AI BENCHY Compare

Google: Gemini 2.5 Flash vs Kwaipilot: KAT-Coder-Air V2.5

Muhtasari

KAT-Coder-Air V2.5 (high) inaongoza kwa average score: 6.2 vs 6.2. Gemini 2.5 Flash ina gharama ya chini ya benchmark: $0.016 vs $0.064. Gemini 2.5 Flash ni ya haraka zaidi: 875ms vs 11.02s, na pass rates 46.0% vs 46.0%.

Muundo unaopendekezwaGemini 2.5 FlashIts score stays close to the best score here (6.2 vs 6.2), while costing about 4.2x less than KAT-Coder-Air V2.5 (high).

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

Kipimo	Gemini 2.5 Flash Gemini 2.5 Flash none Toleo: 2025-06-17	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 high Toleo: 2026-07-14

Kipimo	Gemini 2.5 Flash Gemini 2.5 Flash none Toleo: 2025-06-17	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 high Toleo: 2026-07-14
Alama	6.2	6.2
Nafasi	#114	#110
Uaminifu	10.0	9.7
Uthabiti	9.6	7.6
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	46.0%	46.0%
Majaribio yasiyo thabiti	1	6
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.169	0.910
Jumla ya gharama	$0.016	$0.064
Bei ya ingizo	$0.300 / 1M	$0.150 / 1M
Bei ya toleo	$2.500 / 1M	$0.600 / 1M
Jumla ya tokeni za ingizo	35,926	41,748
Tokeni za matokeo	1,770	3,894
Tokeni za hoja	0	91,773
Muda wa majibu (wastani)	875ms	11.02s
Muda wa majibu (upeo)	4.39s	104.98s
Muda wa majibu (jumla)	18.37s	231.37s

Onyesho la kizazi

Hamster playing table tennis

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

#114 Gemini 2.5 Flash

none

SVG batili

Gharama: $0.164
Muda: 215.5s
Tokeni: 65,659 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 2.5 Flash	3.0	10.0	0.0%	0		582ms	492	102	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 2.5 Flash	5.5	10.0	33.3%	0		736ms	8,122	483	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 2.5 Flash	3.0	10.0	0.0%	0		4.39s	12,519	366	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 2.5 Flash	10.0	10.0	100.0%	0		652ms	7,257	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 2.5 Flash	5.9	7.2	55.6%	1		495ms	633	12	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 2.5 Flash	5.0	10.0	0.0%	0		615ms	486	78	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 2.5 Flash	10.0	10.0	100.0%	0		590ms	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 2.5 Flash	7.7	10.0	66.7%	0		604ms	558	132	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 2.5 Flash	10.0	10.0	100.0%	0		1.91s	5,088	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 2.5 Flash	3.0	10.0	0.0%	0		1.15s	156	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

Gemini 2.5 FlashnonevsKAT-Coder-Air V2.5medium Seed-2.0-LitenonevsKAT-Coder-Air V2.5high KAT-Coder-Air V2.5highvsGPT-5.6 Lunalow Gemini 2.5 FlashnonevsGPT-5.6 Lunalow KAT-Coder-Air V2.5highvsGPT-5.5none KAT-Coder-Air V2.5highvsQwen3.5-35B-A3Bmedium 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 KAT-Coder-Air V2.5highvsNemotron 3 SupermediumInapatikana bure Gemini 3.1 Flash LitenonevsKAT-Coder-Air V2.5high KAT-Coder-Air V2.5highvsQwen3.5-Flashnone