Inkling (high) vs GLM 5.2 (high)

Recommended model Inkling (high)

It has the strongest score in this comparison (8.0) and the best overall balance of cost and response time across all 2 models.

Detailed comparison

Metric	Inkling Inkling high Release: 2026-07-18	GLM 5.2 GLM 5.2 high Release: 2026-06-17

Metric	Inkling Inkling high Release: 2026-07-18	GLM 5.2 GLM 5.2 high Release: 2026-06-17
Score	8.0	8.0
Rank	#52	#56
Reliability	10.0	10.0
Consistency	8.9	8.6
Attempts	66/66	66/66
Tests Correct
Attempt pass rate	77.3%	69.7%
Flaky tests	3	3
Total Runs	66	66
Cost per result	6.968	6.849
Total Cost	$1.041	$1.463
Input Price	$0.950 / 1M	$1.190 / 1M
Output Price	$4.050 / 1M	$3.740 / 1M
Total Input Tokens	86,755	83,822
Output Tokens	6,057	72,040
Reasoning Tokens	230,570	292,615
Response Time (avg)	62.57s	69.86s
Response Time (max)	327.51s	599.43s
Response Time (total)	1376.46s	1536.98s
Parameters	975B total (41B active)	744B total (40B active)
Availability	Open source	Open source

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

high

high

Invalid SVG

Category:

Anti-AI Tricks	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		12.68s	702	455	7,204
GLM 5.2	10.0	10.0	100.0%	0		5.80s	639	406	2,660

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling	8.5	10.0	66.7%	0		148.36s	7,374	430	78,982
GLM 5.2	6.4	8.6	33.3%	0		73.03s	5,124	2,302	22,546

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling	7.3	5.8	83.3%	1		63.78s	61,296	3,854	19,895
GLM 5.2	10.0	10.0	100.0%	0		321.47s	61,516	18,824	63,861

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		8.19s	7,068	216	2,349
GLM 5.2	10.0	10.0	100.0%	0		5.81s	7,143	435	1,414

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling	7.7	10.0	66.7%	0		174.68s	692	61	86,556
GLM 5.2	3.1	6.5	11.1%	1		126.85s	560	49,045	157,522

General Intelligence	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		6.53s	501	182	1,151
GLM 5.2	10.0	10.0	100.0%	0		12.90s	498	63	1,743

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling	9.8	10.0	100.0%	0		7.00s	708	93	2,098
GLM 5.2	10.0	10.0	100.0%	0		4.26s	678	151	1,210

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling	6.9	4.9	77.8%	2		10.69s	714	429	4,623
GLM 5.2	6.0	4.6	66.7%	2		33.71s	665	568	22,392

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		6.52s	7,481	307	601
GLM 5.2	10.0	10.0	100.0%	0		9.25s	6,861	246	503

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		153.57s	219	30	27,111
GLM 5.2	3.0	10.0	0.0%	0		127.82s	138	0	18,764

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