AI BENCHY Compare

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

Muhtasari

average score iko karibu sawa: 6.8 vs 6.8. Qwen3.5-Flash (medium) ina gharama ya chini ya benchmark: $0.080 vs $0.220. KAT-Coder-Pro V2.5 ni ya haraka zaidi: 10.81s vs 63.29s, na pass rates 71.4% vs 71.4%.

Muundo unaopendekezwaKAT-Coder-Pro V2.5It has the best score here (6.8), while responding about 5.9x faster than Qwen3.5-Flash (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	Qwen3.5-Flash Qwen3.5-Flash medium Toleo: 2026-02-24

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none Toleo: 2026-07-14	Qwen3.5-Flash Qwen3.5-Flash medium Toleo: 2026-02-24
Alama	6.8	6.8
Nafasi	#89	#87
Uaminifu	10.0	10.0
Uthabiti	7.3	8.1
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	71.4%	71.4%
Majaribio yasiyo thabiti	7	5
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	1.992	0.871
Jumla ya gharama	$0.220	$0.080
Bei ya ingizo	$0.740 / 1M	$0.065 / 1M
Bei ya toleo	$2.960 / 1M	$0.260 / 1M
Jumla ya tokeni za ingizo	42,749	38,926
Tokeni za matokeo	63,338	2,088
Tokeni za hoja	0	294,598
Muda wa majibu (wastani)	10.81s	63.29s
Muda wa majibu (upeo)	53.57s	234.29s
Muda wa majibu (jumla)	227.02s	1265.85s

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

#87 Qwen3.5-Flash

medium

Gharama: $0.002
Muda: 25.8s
Tokeni: 4,294 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
Qwen3.5-Flash	10.0	10.0	100.0%	0		59.11s	672	383	32,992

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
Qwen3.5-Flash	3.7	7.2	22.2%	1		58.87s	6,685	302	90,081

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
Qwen3.5-Flash	10.0	10.0	100.0%	0		17.78s	14,934	483	8,270

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
Qwen3.5-Flash	7.3	5.9	83.3%	1		56.99s	6,061	235	16,237

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
Qwen3.5-Flash	5.3	7.2	44.4%	1		146.50s	581	58	43,615

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
Qwen3.5-Flash	6.1	3.1	66.7%	1		40.05s	516	99	38,486

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
Qwen3.5-Flash	10.0	10.0	100.0%	0		63.49s	699	98	14,139

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
Qwen3.5-Flash	8.2	7.2	88.9%	1		27.61s	381	89	12,457

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
Qwen3.5-Flash	10.0	10.0	100.0%	0		10.33s	8,193	309	1,284

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
Qwen3.5-Flash	3.0	10.0	0.0%	0		48.98s	204	32	37,037

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

Ring-2.6-1TmediumvsKAT-Coder-Pro V2.5none Gemini 3.5 FlashminimalvsQwen3.5-Flashmedium Gemini 3.5 FlashminimalvsKAT-Coder-Pro V2.5none KAT-Coder-Pro V2.5nonevsQwen3.6 35B A3Bmedium Gemini 3 Flash PreviewnonevsQwen3.5-Flashmedium KAT-Coder-Pro V2.5nonevsMiMo-V2.5medium KAT-Coder-Pro V2.5nonevsgpt-oss-120bmediumInapatikana bure KAT-Coder-Pro V2.5nonevsGPT-5 Nanomedium Gemini 3.5 FlashnonevsQwen3.5-Flashmedium KAT-Coder-Pro V2.5nonevsStep 3.5 Flashmedium KAT-Coder-Pro V2.5nonevsKimi K2.7 Codemedium KAT-Coder-Pro V2.5nonevsQwen3.6 27Bmedium