AI BENCHY Compare

Google: Gemma 4 26B A4B vs Kwaipilot: KAT-Coder-Air V2.5

Muhtasari

Gemma 4 26B A4B inaongoza kwa average score: 5.5 vs 4.9. Gemma 4 26B A4B ina gharama ya chini ya benchmark: $0.004 vs $0.037. Gemma 4 26B A4B ni ya haraka zaidi: 5.91s vs 6.99s, na pass rates 44.4% vs 38.1%.

Muundo unaopendekezwaGemma 4 26B A4BIt has the best score here (5.5), while costing about 12.0x less than KAT-Coder-Air V2.5.

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

Kipimo	Gemma 4 26B A4B Gemma 4 26B A4B none Toleo: 2026-04-03 Inapatikana bure	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 none Toleo: 2026-07-14

Kipimo	Gemma 4 26B A4B Gemma 4 26B A4B none Toleo: 2026-04-03 Inapatikana bure	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 none Toleo: 2026-07-14
Alama	5.5	4.9
Nafasi	#146	#168
Uaminifu	10.0	10.0
Uthabiti	9.2	7.1
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	44.4%	38.1%
Majaribio yasiyo thabiti	2	7
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.068	0.724
Jumla ya gharama	$0.004	$0.037
Bei ya ingizo	$0.060 / 1M	$0.150 / 1M
Bei ya toleo	$0.330 / 1M	$0.600 / 1M
Jumla ya tokeni za ingizo	40,038	41,328
Tokeni za matokeo	1,824	49,933
Tokeni za hoja	0	0
Muda wa majibu (wastani)	5.91s	6.99s
Muda wa majibu (upeo)	57.10s	24.94s
Muda wa majibu (jumla)	124.05s	146.78s

Onyesho la kizazi

Hamster playing table tennis

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

#146 Gemma 4 26B A4B

none

Gharama: $0.001
Muda: 39.5s
Tokeni: 790 tok

#168 KAT-Coder-Air V2.5

none

Gharama: $0.002
Muda: 14.5s
Tokeni: 2,619 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 26B A4B	8.3	10.0	75.0%	0		1.28s	852	230	0
KAT-Coder-Air V2.5	5.3	5.6	50.0%	2		2.68s	672	3,044	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
Gemma 4 26B A4B	3.7	7.2	22.2%	1		4.16s	7,736	476	0
KAT-Coder-Air V2.5	3.3	9.6	0.0%	0		14.31s	6,472	16,918	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
Gemma 4 26B A4B	3.0	10.0	0.0%	0		30.53s	13,650	309	0
KAT-Coder-Air V2.5	4.7	1.6	66.7%	1		24.94s	15,131	6,788	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
Gemma 4 26B A4B	10.0	10.0	100.0%	0		1.70s	8,352	285	0
KAT-Coder-Air V2.5	6.3	5.8	66.7%	1		2.66s	7,776	1,268	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
Gemma 4 26B A4B	3.6	7.2	22.2%	1		2.49s	903	27	0
KAT-Coder-Air V2.5	2.9	7.2	11.1%	1		6.24s	771	7,818	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
Gemma 4 26B A4B	4.0	10.0	0.0%	0		3.54s	576	85	0
KAT-Coder-Air V2.5	5.0	10.0	0.0%	0		12.02s	516	656	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
Gemma 4 26B A4B	6.3	10.0	50.0%	0		690ms	795	75	0
KAT-Coder-Air V2.5	9.9	10.0	100.0%	0		1.75s	699	858	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
Gemma 4 26B A4B	6.2	10.0	33.3%	0		744ms	828	114	0
KAT-Coder-Air V2.5	2.9	4.4	22.2%	2		1.84s	696	1,255	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
Gemma 4 26B A4B	10.0	10.0	100.0%	0		57.10s	6,123	210	0
KAT-Coder-Air V2.5	10.0	10.0	100.0%	0		5.13s	8,391	1,560	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
Gemma 4 26B A4B	3.0	10.0	0.0%	0		778ms	223	13	0
KAT-Coder-Air V2.5	3.0	10.0	0.0%	0		17.96s	204	9,768	0

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

CobuddymediumvsKAT-Coder-Air V2.5none KAT-Coder-Air V2.5nonevsMiniMax M2.5medium KAT-Coder-Air V2.5nonevsMistral Small 4medium KAT-Coder-Air V2.5nonevsQwen3 Coder Nextmedium KAT-Coder-Air V2.5nonevsMiniMax M2.7medium Gemma 4 26B A4BnoneInapatikana burevsMiniMax M2.7medium North Mini CodemediumInapatikana burevsGemma 4 26B A4BnoneInapatikana bure Gemma 4 26B A4BnoneInapatikana burevsMistral Small 4medium Gemma 4 26B A4BnoneInapatikana burevsKAT-Coder-Air V2.5low CobuddymediumvsGemma 4 26B A4BnoneInapatikana bure KAT-Coder-Air V2.5nonevsGLM 4.7 Flashmedium Gemma 4 26B A4BnoneInapatikana burevsKAT-Coder-Air V2.5medium