AI BENCHY Compare

Kwaipilot: KAT-Coder-Pro V2.5 vs Z.ai: GLM 5.1

Summary

GLM 5.1 (medium) leads on average score with 7.1 vs 6.8. KAT-Coder-Pro V2.5 has the lower benchmark cost at $0.220 vs $0.288. KAT-Coder-Pro V2.5 is faster at 10.81s vs 33.67s, with pass rates of 71.4% vs 68.3%.

Recommended modelKAT-Coder-Pro V2.5Its score stays close to the best score here (6.8 vs 7.1), while responding about 3.1x faster than GLM 5.1 (medium).

Last updated at: 2026-07-14

Metric	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none Release: 2026-07-14	GLM 5.1 GLM 5.1 medium Release: 2026-04-07

Metric	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none Release: 2026-07-14	GLM 5.1 GLM 5.1 medium Release: 2026-04-07
Score	6.8	7.1
Rank	#89	#80
Reliability	10.0	6.7
Consistency	7.3	8.3
Tests Correct
Attempt pass rate	71.4%	68.3%
Flaky tests	7	4
Total Runs	63	63
Cost per result	1.992	2.496
Total Cost	$0.220	$0.288
Input Price	$0.740 / 1M	$0.966 / 1M
Output Price	$2.960 / 1M	$3.036 / 1M
Total Input Tokens	42,749	32,995
Output Tokens	63,338	11,655
Reasoning Tokens	0	75,421
Response Time (avg)	10.81s	33.67s
Response Time (max)	53.57s	172.60s
Response Time (total)	227.02s	673.41s

Generation showcase

Hamster playing table tennis

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

#89 KAT-Coder-Pro V2.5

none

Cost: $0.010
Time: 29.0s
Tokens: 3,439 tok

#80 GLM 5.1

medium

Invalid SVG

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:

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Pro V2.5	8.7	7.9	91.7%	1		4.58s	672	3,998	0
GLM 5.1	10.0	10.0	100.0%	0		8.31s	555	401	5,122

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Pro V2.5	6.1	4.7	66.7%	2		22.52s	7,893	22,440	0
GLM 5.1	4.6	3.7	44.5%	2		109.63s	5,702	4,871	37,826

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Pro V2.5	4.7	1.6	66.7%	1		30.76s	15,131	5,366	0
GLM 5.1	9.5	10.0	100.0%	0		43.11s	17,298	327	4,206

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		5.07s	7,776	2,361	0
GLM 5.1	10.0	10.0	100.0%	0		9.33s	7,107	991	4,552

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Pro V2.5	3.6	7.2	22.2%	1		21.64s	771	20,972	0
GLM 5.1	5.3	10.0	33.3%	0		29.77s	489	969	11,314

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Pro V2.5	4.8	3.2	33.3%	1		5.16s	516	1,067	0
GLM 5.1	10.0	10.0	100.0%	0		20.95s	477	2,875	2,875

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Pro V2.5	9.8	10.0	100.0%	0		2.61s	699	1,084	0
GLM 5.1	6.4	5.8	66.7%	1		7.47s	634	204	1,617

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Pro V2.5	8.2	7.2	88.9%	1		3.03s	696	1,929	0
GLM 5.1	8.2	7.2	88.9%	1		31.64s	609	935	5,730

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		5.93s	8,391	1,103	0
GLM 5.1	3.0	10.0	0.0%	0		0ms	0	0	0

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Pro V2.5	3.0	10.0	0.0%	0		9.91s	204	3,018	0
GLM 5.1	3.0	10.0	0.0%	0		29.40s	124	82	2,179

Quick Compare

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