Modeli zilizolinganishwa

Ulinganisho wa benchmark Ember-1 (low) vs Gemini 3 Flash Preview (medium) vs Qwen3.8 Max (0902) (low): Gemini 3 Flash Preview (medium) inaongoza kwenye Alama kwa 9.5. Gemini 3 Flash Preview (medium) inaongoza kwenye Uaminifu kwa 10.0. Ember-1 (low) ina Jumla ya gharama ya chini zaidi kwa $0.662. Gemini 3 Flash Preview (medium) ndiyo ya haraka zaidi kwa 19.86s.

Benchmark zimetengenezwa kutoka seti za majaribio za AI BENCHY tarehe: 2026-09-28

Modeli zilizolinganishwa

Nafasi: #120
Jumla ya tokeni za matokeo: 37,467
Muda wa majibu (wastani): 30.98s
Jumla ya gharama: $0.662

Nafasi: #11
Jumla ya tokeni za matokeo: 239,608
Muda wa majibu (wastani): 19.86s
Jumla ya gharama: $0.763

Nafasi: #27
Jumla ya tokeni za matokeo: 75,865
Muda wa majibu (wastani): 24.21s
Jumla ya gharama: $0.664

Muundo unaopendekezwa Gemini 3 Flash Preview (medium)

It has the strongest score in this comparison (9.5) and the best overall balance of cost and response time across all 3 models.

Ulinganisho wa kina

Kipimo	Ember-1 Ember-1 low Toleo: 2026-09-28	Gemini 3 Flash Preview Gemini 3 Flash Preview medium Toleo: 2025-12-17	Qwen3.8 Max (0902) Qwen3.8 Max (0902) low Toleo: 2026-09-07

Kipimo	Ember-1 Ember-1 low Toleo: 2026-09-28	Gemini 3 Flash Preview Gemini 3 Flash Preview medium Toleo: 2025-12-17	Qwen3.8 Max (0902) Qwen3.8 Max (0902) low Toleo: 2026-09-07
Alama	7.5	9.5	9.1
Nafasi	#120	#11	#27
Uaminifu	8.1	10.0	10.0
Uthabiti	8.5	9.7	9.3
Majaribio	66/66	66/66	66/66
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	66.7%	93.9%	86.4%
Majaribio yasiyo thabiti	4	1	2
Jumla ya uendeshaji	66	66	66
Gharama kwa matokeo	5.085	3.814	3.684
Jumla ya gharama	$0.662	$0.763	$0.664
Bei ya ingizo	$3.000 / 1M	$0.500 / 1M	$2.000 / 1M
Bei ya toleo	$15.000 / 1M	$3.000 / 1M	$6.000 / 1M
Jumla ya tokeni za ingizo	33,011	87,870	103,954
Tokeni za matokeo	4,780	5,486	6,322
Tokeni za hoja	32,687	234,122	69,543
Muda wa majibu (wastani)	30.98s	19.86s	24.21s
Muda wa majibu (upeo)	93.10s	117.26s	207.79s
Muda wa majibu (jumla)	681.50s	436.88s	532.62s
Vigezo	~2.8T jumla (~104B vinavyotumika)	~500B jumla (~20B vinavyotumika)	2.4T jumla (~100B vinavyotumika)
Upatikanaji	Imefungwa	Imefungwa	Imefungwa

Onyesho la kizazi cha modeli

Hamster playing table tennis

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

#120 Ember-1

low

Gharama: $0.016
Muda: 24.2s
Tokeni: 1,165 tok

#11 Gemini 3 Flash Preview

medium

Gharama: $0.010
Muda: 18.4s
Tokeni: 3,351 tok

#27 Qwen3.8 Max (0902)

low

Gharama: $0.014
Muda: 41.2s
Tokeni: 2,421 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	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
Ember-1	8.2	7.9	83.3%	1	22.18s	1,402	571	613
Gemini 3 Flash Preview	10.0	10.0	100.0%	0	3.88s	494	330	3,216
Qwen3.8 Max (0902)	10.0	10.0	100.0%	0	4.72s	984	212	1,854

Uandishi wa msimbo	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
Ember-1	10.0	10.0	100.0%	0	37.91s	8,097	2,518	13,142
Gemini 3 Flash Preview	8.6	7.6	88.9%	1	84.40s	8,122	462	161,084
Qwen3.8 Max (0902)	10.0	10.0	100.0%	0	37.42s	8,127	485	17,404

Mchanganyiko	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
Ember-1	6.5	10.0	50.0%	51.45s	12,828	381	689
Gemini 3 Flash Preview	10.0	10.0	100.0%	26.75s	63,717	3,831	23,496
Qwen3.8 Max (0902)	10.0	10.0	100.0%	113.88s	74,767	4,562	29,335

Uchanganuzi na uchimbaji wa data	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
Ember-1	7.3	5.9	83.3%	1	34.82s	6,076	223	778
Gemini 3 Flash Preview	10.0	10.0	100.0%	0	5.43s	7,548	279	4,893
Qwen3.8 Max (0902)	10.0	10.0	100.0%	0	9.94s	7,938	261	2,254

Mahususi kwa domeni	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
Ember-1	2.9	7.2	11.1%	1	56.17s	1,154	234	12,476
Gemini 3 Flash Preview	7.7	10.0	66.7%	0	20.09s	642	12	28,642
Qwen3.8 Max (0902)	5.3	7.2	44.4%	1	34.93s	1,014	45	13,881

Akili ya jumla	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
Ember-1	10.0	10.0	100.0%	0	5.67s	744	139	462
Gemini 3 Flash Preview	10.0	10.0	100.0%	0	5.19s	486	72	1,905
Qwen3.8 Max (0902)	6.1	3.1	66.7%	1	8.91s	594	120	820

Ufuataji wa maagizo	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
Ember-1	6.2	5.8	66.7%	1	32.73s	781	121	466
Gemini 3 Flash Preview	10.0	10.0	100.0%	0	4.04s	615	72	2,709
Qwen3.8 Max (0902)	10.0	10.0	100.0%	0	4.32s	855	90	866

Utatuzi wa mafumbo	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
Ember-1	10.0	10.0	100.0%	3.27s	1,452	393	595
Gemini 3 Flash Preview	10.0	10.0	100.0%	4.05s	558	183	4,365
Qwen3.8 Max (0902)	10.0	10.0	100.0%	4.49s	930	275	1,248

Mwito wa zana	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
Ember-1	3.0	10.0	0.0%	26.43s	0	0	0
Gemini 3 Flash Preview	10.0	10.0	100.0%	12.60s	5,532	234	1,487
Qwen3.8 Max (0902)	10.0	10.0	100.0%	4.73s	8,463	249	126

Maarifa ya jumla	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
Ember-1	3.0	10.0	0.0%	30.60s	477	200	3,466
Gemini 3 Flash Preview	10.0	10.0	100.0%	5.50s	156	11	2,325
Qwen3.8 Max (0902)	3.0	10.0	0.0%	13.28s	282	23	1,755

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

Ember-1lowvsMiniMax M3medium Ember-1lowvsGrok 4.7high Gemini 3.8 FlashmediumvsQwen3.8 Max (0902)low Ember-1lowvsGPT 5.3 Chatnone Ember-1lowvsQwen3.5 Plus 2026-02-15medium Gemini 3 Flash PreviewmediumvsGPT-6 Astralow Ember-1lowvsQwen3.5-27Bmedium Ember-1lowvsMercury 2.5 Previewmedium Ember-1lowvsGPT-5.4 Minimedium Ember-1lowvsGrok Build 0.1medium Ember-1lowvsGPT-5.4 Nanomedium Ember-1lowvsGemini 3.1 Flash Lite Previewmedium