AI BENCHY Compare

Kwaipilot: KAT-Coder-Air V2.5 vs Qwen: Qwen3.6 27B

Muhtasari

Qwen3.6 27B inaongoza kwa average score: 5.5 vs 4.9. Qwen3.6 27B ina gharama ya chini ya benchmark: $0.025 vs $0.037. Qwen3.6 27B ni ya haraka zaidi: 3.72s vs 6.99s, na pass rates 38.1% vs 47.6%.

Muundo unaopendekezwaQwen3.6 27BIt has the best score here (5.5), while responding about 1.9x faster than KAT-Coder-Air V2.5.

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

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 none Toleo: 2026-07-14	Qwen3.6 27B Qwen3.6 27B none Toleo: 2026-04-20

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 none Toleo: 2026-07-14	Qwen3.6 27B Qwen3.6 27B none Toleo: 2026-04-20
Alama	4.9	5.5
Nafasi	#168	#145
Uaminifu	10.0	10.0
Uthabiti	7.1	7.6
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	38.1%	47.6%
Majaribio yasiyo thabiti	7	6
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.724	0.467
Jumla ya gharama	$0.037	$0.025
Bei ya ingizo	$0.150 / 1M	$0.290 / 1M
Bei ya toleo	$0.600 / 1M	$2.400 / 1M
Jumla ya tokeni za ingizo	41,328	52,721
Tokeni za matokeo	49,933	3,812
Tokeni za hoja	0	0
Muda wa majibu (wastani)	6.99s	3.72s
Muda wa majibu (upeo)	24.94s	11.82s
Muda wa majibu (jumla)	146.78s	78.08s

Onyesho la kizazi

Hamster playing table tennis

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

#168 KAT-Coder-Air V2.5

none

Gharama: $0.002
Muda: 14.5s
Tokeni: 2,619 tok

#145 Qwen3.6 27B

none

Gharama: $0.009
Muda: 83.0s
Tokeni: 4,549 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	5.3	5.6	50.0%	2		2.68s	672	3,044	0
Qwen3.6 27B	3.8	3.7	41.7%	3		2.83s	696	490	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	3.3	9.6	0.0%	0		14.31s	6,472	16,918	0
Qwen3.6 27B	5.5	10.0	33.3%	0		4.16s	7,913	539	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	4.7	1.6	66.7%	1		24.94s	15,131	6,788	0
Qwen3.6 27B	3.0	10.0	0.0%	0		9.95s	22,497	1,401	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	6.3	5.8	66.7%	1		2.66s	7,776	1,268	0
Qwen3.6 27B	7.3	5.8	83.3%	1		2.06s	7,788	248	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		6.24s	771	7,818	0
Qwen3.6 27B	7.7	10.0	66.7%	0		3.03s	789	24	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		12.02s	516	656	0
Qwen3.6 27B	5.2	9.9	0.0%	0		1.07s	522	72	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	9.9	10.0	100.0%	0		1.75s	699	858	0
Qwen3.6 27B	6.2	5.8	66.7%	1		1.92s	711	49	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	2.9	4.4	22.2%	2		1.84s	696	1,255	0
Qwen3.6 27B	5.3	7.2	44.4%	1		5.15s	714	639	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		5.13s	8,391	1,560	0
Qwen3.6 27B	9.5	10.0	100.0%	0		6.74s	10,881	339	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		17.96s	204	9,768	0
Qwen3.6 27B	3.0	10.0	0.0%	0		4.03s	210	11	0

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

CobuddymediumvsKAT-Coder-Air V2.5none KAT-Coder-Air V2.5nonevsMiniMax M2.5medium KAT-Coder-Air V2.5nonevsMistral Small 4medium KAT-Coder-Air V2.5nonevsQwen3 Coder Nextmedium KAT-Coder-Air V2.5nonevsMiniMax M2.7medium MiniMax M2.7mediumvsQwen3.6 27Bnone North Mini CodemediumInapatikana burevsQwen3.6 27Bnone Mistral Small 4mediumvsQwen3.6 27Bnone KAT-Coder-Air V2.5lowvsQwen3.6 27Bnone CobuddymediumvsQwen3.6 27Bnone KAT-Coder-Air V2.5nonevsGLM 4.7 Flashmedium Gemini 3.1 Flash LiteminimalvsQwen3.6 27Bnone