AI BENCHY Compare

Google: Gemini 3 Flash Preview vs Kwaipilot: KAT-Coder-Pro V2.5

Muhtasari

Gemini 3 Flash Preview (medium) inaongoza kwa average score: 9.6 vs 6.8. KAT-Coder-Pro V2.5 ina gharama ya chini ya benchmark: $0.220 vs $0.667. KAT-Coder-Pro V2.5 ni ya haraka zaidi: 10.81s vs 18.64s, na pass rates 98.4% vs 71.4%.

Muundo unaopendekezwaGemini 3 Flash Preview (medium)It has the strongest score in this comparison (9.6) 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	Gemini 3 Flash Preview Gemini 3 Flash Preview medium Toleo: 2025-12-17	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none Toleo: 2026-07-14

Kipimo	Gemini 3 Flash Preview Gemini 3 Flash Preview medium Toleo: 2025-12-17	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none Toleo: 2026-07-14
Alama	9.6	6.8
Nafasi	#2	#89
Uaminifu	10.0	10.0
Uthabiti	9.7	7.3
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	98.4%	71.4%
Majaribio yasiyo thabiti	1	7
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	3.335	1.992
Jumla ya gharama	$0.667	$0.220
Bei ya ingizo	$0.500 / 1M	$0.740 / 1M
Bei ya toleo	$3.000 / 1M	$2.960 / 1M
Jumla ya tokeni za ingizo	37,017	42,749
Tokeni za matokeo	2,006	63,338
Tokeni za hoja	214,153	0
Muda wa majibu (wastani)	18.64s	10.81s
Muda wa majibu (upeo)	117.26s	53.57s
Muda wa majibu (jumla)	391.35s	227.02s

Onyesho la kizazi

Hamster playing table tennis

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

#2 Gemini 3 Flash Preview

medium

Gharama: $0.010
Muda: 17.9s
Tokeni: 3,236 tok

#89 KAT-Coder-Pro V2.5

none

Gharama: $0.010
Muda: 29.0s
Tokeni: 3,439 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 Flash Preview	10.0	10.0	100.0%	0		3.88s	494	330	3,216
KAT-Coder-Pro V2.5	8.7	7.9	91.7%	1		4.58s	672	3,998	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
Gemini 3 Flash Preview	8.6	7.6	88.9%	1		84.40s	8,122	462	161,084
KAT-Coder-Pro V2.5	6.1	4.7	66.7%	2		22.52s	7,893	22,440	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
Gemini 3 Flash Preview	10.0	10.0	100.0%	0		22.42s	12,873	351	10,485
KAT-Coder-Pro V2.5	4.7	1.6	66.7%	1		30.76s	15,131	5,366	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
Gemini 3 Flash Preview	10.0	10.0	100.0%	0		5.43s	7,548	279	4,893
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		5.07s	7,776	2,361	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
Gemini 3 Flash Preview	10.0	10.0	100.0%	0		15.27s	633	12	21,684
KAT-Coder-Pro V2.5	3.6	7.2	22.2%	1		21.64s	771	20,972	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
Gemini 3 Flash Preview	10.0	10.0	100.0%	0		5.19s	486	72	1,905
KAT-Coder-Pro V2.5	4.8	3.2	33.3%	1		5.16s	516	1,067	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
Gemini 3 Flash Preview	10.0	10.0	100.0%	0		4.04s	615	72	2,709
KAT-Coder-Pro V2.5	9.8	10.0	100.0%	0		2.61s	699	1,084	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
Gemini 3 Flash Preview	10.0	10.0	100.0%	0		4.05s	558	183	4,365
KAT-Coder-Pro V2.5	8.2	7.2	88.9%	1		3.03s	696	1,929	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
Gemini 3 Flash Preview	10.0	10.0	100.0%	0		12.60s	5,532	234	1,487
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		5.93s	8,391	1,103	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
Gemini 3 Flash Preview	10.0	10.0	100.0%	0		5.50s	156	11	2,325
KAT-Coder-Pro V2.5	3.0	10.0	0.0%	0		9.91s	204	3,018	0

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