AI BENCHY Compare

Kwaipilot: KAT-Coder-Air V2.5 vs Z.ai: GLM 5

Summary

The average score is effectively tied at 6.0 vs 6.0. GLM 5 has the lower benchmark cost at $0.027 vs $0.030. GLM 5 is faster at 4.03s vs 6.47s, with pass rates of 46.0% vs 44.4%.

Recommended modelGLM 5It has the best score here (6.0), while responding about 1.6x faster than KAT-Coder-Air V2.5 (low).

Last updated at: 2026-07-14

Metric	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 low Release: 2026-07-14	GLM 5 GLM 5 none Release: 2026-02-12

Metric	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 low Release: 2026-07-14	GLM 5 GLM 5 none Release: 2026-02-12
Score	6.0	6.0
Rank	#124	#125
Reliability	9.7	10.0
Consistency	7.6	9.7
Tests Correct
Attempt pass rate	46.0%	44.4%
Flaky tests	6	1
Total Runs	63	63
Cost per result	0.427	0.263
Total Cost	$0.030	$0.027
Input Price	$0.150 / 1M	$0.600 / 1M
Output Price	$0.600 / 1M	$1.920 / 1M
Total Input Tokens	42,464	37,135
Output Tokens	4,227	1,989
Reasoning Tokens	34,864	0
Response Time (avg)	6.47s	4.03s
Response Time (max)	25.49s	11.07s
Response Time (total)	135.80s	56.37s

Generation showcase

Hamster playing table tennis

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

#124 KAT-Coder-Air V2.5

low

Cost: $0.004
Time: 29.9s
Tokens: 6,008 tok

#125 GLM 5

none

Cost: $0.007
Time: 32.1s
Tokens: 2,023 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:

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Air V2.5	7.3	5.8	83.3%	2		3.50s	672	422	1,548
GLM 5	4.8	10.0	25.0%	0		2.37s	510	275	0

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Air V2.5	3.5	7.3	11.1%	1		11.06s	7,893	2,001	13,623
GLM 5	4.0	7.8	11.1%	1		5.12s	7,256	428	0

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Air V2.5	10.0	10.0	100.0%	0		25.49s	15,132	368	5,707
GLM 5	3.0	10.0	0.0%	0		4.98s	12,812	406	0

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Air V2.5	6.5	10.0	50.0%	0		2.82s	7,776	261	1,069
GLM 5	10.0	10.0	100.0%	0		5.78s	7,107	203	0

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Air V2.5	2.9	7.2	11.1%	1		4.99s	553	310	3,332
GLM 5	3.0	10.0	0.0%	0		2.24s	643	19	0

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Air V2.5	5.0	10.0	0.0%	0		10.11s	516	142	596
GLM 5	10.0	10.0	100.0%	0		3.27s	477	103	0

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Air V2.5	9.8	10.0	100.0%	0		1.64s	699	89	640
GLM 5	10.0	10.0	100.0%	0		1.48s	636	61	0

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Air V2.5	3.1	4.6	22.2%	2		1.57s	696	294	796
GLM 5	7.7	10.0	66.7%	0		1.91s	609	261	0

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Air V2.5	10.0	10.0	100.0%	0		4.47s	8,391	330	1,065
GLM 5	10.0	10.0	100.0%	0		11.07s	6,899	220	0

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Air V2.5	3.0	10.0	0.0%	0		19.98s	136	10	6,488
GLM 5	3.0	10.0	0.0%	0		3.62s	186	13	0

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