AI BENCHY Compare

DeepSeek: DeepSeek V4 Flash vs Kwaipilot: KAT-Coder-Air V2.5

Muhtasari

DeepSeek V4 Flash inaongoza kwa average score: 5.5 vs 4.9. DeepSeek V4 Flash ina gharama ya chini ya benchmark: $0.007 vs $0.037. KAT-Coder-Air V2.5 ni ya haraka zaidi: 6.99s vs 26.75s, na pass rates 30.2% vs 38.1%.

Muundo unaopendekezwaDeepSeek V4 FlashIt has the best score here (5.5), while costing about 5.2x less than KAT-Coder-Air V2.5.

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

Kipimo	DeepSeek V4 Flash DeepSeek V4 Flash none Toleo: 2026-04-24	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 none Toleo: 2026-07-14

Kipimo	DeepSeek V4 Flash DeepSeek V4 Flash none Toleo: 2026-04-24	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 none Toleo: 2026-07-14
Alama	5.5	4.9
Nafasi	#142	#168
Uaminifu	10.0	10.0
Uthabiti	8.9	7.1
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	30.2%	38.1%
Majaribio yasiyo thabiti	3	7
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.203	0.724
Jumla ya gharama	$0.007	$0.037
Bei ya ingizo	$0.090 / 1M	$0.150 / 1M
Bei ya toleo	$0.180 / 1M	$0.600 / 1M
Jumla ya tokeni za ingizo	50,127	41,328
Tokeni za matokeo	13,710	49,933
Tokeni za hoja	0	0
Muda wa majibu (wastani)	26.75s	6.99s
Muda wa majibu (upeo)	111.96s	24.94s
Muda wa majibu (jumla)	561.82s	146.78s

Onyesho la kizazi

Hamster playing table tennis

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

#142 DeepSeek V4 Flash

none

Gharama: $0.004
Muda: 157.6s
Tokeni: 11,297 tok

#168 KAT-Coder-Air V2.5

none

Gharama: $0.002
Muda: 14.5s
Tokeni: 2,619 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
DeepSeek V4 Flash	3.0	10.0	0.0%	0		20.18s	540	174	0
KAT-Coder-Air V2.5	5.3	5.6	50.0%	2		2.68s	672	3,044	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
DeepSeek V4 Flash	4.2	7.4	11.1%	1		17.13s	7,279	9,717	0
KAT-Coder-Air V2.5	3.3	9.6	0.0%	0		14.31s	6,472	16,918	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
DeepSeek V4 Flash	4.5	2.1	66.7%	1		111.96s	24,398	2,664	0
KAT-Coder-Air V2.5	4.7	1.6	66.7%	1		24.94s	15,131	6,788	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
DeepSeek V4 Flash	10.0	10.0	100.0%	0		23.79s	7,290	195	0
KAT-Coder-Air V2.5	6.3	5.8	66.7%	1		2.66s	7,776	1,268	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
DeepSeek V4 Flash	5.3	10.0	33.3%	0		19.73s	666	18	0
KAT-Coder-Air V2.5	2.9	7.2	11.1%	1		6.24s	771	7,818	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
DeepSeek V4 Flash	4.2	9.9	0.0%	0		23.74s	471	67	0
KAT-Coder-Air V2.5	5.0	10.0	0.0%	0		12.02s	516	656	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
DeepSeek V4 Flash	6.5	10.0	50.0%	0		17.54s	627	321	0
KAT-Coder-Air V2.5	9.9	10.0	100.0%	0		1.75s	699	858	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
DeepSeek V4 Flash	3.1	7.3	11.1%	1		23.72s	594	207	0
KAT-Coder-Air V2.5	2.9	4.4	22.2%	2		1.84s	696	1,255	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
DeepSeek V4 Flash	10.0	10.0	100.0%	0		77.93s	8,079	327	0
KAT-Coder-Air V2.5	10.0	10.0	100.0%	0		5.13s	8,391	1,560	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
DeepSeek V4 Flash	3.0	10.0	0.0%	0		3.07s	183	20	0
KAT-Coder-Air V2.5	3.0	10.0	0.0%	0		17.96s	204	9,768	0

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

CobuddymediumvsKAT-Coder-Air V2.5none KAT-Coder-Air V2.5nonevsMiniMax M2.5medium KAT-Coder-Air V2.5nonevsMistral Small 4medium KAT-Coder-Air V2.5nonevsQwen3 Coder Nextmedium KAT-Coder-Air V2.5nonevsMiniMax M2.7medium North Mini CodemediumInapatikana burevsDeepSeek V4 Flashnone DeepSeek V4 FlashnonevsMiniMax M2.7medium DeepSeek V4 FlashnonevsKAT-Coder-Air V2.5low DeepSeek V4 FlashnonevsMistral Small 4medium DeepSeek V4 FlashnonevsGemini 3.1 Flash Liteminimal DeepSeek V4 FlashnonevsKAT-Coder-Air V2.5medium KAT-Coder-Air V2.5nonevsGLM 4.7 Flashmedium