AI BENCHY Compare

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

Muhtasari

KAT-Coder-Air V2.5 (medium) inaongoza kwa average score: 6.2 vs 5.5. Gemma 4 26B A4B ina gharama ya chini ya benchmark: $0.004 vs $0.045. Gemma 4 26B A4B ni ya haraka zaidi: 5.91s vs 8.28s, na pass rates 44.4% vs 47.6%.

Muundo unaopendekezwaKAT-Coder-Air V2.5 (medium)It has the strongest score in this comparison (6.2) and the best overall balance of cost and response time across all 2 models.

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 medium 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 medium Toleo: 2026-07-14
Alama	5.5	6.2
Nafasi	#146	#115
Uaminifu	10.0	9.7
Uthabiti	9.2	8.8
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	44.4%	47.6%
Majaribio yasiyo thabiti	2	3
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.068	0.562
Jumla ya gharama	$0.004	$0.045
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	42,750
Tokeni za matokeo	1,824	7,759
Tokeni za hoja	0	56,357
Muda wa majibu (wastani)	5.91s	8.28s
Muda wa majibu (upeo)	57.10s	48.19s
Muda wa majibu (jumla)	124.05s	173.80s

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

#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 26B A4B	8.3	10.0	75.0%	0		1.28s	852	230	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 26B A4B	3.7	7.2	22.2%	1		4.16s	7,736	476	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 26B A4B	3.0	10.0	0.0%	0		30.53s	13,650	309	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 26B A4B	10.0	10.0	100.0%	0		1.70s	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 26B A4B	3.6	7.2	22.2%	1		2.49s	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 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		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 26B A4B	6.3	10.0	50.0%	0		690ms	795	75	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 26B A4B	6.2	10.0	33.3%	0		744ms	828	114	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 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		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 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		15.74s	204	20	7,662

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