AI BENCHY Compare

Kwaipilot: KAT-Coder-Air V2.5 vs Qwen: Qwen3.5-27B

Muhtasari

KAT-Coder-Air V2.5 (low) inaongoza kwa average score: 6.0 vs 5.9. Qwen3.5-27B ina gharama ya chini ya benchmark: $0.015 vs $0.030. Qwen3.5-27B ni ya haraka zaidi: 1.68s vs 6.47s, na pass rates 46.0% vs 38.1%.

Muundo unaopendekezwaQwen3.5-27BIts score stays close to the best score here (5.9 vs 6.0), while costing about 2.1x 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	Qwen3.5-27B Qwen3.5-27B none Toleo: 2026-02-24

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 low Toleo: 2026-07-14	Qwen3.5-27B Qwen3.5-27B none Toleo: 2026-02-24
Alama	6.0	5.9
Nafasi	#124	#128
Uaminifu	9.7	10.0
Uthabiti	7.6	9.3
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	46.0%	38.1%
Majaribio yasiyo thabiti	6	2
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.427	0.249
Jumla ya gharama	$0.030	$0.015
Bei ya ingizo	$0.150 / 1M	$0.195 / 1M
Bei ya toleo	$0.600 / 1M	$1.560 / 1M
Jumla ya tokeni za ingizo	42,464	44,478
Tokeni za matokeo	4,227	3,592
Tokeni za hoja	34,864	0
Muda wa majibu (wastani)	6.47s	1.68s
Muda wa majibu (upeo)	25.49s	9.39s
Muda wa majibu (jumla)	135.80s	35.25s

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

#128 Qwen3.5-27B

none

Gharama: $0.007
Muda: 42.9s
Tokeni: 4,273 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
Qwen3.5-27B	4.8	10.0	25.0%	0		788ms	696	267	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
Qwen3.5-27B	5.8	10.0	33.3%	0		1.80s	7,913	415	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
Qwen3.5-27B	2.8	1.6	33.3%	1		9.39s	16,918	1,461	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
Qwen3.5-27B	10.0	10.0	100.0%	0		1.43s	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
Qwen3.5-27B	3.0	10.0	0.0%	0		540ms	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		10.11s	516	142	596
Qwen3.5-27B	5.0	10.0	0.0%	0		2.51s	522	126	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
Qwen3.5-27B	6.3	10.0	50.0%	0		1.03s	711	69	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
Qwen3.5-27B	6.7	7.9	55.6%	1		1.38s	714	683	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
Qwen3.5-27B	10.0	10.0	100.0%	0		3.54s	8,211	303	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
Qwen3.5-27B	3.0	10.0	0.0%	0		599ms	210	10	0

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho