AI BENCHY Compare

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

Muhtasari

KAT-Coder-Air V2.5 (medium) inaongoza kwa average score: 6.2 vs 5.5. DeepSeek V4 Flash ina gharama ya chini ya benchmark: $0.007 vs $0.045. KAT-Coder-Air V2.5 (medium) ni ya haraka zaidi: 8.28s vs 26.75s, na pass rates 30.2% vs 47.6%.

Muundo unaopendekezwaKAT-Coder-Air V2.5 (medium)It has the best score here (6.2), while responding about 3.2x faster than DeepSeek V4 Flash.

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 medium 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 medium Toleo: 2026-07-14
Alama	5.5	6.2
Nafasi	#142	#115
Uaminifu	10.0	9.7
Uthabiti	8.9	8.8
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	30.2%	47.6%
Majaribio yasiyo thabiti	3	3
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.203	0.562
Jumla ya gharama	$0.007	$0.045
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	42,750
Tokeni za matokeo	13,710	7,759
Tokeni za hoja	0	56,357
Muda wa majibu (wastani)	26.75s	8.28s
Muda wa majibu (upeo)	111.96s	48.19s
Muda wa majibu (jumla)	561.82s	173.80s

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

#115 KAT-Coder-Air V2.5

medium

Gharama: $0.003
Muda: 23.7s
Tokeni: 4,924 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	8.7	8.0	91.7%	1		3.79s	672	549	4,194

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	3.6	7.0	22.2%	1		23.37s	7,893	5,199	29,973

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	10.0	10.0	100.0%	0		27.68s	15,132	372	4,816

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	6.5	10.0	50.0%	0		3.65s	7,776	268	1,881

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	3.0	10.0	0.0%	0		4.87s	771	487	4,454

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		9.81s	516	189	557

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	10.0	10.0	100.0%	0		1.50s	699	93	730

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	3.6	7.2	22.2%	1		1.87s	696	265	1,184

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		4.77s	8,391	317	906

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		15.74s	204	20	7,662

Ulinganisho wa haraka

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