AI BENCHY Compare

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

Muhtasari

KAT-Coder-Air V2.5 (high) inaongoza kwa average score: 5.6 vs 5.5. KAT-Coder-Air V2.5 (high) ina gharama ya chini ya benchmark: $0.077 vs $0.164. GLM 5.1 ni ya haraka zaidi: 6.70s vs 15.90s, na pass rates 43.9% vs 40.9%.

Muundo unaopendekezwaKAT-Coder-Air V2.5 (high)It has the best score here (5.6), while costing about 2.1x less than GLM 5.1.

Benchmark zimetengenezwa kutoka seti za majaribio za AI BENCHY tarehe: 2026-07-17

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 high 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 high Toleo: 2026-07-14	GLM 5.1 GLM 5.1 none Toleo: 2026-04-07
Alama	5.6	5.5
Nafasi	#137	#144
Uaminifu	9.9	10.0
Uthabiti	7.7	8.2
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	43.9%	40.9%
Majaribio yasiyo thabiti	6	5
Jumla ya uendeshaji	66	66
Gharama kwa matokeo	1.097	2.368
Jumla ya gharama	$0.077	$0.164
Bei ya ingizo	$0.150 / 1M	$0.966 / 1M
Bei ya toleo	$0.600 / 1M	$3.036 / 1M
Jumla ya tokeni za ingizo	50,470	124,209
Tokeni za matokeo	3,957	14,393
Tokeni za hoja	111,374	0
Muda wa majibu (wastani)	15.90s	6.70s
Muda wa majibu (upeo)	118.35s	61.20s
Muda wa majibu (jumla)	349.71s	147.38s

Onyesho la kizazi

Hamster playing table tennis

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

#137 KAT-Coder-Air V2.5

high

SVG batili

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

#144 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	6.9	5.8	75.0%	2		2.49s	615	204	1,290
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	4.3	7.3	11.1%	1		39.07s	6,948	1,166	55,883
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	6.5	10.0	50.0%	0		74.48s	23,854	485	28,559
GLM 5.1	2.8	1.8	33.3%	2		46.88s	99,907	12,768	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	6.5	10.0	50.0%	0		3.59s	7,776	284	2,140
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		7.47s	771	914	8,602
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	5.1	10.0	0.0%	0		7.10s	516	179	539
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	9.8	10.0	100.0%	0		1.51s	699	90	675
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	3.5	4.4	33.3%	2		2.47s	696	285	1,576
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		4.77s	8,391	330	1,082
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		21.72s	204	20	11,028
GLM 5.1	3.0	10.0	0.0%	0		2.34s	186	11	0

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