AI BENCHY Compare

Kwaipilot: KAT-Coder-Air V2.5 vs MiniMax: MiniMax M2.7

Muhtasari

MiniMax M2.7 (medium) inaongoza kwa average score: 5.2 vs 4.9. KAT-Coder-Air V2.5 ina gharama ya chini ya benchmark: $0.037 vs $0.100. KAT-Coder-Air V2.5 ni ya haraka zaidi: 6.99s vs 38.18s, na pass rates 38.1% vs 46.0%.

Muundo unaopendekezwaKAT-Coder-Air V2.5Its score stays close to the best score here (4.9 vs 5.2), while costing about 2.8x less than MiniMax M2.7 (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 M2.7 MiniMax M2.7 medium Toleo: 2026-03-18

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 none Toleo: 2026-07-14	MiniMax M2.7 MiniMax M2.7 medium Toleo: 2026-03-18
Alama	4.9	5.2
Nafasi	#168	#154
Uaminifu	10.0	10.0
Uthabiti	7.1	6.8
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	38.1%	46.0%
Majaribio yasiyo thabiti	7	8
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.724	2.494
Jumla ya gharama	$0.037	$0.100
Bei ya ingizo	$0.150 / 1M	$0.240 / 1M
Bei ya toleo	$0.600 / 1M	$0.960 / 1M
Jumla ya tokeni za ingizo	41,328	34,371
Tokeni za matokeo	49,933	8,981
Tokeni za hoja	0	89,812
Muda wa majibu (wastani)	6.99s	38.18s
Muda wa majibu (upeo)	24.94s	196.21s
Muda wa majibu (jumla)	146.78s	763.60s

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

#154 MiniMax M2.7

medium

Gharama: $0.022
Muda: 22.8s
Tokeni: 9,250 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 M2.7	7.9	6.3	83.3%	2		40.32s	654	3,010	17,716

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 M2.7	5.7	9.1	33.3%	0		101.89s	2,961	1,231	38,841

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 M2.7	4.7	1.6	66.7%	1		41.03s	14,233	369	4,480

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 M2.7	6.3	5.8	66.7%	1		21.95s	7,152	187	5,882

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 M2.7	3.0	10.0	0.0%	0		19.00s	245	8	2,796

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 M2.7	3.9	2.5	33.3%	1		38.70s	486	92	5,204

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 M2.7	3.8	5.8	33.3%	1		12.80s	687	350	2,600

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 M2.7	5.9	7.2	55.6%	1		24.87s	675	362	7,840

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 M2.7	4.7	1.6	66.7%	1		12.05s	7,067	304	1,001

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 M2.7	3.0	10.0	0.0%	0		22.77s	211	3,068	3,452

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

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