AI BENCHY Compare

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

Muhtasari

Qwen3.5-Flash inaongoza kwa average score: 6.1 vs 6.0. Qwen3.5-Flash ina gharama ya chini ya benchmark: $0.005 vs $0.030. Qwen3.5-Flash ni ya haraka zaidi: 3.58s vs 6.47s, na pass rates 46.0% vs 39.7%.

Muundo unaopendekezwaQwen3.5-FlashIt has the best score here (6.1), while costing about 7.2x less than KAT-Coder-Air V2.5 (low).

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

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 low Toleo: 2026-07-14	Qwen3.5-Flash Qwen3.5-Flash none Toleo: 2026-02-24

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 low Toleo: 2026-07-14	Qwen3.5-Flash Qwen3.5-Flash none Toleo: 2026-02-24
Alama	6.0	6.1
Nafasi	#124	#119
Uaminifu	9.7	10.0
Uthabiti	7.6	9.7
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	46.0%	39.7%
Majaribio yasiyo thabiti	6	1
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.427	0.075
Jumla ya gharama	$0.030	$0.005
Bei ya ingizo	$0.150 / 1M	$0.065 / 1M
Bei ya toleo	$0.600 / 1M	$0.260 / 1M
Jumla ya tokeni za ingizo	42,464	46,439
Tokeni za matokeo	4,227	4,276
Tokeni za hoja	34,864	0
Muda wa majibu (wastani)	6.47s	3.58s
Muda wa majibu (upeo)	25.49s	27.18s
Muda wa majibu (jumla)	135.80s	75.28s

Onyesho la kizazi

Hamster playing table tennis

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

#124 KAT-Coder-Air V2.5

low

Gharama: $0.004
Muda: 29.9s
Tokeni: 6,008 tok

#119 Qwen3.5-Flash

none

Gharama: $0.003
Muda: 47.4s
Tokeni: 7,799 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	7.3	5.8	83.3%	2		3.50s	672	422	1,548
Qwen3.5-Flash	3.5	8.3	8.3%	1		1.32s	696	690	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	3.5	7.3	11.1%	1		11.06s	7,893	2,001	13,623
Qwen3.5-Flash	5.5	10.0	33.3%	0		850ms	7,913	519	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	10.0	10.0	100.0%	0		25.49s	15,132	368	5,707
Qwen3.5-Flash	3.0	10.0	0.0%	0		6.22s	18,879	1,794	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	6.5	10.0	50.0%	0		2.82s	7,776	261	1,069
Qwen3.5-Flash	10.0	10.0	100.0%	0		1.57s	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-Air V2.5	2.9	7.2	11.1%	1		4.99s	553	310	3,332
Qwen3.5-Flash	7.7	10.0	66.7%	0		905ms	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-Air V2.5	5.0	10.0	0.0%	0		10.11s	516	142	596
Qwen3.5-Flash	10.0	10.0	100.0%	0		803ms	522	100	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	9.8	10.0	100.0%	0		1.64s	699	89	640
Qwen3.5-Flash	6.3	10.0	50.0%	0		8.81s	711	63	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	3.1	4.6	22.2%	2		1.57s	696	294	796
Qwen3.5-Flash	3.1	10.0	0.0%	0		10.89s	714	579	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		4.47s	8,391	330	1,065
Qwen3.5-Flash	10.0	10.0	100.0%	0		3.67s	8,211	264	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		19.98s	136	10	6,488
Qwen3.5-Flash	3.0	10.0	0.0%	0		588ms	210	9	0

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

KAT-Coder-Air V2.5lowvsGPT-5.6 Terranone KAT-Coder-Air V2.5lowvsQwen3.6 Max Previewnone KAT-Coder-Air V2.5lowvsGLM 5none KAT-Coder-Air V2.5lowvsQwen3.6 Flashnone Gemini 3.1 Flash LiteminimalvsQwen3.5-Flashnone KAT-Coder-Air V2.5lowvsQwen3.5-35B-A3Bnone KAT-Coder-Air V2.5mediumvsQwen3.5-Flashnone KAT-Coder-Air V2.5lowvsNemotron 3 Ultra 550b A55bnoneInapatikana bure KAT-Coder-Air V2.5lowvsQwen3.5-27Bnone Gemma 4 31BnoneInapatikana burevsKAT-Coder-Air V2.5low GPT-5.6 LunalowvsQwen3.5-Flashnone Gemini 3.1 Flash LitenonevsKAT-Coder-Air V2.5low