Muse Ember (minimal) vs GPT-5.4 (medium)

Modeli zilizolinganishwa

Nafasi: #67
Jumla ya tokeni za matokeo: 40,577
Muda wa majibu (wastani): 5.30s
Jumla ya gharama: $0.047

Nafasi: #72
Jumla ya tokeni za matokeo: 96,502
Muda wa majibu (wastani): 24.81s
Jumla ya gharama: $2.213

Muundo unaopendekezwa Muse Ember (minimal)

It has the best score here (8.9), while costing about 47.2x less than GPT-5.4 (medium).

Ulinganisho wa kina

Kipimo	Muse Ember Muse Ember minimal Toleo: 2026-11-09	GPT-5.4 GPT-5.4 medium Toleo: 2026-03-05

Kipimo	Muse Ember Muse Ember minimal Toleo: 2026-11-09	GPT-5.4 GPT-5.4 medium Toleo: 2026-03-05
Alama	8.9	8.8
Nafasi	#67	#72
Uaminifu	9.7	10.0
Uthabiti	9.6	8.7
Majaribio	69/69	69/69
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	76.8%	78.3%
Majaribio yasiyo thabiti	1	4
Jumla ya uendeshaji	69	69
Gharama kwa matokeo	0.276	12.535
Jumla ya gharama	$0.047	$2.213
Bei ya ingizo	$0.100 / 1M	$2.500 / 1M
Bei ya toleo	$0.500 / 1M	$15.000 / 1M
Bei ya kusoma akiba	$0.004 / 1M	$0.250 / 1M
Bei ya kuandika akiba	$0.125 / 1M	Haipo
Jumla ya tokeni za ingizo	265,844	223,210
Tokeni za matokeo	10,584	7,312
Tokeni za hoja	29,993	89,190
Muda wa majibu (wastani)	5.30s	24.81s
Muda wa majibu (upeo)	48.15s	100.41s
Muda wa majibu (jumla)	121.82s	570.60s
Vigezo	~150B jumla (~10B vinavyotumika)	~1.5T jumla (~100B vinavyotumika)
Upatikanaji	Imefungwa	Imefungwa

Bei za akiba zinahusu tokeni za ingizo. Kusoma hutumia tena maelekezo yaliyohifadhiwa; kuandika huyahifadhi na kunaweza kuongeza gharama. Tokeni za matokeo hutumia bei ya matokeo.

Onyesho la kizazi cha modeli

Hamster playing table tennis

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

#67 Muse Ember

minimal

Gharama: $0.002
Muda: 4.5s
Tokeni: 2,690 tok

#72 GPT-5.4

medium

Gharama: $0.214
Muda: 199.6s
Tokeni: 14,349 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:

Kazi za mawakala	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
Muse Ember	10.0	10.0	100.0%	0		48.15s	147,537	2,489	1,109
GPT-5.4	10.0	10.0	100.0%	0		67.82s	142,074	1,157	4,879

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
Muse Ember	10.0	10.0	100.0%	0		2.03s	798	330	1,076
GPT-5.4	8.3	10.0	75.0%	0		4.11s	606	240	1,511

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
Muse Ember	10.0	10.0	100.0%	0		2.66s	7,410	577	6,099
GPT-5.4	8.8	7.8	88.9%	1		44.36s	7,305	433	24,216

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
Muse Ember	7.3	5.8	83.3%	1		9.58s	89,458	5,369	4,624
GPT-5.4	10.0	10.0	100.0%	0		29.77s	58,038	4,214	13,351

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
Muse Ember	10.0	10.0	100.0%	0		1.57s	7,215	234	570
GPT-5.4	10.0	10.0	100.0%	0		5.32s	7,140	234	804

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
Muse Ember	5.3	10.0	33.3%	0		3.96s	873	344	7,621
GPT-5.4	5.3	7.2	44.4%	1		72.44s	628	61	36,544

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
Muse Ember	10.0	10.0	100.0%	0		1.65s	522	109	567
GPT-5.4	4.7	3.1	33.3%	1		4.92s	477	145	321

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
Muse Ember	9.8	10.0	100.0%	0		2.10s	759	111	824
GPT-5.4	10.0	10.0	100.0%	0		3.11s	660	93	897

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
Muse Ember	5.3	10.0	33.3%	0		3.33s	786	412	5,631
GPT-5.4	8.2	7.2	88.9%	1		9.14s	642	441	3,815

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
Muse Ember	10.0	10.0	100.0%	0		4.67s	10,258	539	175
GPT-5.4	10.0	10.0	100.0%	0		13.28s	5,445	264	1,031

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
Muse Ember	3.0	10.0	0.0%	0		2.88s	228	70	1,697
GPT-5.4	3.0	10.0	0.0%	0		13.95s	195	30	1,821

Badilisha jozi ya ulinganisho

Claude Fable 5mediumvsMuse Emberminimal Muse EmberminimalvsPareto 26.9default GPT-5.4mediumvsQwen3.8 MAXlow Kimi K3.1 ProlowvsGPT-5.4medium Muse EmberxhighvsGPT-5.4medium DeepSeek V4.1 FlashhighvsGPT-5.4medium Muse EmberminimalvsKimi K3.1 Prolow Kimi K3.1 PromaxvsGPT-5.4medium Muse EmberminimalvsQwen3.8 MAXlow Muse Spark 1.2lowvsGPT-5.4medium GPT-5.4mediumvsPareto 26.9default Muse EmberminimalvsGLM 5.3 Flashmax