AI BENCHY Compare

Google: Gemini 3.1 Flash Lite Preview vs Kwaipilot: KAT-Coder-Air V2.5

Muhtasari

Gemini 3.1 Flash Lite Preview (low) inaongoza kwa average score: 6.5 vs 6.2. Gemini 3.1 Flash Lite Preview (low) ina gharama ya chini ya benchmark: $0.026 vs $0.045. Gemini 3.1 Flash Lite Preview (low) ni ya haraka zaidi: 2.77s vs 8.28s, na pass rates 61.9% vs 47.6%.

Muundo unaopendekezwaGemini 3.1 Flash Lite Preview (low)It has the best score here (6.5), while costing about 1.8x less than KAT-Coder-Air V2.5 (medium).

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

Kipimo	Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview low Toleo: 2026-03-03	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 medium Toleo: 2026-07-14

Kipimo	Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview low Toleo: 2026-03-03	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 medium Toleo: 2026-07-14
Alama	6.5	6.2
Nafasi	#100	#115
Uaminifu	10.0	9.7
Uthabiti	10.0	8.8
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	61.9%	47.6%
Majaribio yasiyo thabiti	0	3
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.196	0.562
Jumla ya gharama	$0.026	$0.045
Bei ya ingizo	$0.250 / 1M	$0.150 / 1M
Bei ya toleo	$1.500 / 1M	$0.600 / 1M
Jumla ya tokeni za ingizo	32,715	42,750
Tokeni za matokeo	2,286	7,759
Tokeni za hoja	9,166	56,357
Muda wa majibu (wastani)	2.77s	8.28s
Muda wa majibu (upeo)	11.91s	48.19s
Muda wa majibu (jumla)	58.12s	173.80s

Onyesho la kizazi

Hamster playing table tennis

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

#100 Gemini 3.1 Flash Lite Preview

low

Gharama: $0.002
Muda: 3.7s
Tokeni: 1,203 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
Gemini 3.1 Flash Lite Preview	8.3	10.0	75.0%	0		2.12s	506	462	1,638
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
Gemini 3.1 Flash Lite Preview	5.5	10.0	33.3%	0		1.39s	8,138	660	1,060
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
Gemini 3.1 Flash Lite Preview	3.0	10.0	0.0%	0		11.91s	8,381	225	762
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
Gemini 3.1 Flash Lite Preview	10.0	10.0	100.0%	0		3.00s	7,455	291	696
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
Gemini 3.1 Flash Lite Preview	5.3	10.0	33.3%	0		2.36s	641	18	1,212
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
Gemini 3.1 Flash Lite Preview	4.0	10.0	0.0%	0		1.54s	490	69	384
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
Gemini 3.1 Flash Lite Preview	10.0	10.0	100.0%	0		1.49s	621	72	753
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
Gemini 3.1 Flash Lite Preview	10.0	10.0	100.0%	0		1.69s	566	243	1,248
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
Gemini 3.1 Flash Lite Preview	10.0	10.0	100.0%	0		9.54s	5,757	237	993
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
Gemini 3.1 Flash Lite Preview	3.0	10.0	0.0%	0		1.35s	160	9	420
KAT-Coder-Air V2.5	3.0	10.0	0.0%	0		15.74s	204	20	7,662

Ulinganisho wa haraka

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