Inkling (medium) vs GLM 5.3 FlashX (high)

Compared models

Recommended model GLM 5.3 FlashX (high)

It has the best score here (7.4), while costing about 2.6x less than Inkling (medium).

Metric	Inkling Inkling medium Release: 2026-07-18 Free Available	GLM 5.3 FlashX GLM 5.3 FlashX high Release: 2026-09-21

Metric	Inkling Inkling medium Release: 2026-07-18 Free Available	GLM 5.3 FlashX GLM 5.3 FlashX high Release: 2026-09-21
Score	7.4	7.4
Rank	#130	#126
Reliability	10.0	10.0
Consistency	8.2	8.2
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	75.4%	69.6%
Flaky tests	5	5
Total Runs	69	69
Cost per result	3.594	1.612
Total Cost	$0.540	$0.210
Input Price	$1.000 / 1M	$0.370 / 1M
Output Price	$4.050 / 1M	$1.250 / 1M
Total Input Tokens	257,138	235,914
Output Tokens	13,830	8,147
Reasoning Tokens	55,775	89,581
Response Time (avg)	16.98s	14.94s
Response Time (max)	85.12s	91.16s
Response Time (total)	390.45s	343.65s
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.

medium

high

Category:

Agentic	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling	4.7	1.6	66.7%	1		45.93s	133,076	1,640	4,123
GLM 5.3 FlashX	10.0	10.0	100.0%	0		78.03s	154,549	1,326	12,503

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 5.3 FlashX	8.2	7.9	83.3%	1		1.98s	639	425	606

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 5.3 FlashX	8.2	7.2	88.9%	1		8.06s	7,317	374	9,267

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 5.3 FlashX	3.0	10.0	0.0%	0		27.73s	56,585	4,123	15,563

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 5.3 FlashX	7.3	5.8	83.3%	1		1.82s	7,149	298	285

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 5.3 FlashX	3.6	7.2	22.2%	1		50.04s	759	506	48,992

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 5.3 FlashX	6.1	3.1	66.7%	1		2.28s	498	169	229

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 5.3 FlashX	10.0	10.0	100.0%	0		1.72s	678	72	177

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 5.3 FlashX	10.0	10.0	100.0%	0		2.06s	672	462	434

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 5.3 FlashX	10.0	10.0	100.0%	0		7.09s	6,861	231	84

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 5.3 FlashX	3.0	10.0	0.0%	0		5.34s	207	161	1,441

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