AI BENCHY Compare

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

Muhtasari

KAT-Coder-Air V2.5 (high) inaongoza kwa average score: 6.2 vs 6.1. Gemini 3.1 Flash Lite (minimal) ina gharama ya chini ya benchmark: $0.013 vs $0.064. Gemini 3.1 Flash Lite (minimal) ni ya haraka zaidi: 1.33s vs 11.02s, na pass rates 54.0% vs 46.0%.

Muundo unaopendekezwaGemini 3.1 Flash Lite (minimal)Its score stays close to the best score here (6.1 vs 6.2), while costing about 4.9x less than KAT-Coder-Air V2.5 (high).

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

Kipimo	Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite minimal Toleo: 2026-05-08	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 high Toleo: 2026-07-14

Kipimo	Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite minimal Toleo: 2026-05-08	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 high Toleo: 2026-07-14
Alama	6.1	6.2
Nafasi	#116	#110
Uaminifu	10.0	9.7
Uthabiti	8.8	7.6
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	54.0%	46.0%
Majaribio yasiyo thabiti	3	6
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.130	0.910
Jumla ya gharama	$0.013	$0.064
Bei ya ingizo	$0.250 / 1M	$0.150 / 1M
Bei ya toleo	$1.500 / 1M	$0.600 / 1M
Jumla ya tokeni za ingizo	36,973	41,748
Tokeni za matokeo	2,487	3,894
Tokeni za hoja	0	91,773
Muda wa majibu (wastani)	1.33s	11.02s
Muda wa majibu (upeo)	4.49s	104.98s
Muda wa majibu (jumla)	27.91s	231.37s

Onyesho la kizazi

Hamster playing table tennis

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

#116 Gemini 3.1 Flash Lite

minimal

Gharama: $0.001
Muda: 3.7s
Tokeni: 635 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
Gemini 3.1 Flash Lite	8.3	10.0	75.0%	0		1.10s	500	639	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
Gemini 3.1 Flash Lite	5.5	10.0	33.3%	0		831ms	8,126	666	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
Gemini 3.1 Flash Lite	3.0	10.0	0.0%	0		2.53s	12,870	357	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
Gemini 3.1 Flash Lite	10.0	10.0	100.0%	0		1.04s	7,552	279	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
Gemini 3.1 Flash Lite	2.9	7.2	11.1%	1		1.02s	641	15	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
Gemini 3.1 Flash Lite	4.0	10.0	0.0%	0		791ms	490	63	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
Gemini 3.1 Flash Lite	10.0	10.0	100.0%	0		932ms	615	72	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
Gemini 3.1 Flash Lite	6.0	4.6	66.7%	2		2.15s	564	153	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
Gemini 3.1 Flash Lite	10.0	10.0	100.0%	0		3.51s	5,457	234	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
Gemini 3.1 Flash Lite	3.0	10.0	0.0%	0		724ms	158	9	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

Gemini 3.1 Flash LiteminimalvsKAT-Coder-Air V2.5medium Seed-2.0-LitenonevsKAT-Coder-Air V2.5high KAT-Coder-Air V2.5highvsGPT-5.6 Lunalow Gemini 3.1 Flash LiteminimalvsQwen3.5-Flashnone KAT-Coder-Air V2.5highvsGPT-5.5none Gemini 3.1 Flash LiteminimalvsGPT-5.6 Lunalow Seed-2.0-LitenonevsGemini 3.1 Flash Liteminimal KAT-Coder-Air V2.5highvsQwen3.5-35B-A3Bmedium Gemini 2.5 FlashnonevsKAT-Coder-Air V2.5high Gemini 3.1 Flash LiteminimalvsNemotron 3 Ultra 550b A55bnoneInapatikana bure Gemma 4 31BmediumInapatikana burevsKAT-Coder-Air V2.5high KAT-Coder-Air V2.5highvsGPT-5.6 Solnone