Inkling vs GLM 5.3 FlashX (low)

Compared models

Recommended model Inkling

It has the best score here (6.1), while responding about 1.8x faster than GLM 5.3 FlashX (low).

Metric	Inkling Inkling none Release: 2026-07-18 Free Available	GLM 5.3 FlashX GLM 5.3 FlashX low Release: 2026-09-21

Metric	Inkling Inkling none Release: 2026-07-18 Free Available	GLM 5.3 FlashX GLM 5.3 FlashX low Release: 2026-09-21
Score	6.1	6.0
Rank	#233	#238
Reliability	10.0	10.0
Consistency	9.6	6.8
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	31.9%	63.8%
Flaky tests	1	9
Total Runs	69	69
Cost per result	4.337	1.423
Total Cost	$0.304	$0.157
Input Price	$1.000 / 1M	$0.370 / 1M
Output Price	$4.050 / 1M	$1.250 / 1M
Total Input Tokens	236,599	277,028
Output Tokens	16,536	11,965
Reasoning Tokens	0	31,238
Response Time (avg)	5.30s	9.69s
Response Time (max)	48.02s	77.99s
Response Time (total)	121.91s	222.83s
Parameters	975B total (41B active)	320B total (18B active)
Availability	Open source	Closed

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

none

Provider returned error

low

Category:

Agentic	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling	10.0	10.0	100.0%	0		45.64s	132,479	5,982	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	4.8	10.0	25.0%	0		1.43s	678	261	0
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	4.5	10.0	0.0%	0		1.01s	7,356	436	0
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	2.9	5.8	16.7%	1		25.74s	80,195	8,777	0
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	10.0	10.0	100.0%	0		1.14s	7,056	279	0
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	5.3	10.0	33.3%	0		1.18s	786	45	0
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	5.0	10.0	0.0%	0		859ms	495	156	0
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	6.3	10.0	50.0%	0		1.72s	696	72	0
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	5.6	9.9	33.3%	0		931ms	696	291	0
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	3.0	10.0	0.0%	0		2.50s	5,949	213	0
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	3.0	10.0	0.0%	0		670ms	213	24	0
GLM 5.3 FlashX	3.0	10.0	0.0%	0		2.69s	207	107	315

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