AI BENCHY Compare

Kwaipilot: KAT-Coder-Pro V2.5 vs Qwen: Qwen3.6 35B A3B

Muhtasari

KAT-Coder-Pro V2.5 inaongoza kwa average score: 6.8 vs 6.7. Qwen3.6 35B A3B (medium) ina gharama ya chini ya benchmark: $0.146 vs $0.220. KAT-Coder-Pro V2.5 ni ya haraka zaidi: 10.81s vs 18.08s, na pass rates 71.4% vs 63.5%.

Muundo unaopendekezwaKAT-Coder-Pro V2.5It has the best score here (6.8), while responding about 1.7x faster than Qwen3.6 35B A3B (medium).

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

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none Toleo: 2026-07-14	Qwen3.6 35B A3B Qwen3.6 35B A3B medium Toleo: 2026-04-20

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none Toleo: 2026-07-14	Qwen3.6 35B A3B Qwen3.6 35B A3B medium Toleo: 2026-04-20
Alama	6.8	6.7
Nafasi	#89	#93
Uaminifu	10.0	10.0
Uthabiti	7.3	9.6
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	71.4%	63.5%
Majaribio yasiyo thabiti	7	1
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	1.992	1.094
Jumla ya gharama	$0.220	$0.146
Bei ya ingizo	$0.740 / 1M	$0.140 / 1M
Bei ya toleo	$2.960 / 1M	$1.000 / 1M
Jumla ya tokeni za ingizo	42,749	16,385
Tokeni za matokeo	63,338	19,632
Tokeni za hoja	0	130,219
Muda wa majibu (wastani)	10.81s	18.08s
Muda wa majibu (upeo)	53.57s	86.11s
Muda wa majibu (jumla)	227.02s	343.61s

Onyesho la kizazi

Hamster playing table tennis

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

#89 KAT-Coder-Pro V2.5

none

Gharama: $0.010
Muda: 29.0s
Tokeni: 3,439 tok

#93 Qwen3.6 35B A3B

medium

SVG batili

Gharama: $0.000
Muda: 300.0s
Tokeni: 0 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-Pro V2.5	8.7	7.9	91.7%	1		4.58s	672	3,998	0
Qwen3.6 35B A3B	10.0	10.0	100.0%	0		6.02s	672	1,154	12,385

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-Pro V2.5	6.1	4.7	66.7%	2		22.52s	7,893	22,440	0
Qwen3.6 35B A3B	7.7	10.0	66.7%	0		50.55s	5,051	7,929	37,223

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-Pro V2.5	4.7	1.6	66.7%	1		30.76s	15,131	5,366	0
Qwen3.6 35B A3B	3.0	10.0	0.0%	0		0ms	0	0	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-Pro V2.5	10.0	10.0	100.0%	0		5.07s	7,776	2,361	0
Qwen3.6 35B A3B	10.0	10.0	100.0%	0		12.99s	7,776	2,591	9,968

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-Pro V2.5	3.6	7.2	22.2%	1		21.64s	771	20,972	0
Qwen3.6 35B A3B	5.3	7.2	44.4%	1		22.50s	771	6,193	39,116

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-Pro V2.5	4.8	3.2	33.3%	1		5.16s	516	1,067	0
Qwen3.6 35B A3B	4.4	9.9	0.0%	0		8.66s	516	129	4,569

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-Pro V2.5	9.8	10.0	100.0%	0		2.61s	699	1,084	0
Qwen3.6 35B A3B	10.0	10.0	100.0%	0		7.50s	699	219	7,404

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-Pro V2.5	8.2	7.2	88.9%	1		3.03s	696	1,929	0
Qwen3.6 35B A3B	8.0	10.0	66.7%	0		5.95s	696	655	9,228

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-Pro V2.5	10.0	10.0	100.0%	0		5.93s	8,391	1,103	0
Qwen3.6 35B A3B	3.0	10.0	0.0%	0		0ms	0	0	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-Pro V2.5	3.0	10.0	0.0%	0		9.91s	204	3,018	0
Qwen3.6 35B A3B	3.0	10.0	0.0%	0		32.90s	204	762	10,326

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

Ring-2.6-1TmediumvsKAT-Coder-Pro V2.5none Gemini 3.5 FlashminimalvsKAT-Coder-Pro V2.5none KAT-Coder-Pro V2.5nonevsQwen3.5-Flashmedium KAT-Coder-Pro V2.5nonevsMiMo-V2.5medium Gemini 3.5 FlashminimalvsQwen3.6 35B A3Bmedium KAT-Coder-Pro V2.5nonevsgpt-oss-120bmediumInapatikana bure KAT-Coder-Pro V2.5nonevsGPT-5 Nanomedium Gemini 3 Flash PreviewnonevsQwen3.6 35B A3Bmedium KAT-Coder-Pro V2.5nonevsStep 3.5 Flashmedium KAT-Coder-Pro V2.5nonevsKimi K2.7 Codemedium KAT-Coder-Pro V2.5nonevsQwen3.6 27Bmedium Gemini 3.1 Flash Lite PreviewlowvsQwen3.6 35B A3Bmedium