AI BENCHY Compare

Kwaipilot: KAT-Coder-Air V2.5 vs Qwen: Qwen3.5 Plus 2026-04-20

Muhtasari

KAT-Coder-Air V2.5 (low) inaongoza kwa average score: 6.0 vs 5.5. KAT-Coder-Air V2.5 (low) ina gharama ya chini ya benchmark: $0.030 vs $0.032. Qwen3.5 Plus 2026-04-20 ni ya haraka zaidi: 4.39s vs 6.47s, na pass rates 46.0% vs 41.3%.

Muundo unaopendekezwaKAT-Coder-Air V2.5 (low)It has the strongest score in this comparison (6.0) 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 low Toleo: 2026-07-14	Qwen3.5 Plus 2026-04-20 Qwen3.5 Plus 2026-04-20 none Toleo: 2026-04-20

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 low Toleo: 2026-07-14	Qwen3.5 Plus 2026-04-20 Qwen3.5 Plus 2026-04-20 none Toleo: 2026-04-20
Alama	6.0	5.5
Nafasi	#124	#147
Uaminifu	9.7	10.0
Uthabiti	7.6	8.6
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	46.0%	41.3%
Majaribio yasiyo thabiti	6	4
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.427	0.595
Jumla ya gharama	$0.030	$0.032
Bei ya ingizo	$0.150 / 1M	$0.300 / 1M
Bei ya toleo	$0.600 / 1M	$1.800 / 1M
Jumla ya tokeni za ingizo	42,464	38,910
Tokeni za matokeo	4,227	11,145
Tokeni za hoja	34,864	0
Muda wa majibu (wastani)	6.47s	4.39s
Muda wa majibu (upeo)	25.49s	33.34s
Muda wa majibu (jumla)	135.80s	92.26s

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

#147 Qwen3.5 Plus 2026-04-20

none

Gharama: $0.008
Muda: 77.0s
Tokeni: 4,369 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 2026-04-20	4.8	10.0	25.0%	0		1.88s	696	557	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 2026-04-20	3.9	7.8	11.1%	1		1.69s	7,913	480	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 2026-04-20	2.8	1.6	33.3%	1		13.32s	11,350	2,275	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 2026-04-20	10.0	10.0	100.0%	0		2.82s	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 2026-04-20	5.3	10.0	33.3%	0		4.43s	789	18	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 2026-04-20	4.8	10.0	0.0%	0		1.41s	522	119	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 2026-04-20	6.2	5.8	66.7%	1		1.17s	711	68	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 2026-04-20	6.7	7.9	55.6%	1		1.97s	714	583	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 2026-04-20	10.0	10.0	100.0%	0		4.42s	8,211	297	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 2026-04-20	3.0	10.0	0.0%	0		33.34s	210	6,505	0

Ulinganisho wa haraka

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