AI BENCHY Compare

Kwaipilot: KAT-Coder-Air V2.5 vs Qwen: Qwen3.5 Plus 2026-02-15

Muhtasari

KAT-Coder-Air V2.5 (low) inaongoza kwa average score: 6.0 vs 5.8. Qwen3.5 Plus 2026-02-15 ina gharama ya chini ya benchmark: $0.016 vs $0.030. Qwen3.5 Plus 2026-02-15 ni ya haraka zaidi: 2.31s vs 6.47s, na pass rates 46.0% vs 46.0%.

Muundo unaopendekezwaQwen3.5 Plus 2026-02-15Its score stays close to the best score here (5.8 vs 6.0), while costing about 1.9x less than KAT-Coder-Air V2.5 (low).

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

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 low Toleo: 2026-07-14	Qwen3.5 Plus 2026-02-15 Qwen3.5 Plus 2026-02-15 none Toleo: 2026-02-15

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 low Toleo: 2026-07-14	Qwen3.5 Plus 2026-02-15 Qwen3.5 Plus 2026-02-15 none Toleo: 2026-02-15
Alama	6.0	5.8
Nafasi	#124	#130
Uaminifu	9.7	10.0
Uthabiti	7.6	9.4
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	46.0%	46.0%
Majaribio yasiyo thabiti	6	2
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.427	0.204
Jumla ya gharama	$0.030	$0.016
Bei ya ingizo	$0.150 / 1M	$0.260 / 1M
Bei ya toleo	$0.600 / 1M	$1.560 / 1M
Jumla ya tokeni za ingizo	42,464	45,864
Tokeni za matokeo	4,227	2,480
Tokeni za hoja	34,864	0
Muda wa majibu (wastani)	6.47s	2.31s
Muda wa majibu (upeo)	25.49s	6.65s
Muda wa majibu (jumla)	135.80s	34.63s

Onyesho la kizazi

Hamster playing table tennis

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

#124 KAT-Coder-Air V2.5

low

Gharama: $0.004
Muda: 29.9s
Tokeni: 6,008 tok

#130 Qwen3.5 Plus 2026-02-15

none

Gharama: $0.012
Muda: 153.2s
Tokeni: 7,787 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	7.3	5.8	83.3%	2		3.50s	672	422	1,548
Qwen3.5 Plus 2026-02-15	4.8	10.0	25.0%	0		1.91s	696	517	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	3.5	7.3	11.1%	1		11.06s	7,893	2,001	13,623
Qwen3.5 Plus 2026-02-15	4.3	7.9	11.1%	1		2.05s	7,913	473	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		25.49s	15,132	368	5,707
Qwen3.5 Plus 2026-02-15	3.0	10.0	0.0%	0		6.65s	18,304	314	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		2.82s	7,776	261	1,069
Qwen3.5 Plus 2026-02-15	10.0	10.0	100.0%	0		1.89s	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		4.99s	553	310	3,332
Qwen3.5 Plus 2026-02-15	5.3	10.0	33.3%	0		1.17s	789	17	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		10.11s	516	142	596
Qwen3.5 Plus 2026-02-15	4.4	3.0	33.3%	1		2.26s	522	117	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		1.64s	699	89	640
Qwen3.5 Plus 2026-02-15	10.0	10.0	100.0%	0		1.67s	711	72	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	3.1	4.6	22.2%	2		1.57s	696	294	796
Qwen3.5 Plus 2026-02-15	7.7	10.0	66.7%	0		2.71s	714	494	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		4.47s	8,391	330	1,065
Qwen3.5 Plus 2026-02-15	10.0	10.0	100.0%	0		3.33s	8,211	222	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		19.98s	136	10	6,488
Qwen3.5 Plus 2026-02-15	3.0	10.0	0.0%	0		1.11s	210	11	0

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho