AI BENCHY Compare

Kwaipilot: KAT-Coder-Air V2.5 vs MiniMax: MiniMax M2.5

Muhtasari

KAT-Coder-Air V2.5 inaongoza kwa average score: 4.9 vs 4.7. KAT-Coder-Air V2.5 ina gharama ya chini ya benchmark: $0.037 vs $0.303. KAT-Coder-Air V2.5 ni ya haraka zaidi: 6.99s vs 65.37s, na pass rates 38.1% vs 46.0%.

Muundo unaopendekezwaKAT-Coder-Air V2.5It has the best score here (4.9), while costing about 8.4x less than MiniMax M2.5 (medium).

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

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 none Toleo: 2026-07-14	MiniMax M2.5 MiniMax M2.5 medium Toleo: 2026-02-12

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 none Toleo: 2026-07-14	MiniMax M2.5 MiniMax M2.5 medium Toleo: 2026-02-12
Alama	4.9	4.7
Nafasi	#168	#174
Uaminifu	10.0	10.0
Uthabiti	7.1	6.5
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	38.1%	46.0%
Majaribio yasiyo thabiti	7	9
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.724	7.900
Jumla ya gharama	$0.037	$0.303
Bei ya ingizo	$0.150 / 1M	$0.150 / 1M
Bei ya toleo	$0.600 / 1M	$0.900 / 1M
Jumla ya tokeni za ingizo	41,328	43,706
Tokeni za matokeo	49,933	109,495
Tokeni za hoja	0	330,814
Muda wa majibu (wastani)	6.99s	65.37s
Muda wa majibu (upeo)	24.94s	251.36s
Muda wa majibu (jumla)	146.78s	849.76s

Onyesho la kizazi

Hamster playing table tennis

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

#168 KAT-Coder-Air V2.5

none

Gharama: $0.002
Muda: 14.5s
Tokeni: 2,619 tok

#174 MiniMax M2.5

medium

SVG batili

Gharama: $0.000
Muda: 300.0s
Tokeni: 0 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	5.3	5.6	50.0%	2		2.68s	672	3,044	0
MiniMax M2.5	7.9	6.3	83.3%	2		20.82s	612	286	45,344

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	3.3	9.6	0.0%	0		14.31s	6,472	16,918	0
MiniMax M2.5	3.4	9.1	0.0%	0		188.58s	6,076	357	106,177

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	4.7	1.6	66.7%	1		24.94s	15,131	6,788	0
MiniMax M2.5	4.5	2.1	66.7%	1		60.39s	21,104	740	9,713

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	6.3	5.8	66.7%	1		2.66s	7,776	1,268	0
MiniMax M2.5	4.6	1.7	66.7%	2		7.48s	6,584	266	3,835

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		6.24s	771	7,818	0
MiniMax M2.5	2.9	4.4	22.2%	2		237.27s	308	105,047	133,487

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		12.02s	516	656	0
MiniMax M2.5	3.8	2.5	33.3%	1		6.63s	492	25	1,686

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	9.9	10.0	100.0%	0		1.75s	699	858	0
MiniMax M2.5	7.5	10.0	50.0%	0		621ms	699	156	1,495

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	2.9	4.4	22.2%	2		1.84s	696	1,255	0
MiniMax M2.5	5.3	7.2	44.4%	1		11.21s	495	1,069	9,605

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		5.13s	8,391	1,560	0
MiniMax M2.5	10.0	10.0	100.0%	0		15.35s	7,123	269	937

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		17.96s	204	9,768	0
MiniMax M2.5	3.0	10.0	0.0%	0		80.79s	213	1,280	18,535

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

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