AI BENCHY Compare

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

Muhtasari

KAT-Coder-Air V2.5 (low) inaongoza kwa average score: 6.0 vs 5.5. DeepSeek V4 Flash ina gharama ya chini ya benchmark: $0.007 vs $0.030. KAT-Coder-Air V2.5 (low) ni ya haraka zaidi: 6.47s vs 26.75s, na pass rates 30.2% vs 46.0%.

Muundo unaopendekezwaKAT-Coder-Air V2.5 (low)It has the best score here (6.0), while responding about 4.1x 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 low 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 low Toleo: 2026-07-14
Alama	5.5	6.0
Nafasi	#142	#124
Uaminifu	10.0	9.7
Uthabiti	8.9	7.6
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	30.2%	46.0%
Majaribio yasiyo thabiti	3	6
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.203	0.427
Jumla ya gharama	$0.007	$0.030
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	42,464
Tokeni za matokeo	13,710	4,227
Tokeni za hoja	0	34,864
Muda wa majibu (wastani)	26.75s	6.47s
Muda wa majibu (upeo)	111.96s	25.49s
Muda wa majibu (jumla)	561.82s	135.80s

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

#124 KAT-Coder-Air V2.5

low

Gharama: $0.004
Muda: 29.9s
Tokeni: 6,008 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	7.3	5.8	83.3%	2		3.50s	672	422	1,548

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	3.5	7.3	11.1%	1		11.06s	7,893	2,001	13,623

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		25.49s	15,132	368	5,707

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		2.82s	7,776	261	1,069

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		4.99s	553	310	3,332

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		10.11s	516	142	596

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	9.8	10.0	100.0%	0		1.64s	699	89	640

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	3.1	4.6	22.2%	2		1.57s	696	294	796

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		4.47s	8,391	330	1,065

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		19.98s	136	10	6,488

Ulinganisho wa haraka

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