AI BENCHY Compare

Google: Gemma 4 31B vs Kwaipilot: KAT-Coder-Air V2.5

Muhtasari

KAT-Coder-Air V2.5 (medium) inaongoza kwa average score: 6.2 vs 6.1. Gemma 4 31B ina gharama ya chini ya benchmark: $0.002 vs $0.045. Gemma 4 31B ni ya haraka zaidi: 4.05s vs 8.28s, na pass rates 47.6% vs 47.6%.

Muundo unaopendekezwaGemma 4 31BIts score stays close to the best score here (6.1 vs 6.2), while costing about 25.7x less than KAT-Coder-Air V2.5 (medium).

Benchmark zimetengenezwa kutoka seti za majaribio za AI BENCHY tarehe: 2026-07-14

Kipimo	Gemma 4 31B Gemma 4 31B none Toleo: 2026-04-02 Inapatikana bure	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 medium Toleo: 2026-07-14

Kipimo	Gemma 4 31B Gemma 4 31B none Toleo: 2026-04-02 Inapatikana bure	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 medium Toleo: 2026-07-14
Alama	6.1	6.2
Nafasi	#120	#115
Uaminifu	10.0	9.7
Uthabiti	10.0	8.8
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	47.6%	47.6%
Majaribio yasiyo thabiti	0	3
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.034	0.562
Jumla ya gharama	$0.002	$0.045
Bei ya ingizo	$0.060 / 1M	$0.150 / 1M
Bei ya toleo	$0.350 / 1M	$0.600 / 1M
Jumla ya tokeni za ingizo	20,911	42,750
Tokeni za matokeo	1,407	7,759
Tokeni za hoja	0	56,357
Muda wa majibu (wastani)	4.05s	8.28s
Muda wa majibu (upeo)	26.13s	48.19s
Muda wa majibu (jumla)	76.87s	173.80s

Onyesho la kizazi

Hamster playing table tennis

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

#120 Gemma 4 31B

none

Gharama: $0.001
Muda: 12.8s
Tokeni: 795 tok

#115 KAT-Coder-Air V2.5

medium

Gharama: $0.003
Muda: 23.7s
Tokeni: 4,924 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
Gemma 4 31B	6.5	10.0	50.0%	0		1.85s	852	45	0
KAT-Coder-Air V2.5	8.7	8.0	91.7%	1		3.79s	672	549	4,194

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
Gemma 4 31B	5.5	10.0	33.3%	0		11.19s	8,381	735	0
KAT-Coder-Air V2.5	3.6	7.0	22.2%	1		23.37s	7,893	5,199	29,973

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
Gemma 4 31B	3.0	10.0	0.0%	0		0ms	0	0	0
KAT-Coder-Air V2.5	10.0	10.0	100.0%	0		27.68s	15,132	372	4,816

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
Gemma 4 31B	10.0	10.0	100.0%	0		2.25s	8,352	285	0
KAT-Coder-Air V2.5	6.5	10.0	50.0%	0		3.65s	7,776	268	1,881

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
Gemma 4 31B	7.7	10.0	66.7%	0		3.22s	903	27	0
KAT-Coder-Air V2.5	3.0	10.0	0.0%	0		4.87s	771	487	4,454

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
Gemma 4 31B	10.0	10.0	100.0%	0		2.09s	576	117	0
KAT-Coder-Air V2.5	5.0	10.0	0.0%	0		9.81s	516	189	557

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
Gemma 4 31B	6.5	10.0	50.0%	0		2.84s	795	78	0
KAT-Coder-Air V2.5	10.0	10.0	100.0%	0		1.50s	699	93	730

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
Gemma 4 31B	6.5	10.0	33.3%	0		4.23s	828	108	0
KAT-Coder-Air V2.5	3.6	7.2	22.2%	1		1.87s	696	265	1,184

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
Gemma 4 31B	3.0	10.0	0.0%	0		0ms	0	0	0
KAT-Coder-Air V2.5	10.0	10.0	100.0%	0		4.77s	8,391	317	906

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
Gemma 4 31B	3.0	10.0	0.0%	0		1.25s	224	12	0
KAT-Coder-Air V2.5	3.0	10.0	0.0%	0		15.74s	204	20	7,662

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

Gemini 2.5 FlashnonevsKAT-Coder-Air V2.5medium Gemini 3.1 Flash LiteminimalvsKAT-Coder-Air V2.5medium Gemini 3.1 Flash LitenonevsKAT-Coder-Air V2.5medium KAT-Coder-Air V2.5mediumvsGPT-5.6 Lunalow Seed-2.0-LitenonevsKAT-Coder-Air V2.5medium KAT-Coder-Air V2.5mediumvsQwen3.5-Flashnone Gemma 4 31BnoneInapatikana burevsKAT-Coder-Air V2.5low KAT-Coder-Air V2.5mediumvsNemotron 3 Ultra 550b A55bnoneInapatikana bure Gemma 4 31BnoneInapatikana burevsGPT-5.6 Lunalow KAT-Coder-Air V2.5mediumvsGPT-5.5none Gemma 4 31BnoneInapatikana burevsKAT-Coder-Air V2.5high KAT-Coder-Air V2.5mediumvsQwen3.6 Max Previewnone