Inkling (high) vs GLM 5.2 (high)

Compared models

Rank: #86
Total Output Tokens: 249,242
Response Time (avg): 62.72s
Total Cost: $1.238

Rank: #89
Total Output Tokens: 382,333
Response Time (avg): 69.11s
Total Cost: $4.632

Recommended model Inkling (high)

It has the best score here (8.4), while costing about 3.7x less than GLM 5.2 (high).

Detailed comparison

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

Metric	Inkling Inkling high Release: 2026-07-18 Free Available	GLM 5.2 GLM 5.2 high Release: 2026-06-17
Score	8.4	8.4
Rank	#86	#89
Reliability	10.0	10.0
Consistency	9.0	8.6
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	78.3%	71.0%
Flaky tests	3	3
Total Runs	69	69
Cost per result	7.812	7.314
Total Cost	$1.238	$4.632
Input Price	$0.950 / 1M	$0.153 / 1M
Output Price	$4.050 / 1M	$12.000 / 1M
Cache Read Price	$0.160 / 1M	$0.150 / 1M
Cache Write Price	N/A	N/A
Total Input Tokens	240,395	288,913
Output Tokens	7,169	79,462
Reasoning Tokens	242,073	303,120
Response Time (avg)	62.72s	69.11s
Response Time (max)	327.51s	599.43s
Response Time (total)	1442.48s	1589.43s
Parameters	975B total (41B active)	744B total (40B active)
Availability	Open source	Open source

Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.

Model generation showcase

Hamster playing table tennis

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

#86 Thinking Machines: Inkling

high

Cost: $0.005
Time: 32.2s
Tokens: 1,275 tok

#89 GLM 5.2

high

Reached the allocated time limit (300 seconds) without receiving showcase output.

Cost: $0.000
Time: 300.0s
Tokens: 0 tok

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

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		66.01s	153,640	1,112	11,503
GLM 5.2	10.0	10.0	100.0%	0		52.45s	205,091	7,422	10,505

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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