AI BENCHY Compare

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

Muhtasari

KAT-Coder-Air V2.5 (high) inaongoza kwa average score: 6.2 vs 6.1. Qwen3.5-Flash ina gharama ya chini ya benchmark: $0.005 vs $0.064. Qwen3.5-Flash ni ya haraka zaidi: 3.58s vs 11.02s, na pass rates 46.0% vs 39.7%.

Muundo unaopendekezwaQwen3.5-FlashIts score stays close to the best score here (6.1 vs 6.2), while costing about 15.4x less than KAT-Coder-Air V2.5 (high).

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

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 high Toleo: 2026-07-14	Qwen3.5-Flash Qwen3.5-Flash none Toleo: 2026-02-24

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 high Toleo: 2026-07-14	Qwen3.5-Flash Qwen3.5-Flash none Toleo: 2026-02-24
Alama	6.2	6.1
Nafasi	#110	#119
Uaminifu	9.7	10.0
Uthabiti	7.6	9.7
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	46.0%	39.7%
Majaribio yasiyo thabiti	6	1
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.910	0.075
Jumla ya gharama	$0.064	$0.005
Bei ya ingizo	$0.150 / 1M	$0.065 / 1M
Bei ya toleo	$0.600 / 1M	$0.260 / 1M
Jumla ya tokeni za ingizo	41,748	46,439
Tokeni za matokeo	3,894	4,276
Tokeni za hoja	91,773	0
Muda wa majibu (wastani)	11.02s	3.58s
Muda wa majibu (upeo)	104.98s	27.18s
Muda wa majibu (jumla)	231.37s	75.28s

Onyesho la kizazi

Hamster playing table tennis

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

#110 KAT-Coder-Air V2.5

high

SVG batili

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

#119 Qwen3.5-Flash

none

Gharama: $0.003
Muda: 47.4s
Tokeni: 7,799 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
Qwen3.5-Flash	3.5	8.3	8.3%	1		1.32s	696	690	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
Qwen3.5-Flash	5.5	10.0	33.3%	0		850ms	7,913	519	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	10.0	10.0	100.0%	0		30.61s	15,132	422	8,958
Qwen3.5-Flash	3.0	10.0	0.0%	0		6.22s	18,879	1,794	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
Qwen3.5-Flash	10.0	10.0	100.0%	0		1.57s	7,794	243	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
Qwen3.5-Flash	7.7	10.0	66.7%	0		905ms	789	15	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
Qwen3.5-Flash	10.0	10.0	100.0%	0		803ms	522	100	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
Qwen3.5-Flash	6.3	10.0	50.0%	0		8.81s	711	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	3.5	4.4	33.3%	2		2.47s	696	285	1,576
Qwen3.5-Flash	3.1	10.0	0.0%	0		10.89s	714	579	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
Qwen3.5-Flash	10.0	10.0	100.0%	0		3.67s	8,211	264	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
Qwen3.5-Flash	3.0	10.0	0.0%	0		588ms	210	9	0

Ulinganisho wa haraka

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