Kimi K2.7 Code (medium) vs Step 5 Preview (high)

Modeli zilizolinganishwa

Nafasi: #167
Jumla ya tokeni za matokeo: 207,661
Muda wa majibu (wastani): 81.18s
Jumla ya gharama: $1.136

Nafasi: #169
Jumla ya tokeni za matokeo: 1,581,325
Muda wa majibu (wastani): 154.41s
Jumla ya gharama: $4.513

Muundo unaopendekezwa Kimi K2.7 Code (medium)

It has the best score here (7.0), while costing about 4.0x less than Step 5 Preview (high).

Ulinganisho wa kina

Kipimo	Kimi K2.7 Code Kimi K2.7 Code medium Toleo: 2026-06-12	Step 5 Preview Step 5 Preview high Toleo: 2026-10-09

Kipimo	Kimi K2.7 Code Kimi K2.7 Code medium Toleo: 2026-06-12	Step 5 Preview Step 5 Preview high Toleo: 2026-10-09
Alama	7.0	7.0
Nafasi	#167	#169
Uaminifu	10.0	9.5
Uthabiti	8.1	8.5
Majaribio	69/69	69/69
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	60.9%	52.2%
Majaribio yasiyo thabiti	5	4
Jumla ya uendeshaji	69	69
Gharama kwa matokeo	8.755	45.130
Jumla ya gharama	$1.136	$4.513
Bei ya ingizo	$0.672 / 1M	$1.000 / 1M
Bei ya toleo	$3.350 / 1M	$2.700 / 1M
Bei ya kusoma akiba	$0.180 / 1M	$0.050 / 1M
Bei ya kuandika akiba	Haipo	Haipo
Jumla ya tokeni za ingizo	245,179	243,381
Tokeni za matokeo	62,697	1,581,325
Tokeni za hoja	196,621	0
Muda wa majibu (wastani)	81.18s	154.41s
Muda wa majibu (upeo)	365.80s	455.72s
Muda wa majibu (jumla)	1785.87s	3551.40s
Vigezo	1T jumla (32B vinavyotumika)	600B jumla (27B vinavyotumika)
Upatikanaji	Uzani unapatikana	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.

#167 MoonshotAI: Kimi K2.7 Code

medium

Gharama: $0.025
Muda: 138.0s
Tokeni: 6,093 tok

#169 Step 5 Preview

high

Gharama: $0.057
Muda: 150.1s
Tokeni: 20,970 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
Kimi K2.7 Code	5.0	10.0	0.0%	0		104.02s	173,094	5,244	14,528
Step 5 Preview	10.0	10.0	100.0%	0		55.73s	150,653	10,088	0

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
Kimi K2.7 Code	7.3	5.8	83.3%	2		11.56s	618	3,048	5,041
Step 5 Preview	6.5	8.0	58.3%	1		14.70s	684	11,701	0

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
Kimi K2.7 Code	7.8	9.3	66.7%	0		146.73s	4,650	1,864	25,635
Step 5 Preview	2.9	10.0	0.0%	0		421.68s	7,383	576,000	0

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
Kimi K2.7 Code	7.3	5.8	83.3%	1		66.03s	57,353	3,642	21,308
Step 5 Preview	10.0	10.0	100.0%	0		115.30s	66,481	98,423	0

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
Kimi K2.7 Code	10.0	10.0	100.0%	0		12.27s	7,014	248	2,569
Step 5 Preview	10.0	10.0	100.0%	0		6.55s	7,362	4,589	0

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
Kimi K2.7 Code	3.7	6.5	22.2%	1		184.17s	443	29,311	66,939
Step 5 Preview	3.0	10.0	0.0%	0		333.41s	783	479,743	0

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
Kimi K2.7 Code	10.0	10.0	100.0%	0		10.78s	477	1,024	1,071
Step 5 Preview	3.4	9.3	0.0%	0		36.56s	507	5,684	0

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
Kimi K2.7 Code	9.9	10.0	100.0%	0		5.39s	669	725	1,232
Step 5 Preview	7.3	5.8	83.3%	1		20.53s	699	5,503	0

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
Kimi K2.7 Code	5.9	7.7	44.4%	1		41.00s	651	15,438	17,368
Step 5 Preview	5.8	4.4	66.7%	2		143.16s	702	196,941	0

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
Kimi K2.7 Code	3.0	10.0	0.0%	0		0ms	0	0	0
Step 5 Preview	10.0	10.0	100.0%	0		4.34s	7,908	653	0

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
Kimi K2.7 Code	3.0	10.0	0.0%	0		341.76s	210	2,153	40,930
Step 5 Preview	3.0	10.0	0.0%	0		416.44s	219	192,000	0

Badilisha jozi ya ulinganisho

Qwen3.5-122B-A10BmediumvsStep 5 Previewhigh Ember-1lowvsKimi K2.7 Codemedium Ember-1lowvsStep 5 Previewhigh Step 5 PreviewhighvsGrok 4.6low Gemini 3 Flash PreviewlowvsStep 5 Previewhigh Muse Glimmer 30BlowvsStep 5 Previewhigh Kimi K2.7 CodemediumvsGPT-5.2 Chatdefault Gemini 3.1 Flash Lite PreviewmediumvsStep 5 Previewhigh Kimi K2.7 CodemediumvsGrok 4.6low Gemini 3 Flash PreviewlowvsKimi K2.7 Codemedium Muse Glimmer 30BlowvsKimi K2.7 Codemedium GPT-5.2 ChatdefaultvsStep 5 Previewhigh