Inkling Small (medium) vs GLM 5.3 FlashX (low)

Compared models

Recommended model Inkling Small (medium)

It has the best score here (6.0), while responding about 1.6x faster than GLM 5.3 FlashX (low).

Metric	Inkling Small Inkling Small medium Release: 2026-08-01 Free Available	GLM 5.3 FlashX GLM 5.3 FlashX low Release: 2026-09-21

Metric	Inkling Small Inkling Small medium Release: 2026-08-01 Free Available	GLM 5.3 FlashX GLM 5.3 FlashX low Release: 2026-09-21
Score	6.0	6.0
Rank	#240	#238
Reliability	10.0	10.0
Consistency	9.1	6.8
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	50.7%	63.8%
Flaky tests	3	9
Total Runs	69	69
Cost per result	1.177	1.423
Total Cost	$0.118	$0.157
Input Price	$0.450 / 1M	$0.370 / 1M
Output Price	$1.200 / 1M	$1.250 / 1M
Total Input Tokens	100,255	277,028
Output Tokens	6,422	11,965
Reasoning Tokens	49,847	31,238
Response Time (avg)	6.03s	9.69s
Response Time (max)	17.26s	77.99s
Response Time (total)	138.65s	222.83s
Parameters	276B total (12B active)	320B total (18B active)
Availability	Closed	Closed

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

medium

low

Category:

Agentic	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling Small	3.0	10.0	0.0%	0		49ms	0	0	0
GLM 5.3 FlashX	4.7	3.1	33.3%	1		77.99s	159,703	1,471	4,696

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling Small	10.0	10.0	100.0%	0		4.09s	702	401	5,846
GLM 5.3 FlashX	8.2	7.9	83.3%	1		1.56s	639	278	353

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling Small	7.8	10.0	66.7%	0		10.49s	7,374	434	13,783
GLM 5.3 FlashX	5.5	7.4	44.4%	1		5.45s	7,317	382	4,760

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling Small	3.8	5.8	33.3%	1		8.89s	76,198	4,299	1,761
GLM 5.3 FlashX	2.8	1.6	33.3%	2		42.40s	92,545	8,581	18,553

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling Small	10.0	10.0	100.0%	0		3.95s	7,068	216	2,123
GLM 5.3 FlashX	10.0	10.0	100.0%	0		1.59s	7,149	210	81

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling Small	3.0	10.0	0.0%	0		7.65s	804	69	9,365
GLM 5.3 FlashX	3.5	4.4	33.3%	2		3.87s	759	36	2,040

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling Small	5.3	10.0	0.0%	0		2.58s	501	169	921
GLM 5.3 FlashX	4.7	1.6	66.7%	1		2.07s	498	137	0

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling Small	8.5	6.8	83.3%	1		3.78s	708	93	2,477
GLM 5.3 FlashX	10.0	10.0	100.0%	0		1.34s	678	72	84

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling Small	5.8	7.7	44.4%	1		5.24s	714	469	6,498
GLM 5.3 FlashX	7.7	7.3	77.8%	1		1.89s	672	460	336

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling Small	3.0	10.0	0.0%	0		2.12s	5,967	240	207
GLM 5.3 FlashX	10.0	10.0	100.0%	0		9.52s	6,861	231	20

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling Small	3.0	10.0	0.0%	0		14.19s	219	32	6,866
GLM 5.3 FlashX	3.0	10.0	0.0%	0		2.69s	207	107	315

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