AI BENCHY Compare

Kwaipilot: KAT-Coder-Pro V2.5 vs MoonshotAI: Kimi K2.7 Code

Muhtasari

Kimi K2.7 Code (medium) inaongoza kwa average score: 7.0 vs 6.8. KAT-Coder-Pro V2.5 ina gharama ya chini ya benchmark: $0.220 vs $0.581. KAT-Coder-Pro V2.5 ni ya haraka zaidi: 10.81s vs 83.60s, na pass rates 71.4% vs 66.7%.

Muundo unaopendekezwaKAT-Coder-Pro V2.5Its score stays close to the best score here (6.8 vs 7.0), while costing about 2.6x less than Kimi K2.7 Code (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 none Toleo: 2026-07-14	Kimi K2.7 Code Kimi K2.7 Code medium Toleo: 2026-06-12

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none Toleo: 2026-07-14	Kimi K2.7 Code Kimi K2.7 Code medium Toleo: 2026-06-12
Alama	6.8	7.0
Nafasi	#89	#82
Uaminifu	10.0	9.2
Uthabiti	7.3	7.7
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	71.4%	66.7%
Majaribio yasiyo thabiti	7	6
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	1.992	6.074
Jumla ya gharama	$0.220	$0.581
Bei ya ingizo	$0.740 / 1M	$0.719 / 1M
Bei ya toleo	$2.960 / 1M	$3.490 / 1M
Jumla ya tokeni za ingizo	42,749	25,991
Tokeni za matokeo	63,338	80,516
Tokeni za hoja	0	161,391
Muda wa majibu (wastani)	10.81s	83.60s
Muda wa majibu (upeo)	53.57s	365.80s
Muda wa majibu (jumla)	227.02s	1671.99s

Onyesho la kizazi

Hamster playing table tennis

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

#89 KAT-Coder-Pro V2.5

none

Gharama: $0.010
Muda: 29.0s
Tokeni: 3,439 tok

#82 MoonshotAI: Kimi K2.7 Code

medium

Gharama: $0.025
Muda: 138.0s
Tokeni: 6,093 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	8.7	7.9	91.7%	1		4.58s	672	3,998	0
Kimi K2.7 Code	7.3	5.8	83.3%	2		11.56s	618	3,048	5,041

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	6.1	4.7	66.7%	2		22.52s	7,893	22,440	0
Kimi K2.7 Code	7.6	7.2	77.8%	1		146.73s	4,650	1,864	25,635

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	4.7	1.6	66.7%	1		30.76s	15,131	5,366	0
Kimi K2.7 Code	4.7	1.6	66.7%	1		34.83s	11,271	444	3,906

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		5.07s	7,776	2,361	0
Kimi K2.7 Code	10.0	10.0	100.0%	0		12.27s	7,014	248	2,569

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	3.6	7.2	22.2%	1		21.64s	771	20,972	0
Kimi K2.7 Code	5.3	7.2	44.4%	1		213.29s	431	55,572	63,639

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	4.8	3.2	33.3%	1		5.16s	516	1,067	0
Kimi K2.7 Code	10.0	10.0	100.0%	0		10.78s	477	1,024	1,071

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	9.8	10.0	100.0%	0		2.61s	699	1,084	0
Kimi K2.7 Code	9.9	10.0	100.0%	0		5.39s	669	725	1,232

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	8.2	7.2	88.9%	1		3.03s	696	1,929	0
Kimi K2.7 Code	5.9	7.7	44.4%	1		41.00s	651	15,438	17,368

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		5.93s	8,391	1,103	0
Kimi K2.7 Code	3.0	10.0	0.0%	0		0ms	0	0	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
KAT-Coder-Pro V2.5	3.0	10.0	0.0%	0		9.91s	204	3,018	0
Kimi K2.7 Code	3.0	10.0	0.0%	0		341.76s	210	2,153	40,930

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

Ring-2.6-1TmediumvsKAT-Coder-Pro V2.5none Gemini 3.5 FlashnonevsKimi K2.7 Codemedium Gemini 3.5 FlashminimalvsKAT-Coder-Pro V2.5none KAT-Coder-Pro V2.5nonevsQwen3.5-Flashmedium KAT-Coder-Pro V2.5nonevsQwen3.6 35B A3Bmedium KAT-Coder-Pro V2.5nonevsMiMo-V2.5medium Kimi K2.7 CodemediumvsStep 3.7 Flashhigh KAT-Coder-Pro V2.5nonevsgpt-oss-120bmediumInapatikana bure Gemini 3 Flash PreviewnonevsKimi K2.7 Codemedium Kimi K2.7 CodemediumvsGLM 5.2none KAT-Coder-Pro V2.5nonevsGPT-5 Nanomedium Kimi K2.7 CodemediumvsQwen3.7 Maxnone