AI BENCHY Compare

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

Muhtasari

KAT-Coder-Air V2.5 (high) inaongoza kwa average score: 6.2 vs 6.1. Gemma 4 31B ina gharama ya chini ya benchmark: $0.002 vs $0.064. Gemma 4 31B ni ya haraka zaidi: 4.05s vs 11.02s, na pass rates 47.6% vs 46.0%.

Muundo unaopendekezwaGemma 4 31BIts score stays close to the best score here (6.1 vs 6.2), while costing about 36.4x less than KAT-Coder-Air V2.5 (high).

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 high 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 high Toleo: 2026-07-14
Alama	6.1	6.2
Nafasi	#120	#110
Uaminifu	10.0	9.7
Uthabiti	10.0	7.6
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	47.6%	46.0%
Majaribio yasiyo thabiti	0	6
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.034	0.910
Jumla ya gharama	$0.002	$0.064
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	41,748
Tokeni za matokeo	1,407	3,894
Tokeni za hoja	0	91,773
Muda wa majibu (wastani)	4.05s	11.02s
Muda wa majibu (upeo)	26.13s	104.98s
Muda wa majibu (jumla)	76.87s	231.37s

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

#110 KAT-Coder-Air V2.5

high

SVG batili

Gharama: $0.000
Muda: 300.0s
Tokeni: 0 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	6.9	5.8	75.0%	2		2.49s	615	204	1,290

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	4.3	7.3	11.1%	1		39.07s	6,948	1,166	55,883

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		30.61s	15,132	422	8,958

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		3.59s	7,776	284	2,140

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	2.9	7.2	11.1%	1		7.47s	771	914	8,602

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	5.1	10.0	0.0%	0		7.10s	516	179	539

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	9.8	10.0	100.0%	0		1.51s	699	90	675

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	3.5	4.4	33.3%	2		2.47s	696	285	1,576

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	330	1,082

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		21.72s	204	20	11,028

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

Seed-2.0-LitenonevsKAT-Coder-Air V2.5high KAT-Coder-Air V2.5highvsGPT-5.6 Lunalow KAT-Coder-Air V2.5highvsGPT-5.5none KAT-Coder-Air V2.5highvsQwen3.5-35B-A3Bmedium Gemini 2.5 FlashnonevsKAT-Coder-Air V2.5high Gemma 4 31BnoneInapatikana burevsKAT-Coder-Air V2.5medium Gemma 4 31BmediumInapatikana burevsKAT-Coder-Air V2.5high KAT-Coder-Air V2.5highvsGPT-5.6 Solnone Gemini 3.1 Flash LiteminimalvsKAT-Coder-Air V2.5high Gemma 4 31BnoneInapatikana burevsKAT-Coder-Air V2.5low KAT-Coder-Air V2.5highvsNemotron 3 SupermediumInapatikana bure Gemma 4 31BnoneInapatikana burevsGPT-5.6 Lunalow