability	Closed	Closed

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

low

medium

Category:

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GLM 5.3 FlashX	8.2	7.9	83.3%	1		1.56s	639	278	353
GLM 5.3 FlashX	7.3	5.8	83.3%	2		1.71s	639	343	368

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GLM 5.3 FlashX	5.5	7.4	44.4%	1		5.45s	7,317	382	4,760
GLM 5.3 FlashX	6.0	4.6	66.7%	2		6.37s	7,317	384	5,562

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GLM 5.3 FlashX	2.8	1.6	33.3%	2		42.40s	92,545	8,581	18,553
GLM 5.3 FlashX	2.8	1.6	33.3%	2		15.97s	59,549	5,920	2,786

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GLM 5.3 FlashX	10.0	10.0	100.0%	0		1.59s	7,149	210	81
GLM 5.3 FlashX	10.0	10.0	100.0%	0		1.74s	7,149	210	134

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GLM 5.3 FlashX	3.5	4.4	33.3%	2		3.87s	759	36	2,040
GLM 5.3 FlashX	3.6	7.2	22.2%	1		3.52s	759	38	2,005

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GLM 5.3 FlashX	4.7	1.6	66.7%	1		2.07s	498	137	0
GLM 5.3 FlashX	3.4	2.2	33.3%	1		1.79s	498	135	0

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GLM 5.3 FlashX	10.0	10.0	100.0%	0		1.34s	678	72	84
GLM 5.3 FlashX	10.0	10.0	100.0%	0		1.51s	678	72	70

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GLM 5.3 FlashX	7.7	7.3	77.8%	1		1.89s	672	460	336
GLM 5.3 FlashX	10.0	10.0	100.0%	0		1.84s	672	306	371

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GLM 5.3 FlashX	10.0	10.0	100.0%	0		9.52s	6,861	231	20
GLM 5.3 FlashX	10.0	10.0	100.0%	0		10.30s	6,861	231	20

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
GLM 5.3 FlashX	3.0	10.0	0.0%	0		2.69s	207	107	315
GLM 5.3 FlashX	3.0	10.0	0.0%	0		2.60s	207	78	400

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