AI BENCHY Compare

Kwaipilot: KAT-Coder-Air V2.5 vs Z.ai: GLM 4.7 Flash

Muhtasari

KAT-Coder-Air V2.5 inaongoza kwa average score: 4.9 vs 4.3. KAT-Coder-Air V2.5 ina gharama ya chini ya benchmark: $0.037 vs $0.054. KAT-Coder-Air V2.5 ni ya haraka zaidi: 6.99s vs 35.10s, na pass rates 38.1% vs 33.3%.

Muundo unaopendekezwaKAT-Coder-Air V2.5It has the best score here (4.9), while responding about 5.0x faster than GLM 4.7 Flash (medium).

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 4.7 Flash GLM 4.7 Flash medium Toleo: 2026-01-19

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 none Toleo: 2026-07-14	GLM 4.7 Flash GLM 4.7 Flash medium Toleo: 2026-01-19
Alama	4.9	4.3
Nafasi	#168	#185
Uaminifu	10.0	6.7
Uthabiti	7.1	6.8
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	38.1%	33.3%
Majaribio yasiyo thabiti	7	8
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.724	1.337
Jumla ya gharama	$0.037	$0.054
Bei ya ingizo	$0.150 / 1M	$0.060 / 1M
Bei ya toleo	$0.600 / 1M	$0.400 / 1M
Jumla ya tokeni za ingizo	41,328	37,206
Tokeni za matokeo	49,933	43,754
Tokeni za hoja	0	89,079
Muda wa majibu (wastani)	6.99s	35.10s
Muda wa majibu (upeo)	24.94s	174.55s
Muda wa majibu (jumla)	146.78s	456.24s

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

#185 GLM 4.7 Flash

medium

SVG batili

Gharama: $0.000
Muda: 186.2s
Tokeni: 12,112 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 4.7 Flash	4.7	5.9	41.7%	2		14.95s	555	1,122	6,110

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 4.7 Flash	3.2	7.4	11.1%	1		55.33s	3,106	4,981	22,387

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 4.7 Flash	2.8	2.1	33.3%	1		65.57s	17,185	2,585	20,648

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 4.7 Flash	6.3	10.0	50.0%	0		1.51s	7,107	584	2,755

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 4.7 Flash	3.5	4.4	33.3%	2		174.55s	643	33,000	25,394

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 4.7 Flash	3.6	9.7	0.0%	0		18.14s	318	18	2,138

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 4.7 Flash	6.2	5.8	66.7%	1		2.97s	636	388	2,181

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 4.7 Flash	2.9	7.2	11.1%	1		12.93s	521	781	5,255

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 4.7 Flash	10.0	10.0	100.0%	0		15.95s	6,949	224	1,014

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 4.7 Flash	3.0	10.0	0.0%	0		11.13s	186	71	1,197

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

CobuddymediumvsKAT-Coder-Air V2.5none Grok 4.20nonevsGLM 4.7 Flashmedium 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 Granite 4.1 8BnonevsGLM 4.7 Flashmedium gpt-oss-120bnoneInapatikana burevsGLM 4.7 Flashmedium Mercury 2nonevsGLM 4.7 Flashmedium Ling-2.6-1TnonevsGLM 4.7 Flashmedium GPT-5.4 NanononevsGLM 4.7 Flashmedium Ring-2.6-1TnonevsGLM 4.7 Flashmedium