AI BENCHY Compare

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

Muhtasari

KAT-Coder-Air V2.5 (medium) inaongoza kwa average score: 6.2 vs 6.1. Qwen3.5-Flash ina gharama ya chini ya benchmark: $0.005 vs $0.045. Qwen3.5-Flash ni ya haraka zaidi: 3.58s vs 8.28s, na pass rates 47.6% vs 39.7%.

Muundo unaopendekezwaQwen3.5-FlashIts score stays close to the best score here (6.1 vs 6.2), while costing about 10.9x less than KAT-Coder-Air V2.5 (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 medium 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 medium Toleo: 2026-07-14	Qwen3.5-Flash Qwen3.5-Flash none Toleo: 2026-02-24
Alama	6.2	6.1
Nafasi	#115	#119
Uaminifu	9.7	10.0
Uthabiti	8.8	9.7
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	47.6%	39.7%
Majaribio yasiyo thabiti	3	1
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.562	0.075
Jumla ya gharama	$0.045	$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	42,750	46,439
Tokeni za matokeo	7,759	4,276
Tokeni za hoja	56,357	0
Muda wa majibu (wastani)	8.28s	3.58s
Muda wa majibu (upeo)	48.19s	27.18s
Muda wa majibu (jumla)	173.80s	75.28s

Onyesho la kizazi

Hamster playing table tennis

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

#115 KAT-Coder-Air V2.5

medium

Gharama: $0.003
Muda: 23.7s
Tokeni: 4,924 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	8.7	8.0	91.7%	1		3.79s	672	549	4,194
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	3.6	7.0	22.2%	1		23.37s	7,893	5,199	29,973
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		27.68s	15,132	372	4,816
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		3.65s	7,776	268	1,881
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	3.0	10.0	0.0%	0		4.87s	771	487	4,454
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	5.0	10.0	0.0%	0		9.81s	516	189	557
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	10.0	10.0	100.0%	0		1.50s	699	93	730
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	3.6	7.2	22.2%	1		1.87s	696	265	1,184
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	317	906
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		15.74s	204	20	7,662
Qwen3.5-Flash	3.0	10.0	0.0%	0		588ms	210	9	0

Ulinganisho wa haraka

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