Kimi K3 (max) vs Inkling (high)

Recommended model Inkling (high)

It has the best score here (8.0), while costing about 3.3x less than Kimi K3 (max).

Detailed comparison

Metric	Kimi K3 Kimi K3 max Release: 2026-07-16	Inkling Inkling high Release: 2026-07-18

Metric	Kimi K3 Kimi K3 max Release: 2026-07-16	Inkling Inkling high Release: 2026-07-18
Score	7.9	8.0
Rank	#61	#54
Reliability	9.0	10.0
Consistency	9.2	8.9
Attempts	66/66	66/66
Tests Correct
Attempt pass rate	77.3%	77.3%
Flaky tests	2	3
Total Runs	66	66
Cost per result	21.668	6.968
Total Cost	$3.467	$1.046
Input Price	$3.000 / 1M	$1.000 / 1M
Output Price	$15.000 / 1M	$4.050 / 1M
Total Input Tokens	34,960	86,755
Output Tokens	2,887	6,057
Reasoning Tokens	221,241	230,570
Response Time (avg)	142.84s	62.57s
Response Time (max)	766.58s	327.51s
Response Time (total)	2714.02s	1376.46s
Parameters	2.8T total (104B active)	975B total (41B active)
Availability	Weights available	Open source

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

max

high

Category:

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Kimi K3	10.0	10.0	100.0%	0		10.24s	1,638	496	2,629
Inkling	10.0	10.0	100.0%	0		12.68s	702	455	7,204

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Kimi K3	10.0	10.0	100.0%	0		325.79s	8,061	460	84,012
Inkling	8.5	10.0	66.7%	0		148.36s	7,374	430	78,982

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Kimi K3	6.5	10.0	50.0%	0		223.03s	12,792	399	20,460
Inkling	7.3	5.8	83.3%	1		63.78s	61,296	3,854	19,895

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Kimi K3	7.3	5.8	83.3%	1		16.72s	7,839	354	2,606
Inkling	10.0	10.0	100.0%	0		8.19s	7,068	216	2,349

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Kimi K3	5.3	7.2	44.4%	1		683.62s	838	57	106,892
Inkling	7.7	10.0	66.7%	0		174.68s	692	61	86,556

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Kimi K3	10.0	10.0	100.0%	0		14.91s	732	191	871
Inkling	10.0	10.0	100.0%	0		6.53s	501	182	1,151

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Kimi K3	10.0	10.0	100.0%	0		7.66s	1,179	147	1,119
Inkling	9.8	10.0	100.0%	0		7.00s	708	93	2,098

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Kimi K3	10.0	10.0	100.0%	0		7.36s	1,416	495	1,368
Inkling	6.9	4.9	77.8%	2		10.69s	714	429	4,623

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Kimi K3	3.0	10.0	0.0%	0		0ms	0	0	0
Inkling	3.0	10.0	0.0%	0		6.52s	7,481	307	601

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Kimi K3	3.0	10.0	0.0%	0		19.67s	465	288	1,284
Inkling	3.0	10.0	0.0%	0		153.57s	219	30	27,111

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