AI BENCHY Compare

Kwaipilot: KAT-Coder-Pro V2.5 vs MiniMax: MiniMax M3

Muhtasari

KAT-Coder-Pro V2.5 (low) inaongoza kwa average score: 8.0 vs 7.6. MiniMax M3 (medium) ina gharama ya chini ya benchmark: $0.131 vs $0.220. KAT-Coder-Pro V2.5 (low) ni ya haraka zaidi: 10.44s vs 68.17s, na pass rates 71.4% vs 65.1%.

Muundo unaopendekezwaKAT-Coder-Pro V2.5 (low)It has the best score here (8.0), while responding about 6.5x faster than MiniMax M3 (medium).

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

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low Toleo: 2026-07-14	MiniMax M3 MiniMax M3 medium Toleo: 2026-06-01

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low Toleo: 2026-07-14	MiniMax M3 MiniMax M3 medium Toleo: 2026-06-01
Alama	8.0	7.6
Nafasi	#35	#54
Uaminifu	9.9	9.6
Uthabiti	7.3	7.9
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	71.4%	65.1%
Majaribio yasiyo thabiti	7	5
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	1.991	1.187
Jumla ya gharama	$0.220	$0.131
Bei ya ingizo	$0.740 / 1M	$0.300 / 1M
Bei ya toleo	$2.960 / 1M	$1.200 / 1M
Jumla ya tokeni za ingizo	42,750	46,546
Tokeni za matokeo	2,167	49,036
Tokeni za hoja	61,133	92,543
Muda wa majibu (wastani)	10.44s	68.17s
Muda wa majibu (upeo)	51.34s	431.03s
Muda wa majibu (jumla)	219.17s	1363.38s

Onyesho la kizazi

Hamster playing table tennis

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

#35 KAT-Coder-Pro V2.5

low

Gharama: $0.016
Muda: 47.6s
Tokeni: 5,182 tok

#54 MiniMax M3

medium

Gharama: $0.012
Muda: 154.4s
Tokeni: 10,018 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-Pro V2.5	6.9	5.8	75.0%	2		4.20s	672	277	4,228
MiniMax M3	5.5	3.7	66.7%	3		14.95s	2,526	874	3,414

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-Pro V2.5	7.8	10.0	66.7%	0		24.87s	7,893	402	24,945
MiniMax M3	6.1	6.5	55.6%	1		144.74s	5,804	6,223	32,667

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-Pro V2.5	10.0	10.0	100.0%	0		14.59s	15,132	394	3,391
MiniMax M3	10.0	10.0	100.0%	0		65.30s	14,760	1,306	6,253

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-Pro V2.5	10.0	10.0	100.0%	0		4.19s	7,776	288	1,917
MiniMax M3	10.0	10.0	100.0%	0		14.92s	8,088	514	3,164

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-Pro V2.5	4.1	4.4	44.5%	2		17.52s	771	35	16,877
MiniMax M3	5.5	9.3	33.3%	0		233.13s	869	16,254	19,070

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-Pro V2.5	4.1	2.7	33.3%	1		2.32s	516	99	412
MiniMax M3	5.1	3.4	33.3%	1		33.25s	954	2,487	2,523

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-Pro V2.5	10.0	10.0	100.0%	0		2.53s	699	83	1,008
MiniMax M3	9.8	10.0	100.0%	0		6.14s	1,623	103	920

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-Pro V2.5	6.4	4.4	77.8%	2		3.11s	696	289	1,820
MiniMax M3	7.9	9.9	66.7%	0		49.91s	2,079	11,946	13,761

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-Pro V2.5	10.0	10.0	100.0%	0		18.45s	8,391	282	834
MiniMax M3	10.0	10.0	100.0%	0		11.91s	9,168	281	555

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-Pro V2.5	3.0	10.0	0.0%	0		17.06s	204	18	5,701
MiniMax M3	3.0	10.0	0.0%	0		100.80s	675	9,048	10,216

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

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