AI BENCHY Compare

Kwaipilot: KAT-Coder-Pro V2.5 vs Qwen: Qwen3.6 Plus

Muhtasari

KAT-Coder-Pro V2.5 (low) inaongoza kwa average score: 8.0 vs 7.8. KAT-Coder-Pro V2.5 (low) ina gharama ya chini ya benchmark: $0.220 vs $0.294. KAT-Coder-Pro V2.5 (low) ni ya haraka zaidi: 10.44s vs 30.70s, na pass rates 71.4% vs 69.8%.

Muundo unaopendekezwaKAT-Coder-Pro V2.5 (low)It has the best score here (8.0), while responding about 2.9x faster than Qwen3.6 Plus (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 low Toleo: 2026-07-14	Qwen3.6 Plus Qwen3.6 Plus medium Toleo: 2026-04-20

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low Toleo: 2026-07-14	Qwen3.6 Plus Qwen3.6 Plus medium Toleo: 2026-04-20
Alama	8.0	7.8
Nafasi	#35	#38
Uaminifu	9.9	10.0
Uthabiti	7.3	9.3
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	71.4%	69.8%
Majaribio yasiyo thabiti	7	2
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	1.991	0.831
Jumla ya gharama	$0.220	$0.294
Bei ya ingizo	$0.740 / 1M	$0.325 / 1M
Bei ya toleo	$2.960 / 1M	$1.950 / 1M
Jumla ya tokeni za ingizo	42,750	41,565
Tokeni za matokeo	2,167	1,853
Tokeni za hoja	61,133	141,973
Muda wa majibu (wastani)	10.44s	30.70s
Muda wa majibu (upeo)	51.34s	201.68s
Muda wa majibu (jumla)	219.17s	613.99s

Onyesho la kizazi

Hamster playing table tennis

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

#35 KAT-Coder-Pro V2.5

low

Gharama: $0.016
Muda: 47.6s
Tokeni: 5,182 tok

#38 Qwen3.6 Plus

medium

Gharama: $0.024
Muda: 219.0s
Tokeni: 12,235 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	6.9	5.8	75.0%	2		4.20s	672	277	4,228
Qwen3.6 Plus	10.0	10.0	100.0%	0		9.90s	672	207	7,557

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	7.8	10.0	66.7%	0		24.87s	7,893	402	24,945
Qwen3.6 Plus	6.1	7.8	44.4%	1		153.12s	7,098	58	50,586

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	10.0	10.0	100.0%	0		14.59s	15,132	394	3,391
Qwen3.6 Plus	10.0	10.0	100.0%	0		34.95s	14,934	452	13,073

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		4.19s	7,776	288	1,917
Qwen3.6 Plus	10.0	10.0	100.0%	0		14.95s	7,782	270	10,706

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	4.1	4.4	44.5%	2		17.52s	771	35	16,877
Qwen3.6 Plus	2.9	7.2	11.1%	1		29.59s	771	56	33,464

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	4.1	2.7	33.3%	1		2.32s	516	99	412
Qwen3.6 Plus	5.1	10.0	0.0%	0		27.05s	516	111	5,232

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	10.0	10.0	100.0%	0		2.53s	699	83	1,008
Qwen3.6 Plus	10.0	10.0	100.0%	0		7.54s	699	102	5,552

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	6.4	4.4	77.8%	2		3.11s	696	289	1,820
Qwen3.6 Plus	10.0	10.0	100.0%	0		6.34s	696	309	6,712

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		18.45s	8,391	282	834
Qwen3.6 Plus	10.0	10.0	100.0%	0		5.87s	8,193	267	1,330

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		17.06s	204	18	5,701
Qwen3.6 Plus	3.0	10.0	0.0%	0		47.51s	204	21	7,761

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

Qwen3.6 PlusmediumvsGrok 4.5low KAT-Coder-Pro V2.5lowvsQwen3.5 Plus 2026-02-15medium KAT-Coder-Pro V2.5lowvsGPT-5.4 Minimedium KAT-Coder-Pro V2.5lowvsGLM 5.2high KAT-Coder-Pro V2.5lowvsQwen3.5-27Bmedium Claude Opus 4.8lowvsQwen3.6 Plusmedium Claude Sonnet 5mediumvsKAT-Coder-Pro V2.5low GPT-5.6 TerralowvsQwen3.6 Plusmedium KAT-Coder-Pro V2.5lowvsGPT-5.6 Terramedium Claude Sonnet 4.6mediumvsKAT-Coder-Pro V2.5low Qwen3.6 PlusmediumvsStep 3.7 Flashlow GPT-5.6 LunahighvsQwen3.6 Plusmedium