AI BENCHY Compare

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

Muhtasari

GLM 5.1 inaongoza kwa average score: 5.6 vs 4.9. KAT-Coder-Air V2.5 ina gharama ya chini ya benchmark: $0.037 vs $0.057. GLM 5.1 ni ya haraka zaidi: 4.10s vs 6.99s, na pass rates 38.1% vs 41.3%.

Muundo unaopendekezwaGLM 5.1It has the best score here (5.6), while responding about 1.7x faster than KAT-Coder-Air V2.5.

Benchmark zimetengenezwa kutoka seti za majaribio za AI BENCHY tarehe: 2026-07-14

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 none Toleo: 2026-07-14	GLM 5.1 GLM 5.1 none Toleo: 2026-04-07

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 none Toleo: 2026-07-14	GLM 5.1 GLM 5.1 none Toleo: 2026-04-07
Alama	4.9	5.6
Nafasi	#168	#141
Uaminifu	10.0	10.0
Uthabiti	7.1	8.5
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	38.1%	41.3%
Majaribio yasiyo thabiti	7	4
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.724	0.843
Jumla ya gharama	$0.037	$0.057
Bei ya ingizo	$0.150 / 1M	$0.966 / 1M
Bei ya toleo	$0.600 / 1M	$3.036 / 1M
Jumla ya tokeni za ingizo	41,328	47,133
Tokeni za matokeo	49,933	3,754
Tokeni za hoja	0	0
Muda wa majibu (wastani)	6.99s	4.10s
Muda wa majibu (upeo)	24.94s	32.57s
Muda wa majibu (jumla)	146.78s	86.18s

Onyesho la kizazi

Hamster playing table tennis

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

#168 KAT-Coder-Air V2.5

none

Gharama: $0.002
Muda: 14.5s
Tokeni: 2,619 tok

#141 GLM 5.1

none

SVG batili

Gharama: $0.000
Muda: 300.0s
Tokeni: 0 tok

Modeli bora kwa alama

Alama dhidi ya gharama ya jumla

Muda wa majibu (wastani)

Alama vs Muda wa majibu (wastani)

Jumla ya tokeni za matokeo

Alama vs Jumla ya tokeni za matokeo

Mgawanyo wa kategoria

Kategoria:

Mbinu za kupinga AI	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	5.3	5.6	50.0%	2		2.68s	672	3,044	0
GLM 5.1	4.0	6.3	25.0%	2		2.11s	555	305	0

Uandishi wa msimbo	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	3.3	9.6	0.0%	0		14.31s	6,472	16,918	0
GLM 5.1	3.9	9.7	0.0%	0		4.96s	7,256	525	0

Mchanganyiko	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	4.7	1.6	66.7%	1		24.94s	15,131	6,788	0
GLM 5.1	2.8	2.1	33.3%	1		32.57s	22,831	2,129	0

Uchanganuzi na uchimbaji wa data	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	6.3	5.8	66.7%	1		2.66s	7,776	1,268	0
GLM 5.1	10.0	10.0	100.0%	0		1.08s	7,107	204	0

Mahususi kwa domeni	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	2.9	7.2	11.1%	1		6.24s	771	7,818	0
GLM 5.1	2.9	7.2	11.1%	1		1.99s	687	24	0

Akili ya jumla	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	5.0	10.0	0.0%	0		12.02s	516	656	0
GLM 5.1	5.0	10.0	0.0%	0		790ms	477	39	0

Ufuataji wa maagizo	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	9.9	10.0	100.0%	0		1.75s	699	858	0
GLM 5.1	9.8	10.0	100.0%	0		1.98s	636	66	0

Utatuzi wa mafumbo	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	2.9	4.4	22.2%	2		1.84s	696	1,255	0
GLM 5.1	7.7	10.0	66.7%	0		1.45s	609	151	0

Mwito wa zana	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	10.0	10.0	100.0%	0		5.13s	8,391	1,560	0
GLM 5.1	10.0	10.0	100.0%	0		10.68s	6,789	300	0

Maarifa ya jumla	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	3.0	10.0	0.0%	0		17.96s	204	9,768	0
GLM 5.1	3.0	10.0	0.0%	0		2.34s	186	11	0

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

CobuddymediumvsKAT-Coder-Air V2.5none KAT-Coder-Air V2.5nonevsMiniMax M2.5medium KAT-Coder-Air V2.5nonevsMistral Small 4medium KAT-Coder-Air V2.5nonevsQwen3 Coder Nextmedium KAT-Coder-Air V2.5nonevsMiniMax M2.7medium North Mini CodemediumInapatikana burevsGLM 5.1none MiniMax M2.7mediumvsGLM 5.1none KAT-Coder-Air V2.5lowvsGLM 5.1none Mistral Small 4mediumvsGLM 5.1none Gemini 3.1 Flash LiteminimalvsGLM 5.1none KAT-Coder-Air V2.5mediumvsGLM 5.1none KAT-Coder-Air V2.5nonevsGLM 4.7 Flashmedium