AI BENCHY Compare

Kwaipilot: KAT-Coder-Pro V2.5 vs Qwen: Qwen3.7 Max

Muhtasari

Qwen3.7 Max inaongoza kwa average score: 6.9 vs 6.8. Qwen3.7 Max ina gharama ya chini ya benchmark: $0.054 vs $0.220. Qwen3.7 Max ni ya haraka zaidi: 1.30s vs 10.81s, na pass rates 71.4% vs 66.7%.

Muundo unaopendekezwaQwen3.7 MaxIt has the best score here (6.9), while costing about 4.1x less than KAT-Coder-Pro V2.5.

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	Qwen3.7 Max Qwen3.7 Max none Toleo: 2026-05-22

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none Toleo: 2026-07-14	Qwen3.7 Max Qwen3.7 Max none Toleo: 2026-05-22
Alama	6.8	6.9
Nafasi	#89	#85
Uaminifu	10.0	10.0
Uthabiti	7.3	10.0
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	71.4%	66.7%
Majaribio yasiyo thabiti	7	0
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	1.992	0.744
Jumla ya gharama	$0.220	$0.054
Bei ya ingizo	$0.740 / 1M	$1.250 / 1M
Bei ya toleo	$2.960 / 1M	$3.750 / 1M
Jumla ya tokeni za ingizo	42,749	37,107
Tokeni za matokeo	63,338	1,994
Tokeni za hoja	0	0
Muda wa majibu (wastani)	10.81s	1.30s
Muda wa majibu (upeo)	53.57s	3.92s
Muda wa majibu (jumla)	227.02s	27.21s

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

#85 Qwen3.7 Max

none

Gharama: $0.046
Muda: 195.0s
Tokeni: 12,171 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
Qwen3.7 Max	6.5	10.0	50.0%	0		1.08s	696	242	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-Pro V2.5	6.1	4.7	66.7%	2		22.52s	7,893	22,440	0
Qwen3.7 Max	5.5	10.0	33.3%	0		1.35s	7,911	582	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-Pro V2.5	4.7	1.6	66.7%	1		30.76s	15,131	5,366	0
Qwen3.7 Max	3.0	10.0	0.0%	0		2.17s	9,549	171	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
Qwen3.7 Max	10.0	10.0	100.0%	0		1.35s	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-Pro V2.5	3.6	7.2	22.2%	1		21.64s	771	20,972	0
Qwen3.7 Max	7.7	10.0	66.7%	0		975ms	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-Pro V2.5	4.8	3.2	33.3%	1		5.16s	516	1,067	0
Qwen3.7 Max	10.0	10.0	100.0%	0		1.04s	522	120	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-Pro V2.5	9.8	10.0	100.0%	0		2.61s	699	1,084	0
Qwen3.7 Max	10.0	10.0	100.0%	0		943ms	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-Pro V2.5	8.2	7.2	88.9%	1		3.03s	696	1,929	0
Qwen3.7 Max	10.0	10.0	100.0%	0		1.13s	714	314	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-Pro V2.5	10.0	10.0	100.0%	0		5.93s	8,391	1,103	0
Qwen3.7 Max	10.0	10.0	100.0%	0		3.92s	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-Pro V2.5	3.0	10.0	0.0%	0		9.91s	204	3,018	0
Qwen3.7 Max	3.0	10.0	0.0%	0		856ms	210	13	0

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

Ring-2.6-1TmediumvsKAT-Coder-Pro V2.5none Gemini 3.5 FlashminimalvsKAT-Coder-Pro V2.5none Gemini 3.5 FlashminimalvsQwen3.7 Maxnone KAT-Coder-Pro V2.5nonevsQwen3.5-Flashmedium Ring-2.6-1TmediumvsQwen3.7 Maxnone KAT-Coder-Pro V2.5nonevsQwen3.6 35B A3Bmedium KAT-Coder-Pro V2.5nonevsMiMo-V2.5medium KAT-Coder-Pro V2.5nonevsgpt-oss-120bmediumInapatikana bure Qwen3.7 MaxnonevsMiMo-V2.5medium KAT-Coder-Pro V2.5nonevsGPT-5 Nanomedium Kimi K2.7 CodemediumvsQwen3.7 Maxnone gpt-oss-120bmediumInapatikana burevsQwen3.7 Maxnone