Inkling (medium) vs GLM 5.2 (high)

Recommended model Inkling (medium)

It has the best score here (8.0), while costing about 3.9x less than GLM 5.2 (high).

Detailed comparison

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

Metric	Inkling Inkling medium Release: 2026-07-18	GLM 5.2 GLM 5.2 high Release: 2026-06-17
Score	8.0	8.0
Rank	#57	#56
Reliability	10.0	10.0
Consistency	8.5	8.6
Attempts	66/66	66/66
Tests Correct
Attempt pass rate	75.8%	69.7%
Flaky tests	4	3
Total Runs	66	66
Cost per result	2.551	6.849
Total Cost	$0.377	$1.463
Input Price	$0.950 / 1M	$1.190 / 1M
Output Price	$4.050 / 1M	$3.740 / 1M
Total Input Tokens	124,062	83,822
Output Tokens	12,190	72,040
Reasoning Tokens	51,652	292,615
Response Time (avg)	15.66s	69.86s
Response Time (max)	85.12s	599.43s
Response Time (total)	344.52s	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.

medium

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	8.7	9.5	75.0%	0		6.49s	645	333	3,091
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	8.4	7.8	77.8%	1		25.20s	7,374	525	14,457
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		41.15s	98,542	10,088	4,626
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		3.60s	7,068	216	813
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	5.3	7.2	44.4%	1		31.59s	804	69	18,378
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		4.65s	501	170	699
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		6.17s	708	93	1,886
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	10.0	10.0	100.0%	0		5.18s	714	370	2,310
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		4.48s	7,487	296	298
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	2.8	1.6	33.3%	1		21.69s	219	30	5,094
GLM 5.2	3.0	10.0	0.0%	0		127.82s	138	0	18,764

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