AI BENCHY Compare

Kwaipilot: KAT-Coder-Pro V2.5 vs Nemotron 3 Ultra 550b A55b

Muhtasari

Nemotron 3 Ultra 550b A55b (medium) inaongoza kwa average score: 8.1 vs 8.0. Nemotron 3 Ultra 550b A55b (medium) ina gharama ya chini ya benchmark: $0.158 vs $0.220. KAT-Coder-Pro V2.5 (low) ni ya haraka zaidi: 10.44s vs 15.05s, na pass rates 71.4% vs 69.8%.

Muundo unaopendekezwaNemotron 3 Ultra 550b A55b (medium)It has the strongest score in this comparison (8.1) and the best overall balance of cost and response time across all 2 models.

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	Nemotron 3 Ultra 550b A55b Nemotron 3 Ultra 550b A55b medium Toleo: 2026-06-04 Inapatikana bure

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low Toleo: 2026-07-14	Nemotron 3 Ultra 550b A55b Nemotron 3 Ultra 550b A55b medium Toleo: 2026-06-04 Inapatikana bure
Alama	8.0	8.1
Nafasi	#35	#31
Uaminifu	9.9	9.7
Uthabiti	7.3	8.8
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	71.4%	69.8%
Majaribio yasiyo thabiti	7	3
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	1.991	0.000
Jumla ya gharama	$0.220	$0.158
Bei ya ingizo	$0.740 / 1M	$0.500 / 1M
Bei ya toleo	$2.960 / 1M	$2.200 / 1M
Jumla ya tokeni za ingizo	42,750	46,813
Tokeni za matokeo	2,167	18,002
Tokeni za hoja	61,133	53,091
Muda wa majibu (wastani)	10.44s	15.05s
Muda wa majibu (upeo)	51.34s	43.93s
Muda wa majibu (jumla)	219.17s	316.09s

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

#31 Nemotron 3 Ultra 550b A55b

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-Pro V2.5	6.9	5.8	75.0%	2		4.20s	672	277	4,228
Nemotron 3 Ultra 550b A55b	10.0	10.0	100.0%	0		8.62s	780	835	1,485

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
Nemotron 3 Ultra 550b A55b	8.4	7.4	88.9%	1		26.53s	7,686	2,854	17,725

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
Nemotron 3 Ultra 550b A55b	9.8	10.0	100.0%	0		43.93s	17,574	1,040	3,590

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
Nemotron 3 Ultra 550b A55b	10.0	10.0	100.0%	0		5.68s	7,989	473	1,285

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
Nemotron 3 Ultra 550b A55b	3.5	4.4	33.3%	2		24.90s	858	11,169	16,249

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
Nemotron 3 Ultra 550b A55b	3.7	9.5	0.0%	0		2.52s	360	70	235

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
Nemotron 3 Ultra 550b A55b	9.8	10.0	100.0%	0		6.35s	765	182	1,243

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
Nemotron 3 Ultra 550b A55b	5.5	9.9	33.3%	0		3.54s	792	771	2,055

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
Nemotron 3 Ultra 550b A55b	10.0	10.0	100.0%	0		7.72s	9,781	304	984

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
Nemotron 3 Ultra 550b A55b	3.0	10.0	0.0%	0		38.47s	228	304	8,240

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

KAT-Coder-Pro V2.5lowvsQwen3.5 Plus 2026-02-15medium KAT-Coder-Pro V2.5lowvsGPT-5.4 Minimedium Nemotron 3 Ultra 550b A55bmediumInapatikana burevsGPT-5.6 Terrahigh KAT-Coder-Pro V2.5lowvsGLM 5.2high KAT-Coder-Pro V2.5lowvsQwen3.5-27Bmedium Nemotron 3 Ultra 550b A55bmediumInapatikana burevsGLM 5.2high Claude Sonnet 5mediumvsKAT-Coder-Pro V2.5low KAT-Coder-Pro V2.5lowvsQwen3.6 Plusmedium KAT-Coder-Pro V2.5lowvsGPT-5.6 Terramedium DeepSeek V4 FlashhighvsNemotron 3 Ultra 550b A55bmediumInapatikana bure Claude Sonnet 4.6mediumvsKAT-Coder-Pro V2.5low Gemini 3.1 Flash Lite PreviewmediumvsKAT-Coder-Pro V2.5low