AI BENCHY Compare

Kwaipilot: KAT-Coder-Air V2.5 vs Qwen: Qwen3 Coder Next

Muhtasari

KAT-Coder-Air V2.5 inaongoza kwa average score: 4.9 vs 4.7. Qwen3 Coder Next (medium) ina gharama ya chini ya benchmark: $0.008 vs $0.037. KAT-Coder-Air V2.5 ni ya haraka zaidi: 6.99s vs 8.58s, na pass rates 38.1% vs 28.6%.

Muundo unaopendekezwaKAT-Coder-Air V2.5It has the strongest score in this comparison (4.9) and the best overall balance of cost and response time across all 2 models.

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	Qwen3 Coder Next Qwen3 Coder Next medium Toleo: 2026-02-03

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 none Toleo: 2026-07-14	Qwen3 Coder Next Qwen3 Coder Next medium Toleo: 2026-02-03
Alama	4.9	4.7
Nafasi	#168	#176
Uaminifu	10.0	10.0
Uthabiti	7.1	8.9
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	38.1%	28.6%
Majaribio yasiyo thabiti	7	3
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.724	0.201
Jumla ya gharama	$0.037	$0.008
Bei ya ingizo	$0.150 / 1M	$0.110 / 1M
Bei ya toleo	$0.600 / 1M	$0.800 / 1M
Jumla ya tokeni za ingizo	41,328	47,250
Tokeni za matokeo	49,933	3,319
Tokeni za hoja	0	0
Muda wa majibu (wastani)	6.99s	8.58s
Muda wa majibu (upeo)	24.94s	81.80s
Muda wa majibu (jumla)	146.78s	128.68s

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

#176 Qwen3 Coder Next

medium

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
Qwen3 Coder Next	3.5	8.1	16.7%	1		8.64s	645	1,252	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
Qwen3 Coder Next	3.7	7.2	22.2%	1		924ms	7,185	336	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
Qwen3 Coder Next	3.0	10.0	0.0%	0		4.28s	20,469	317	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
Qwen3 Coder Next	6.5	10.0	50.0%	0		81.80s	7,758	246	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
Qwen3 Coder Next	5.3	10.0	33.3%	0		638ms	753	25	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
Qwen3 Coder Next	6.3	3.4	66.7%	1		1.39s	498	142	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
Qwen3 Coder Next	6.3	10.0	50.0%	0		7.49s	684	63	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
Qwen3 Coder Next	3.0	10.0	0.0%	0		1.25s	678	671	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
Qwen3 Coder Next	10.0	10.0	100.0%	0		2.64s	8,364	255	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
Qwen3 Coder Next	3.0	10.0	0.0%	0		399ms	216	12	0

Ulinganisho wa haraka

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