AI BENCHY Compare

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

Muhtasari

KAT-Coder-Pro V2.5 (low) inaongoza kwa average score: 8.0 vs 7.8. Gemini 3.1 Flash Lite (medium) ina gharama ya chini ya benchmark: $0.071 vs $0.220. Gemini 3.1 Flash Lite (medium) ni ya haraka zaidi: 3.23s vs 10.44s, na pass rates 65.1% vs 71.4%.

Muundo unaopendekezwaGemini 3.1 Flash Lite (medium)Its score stays close to the best score here (7.8 vs 8.0), while costing about 3.1x less than KAT-Coder-Pro V2.5 (low).

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

Kipimo	Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite medium Toleo: 2026-05-08	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low Toleo: 2026-07-14

Kipimo	Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite medium Toleo: 2026-05-08	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low Toleo: 2026-07-14
Alama	7.8	8.0
Nafasi	#44	#35
Uaminifu	10.0	9.9
Uthabiti	9.2	7.3
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	65.1%	71.4%
Majaribio yasiyo thabiti	2	7
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.539	1.991
Jumla ya gharama	$0.071	$0.220
Bei ya ingizo	$0.250 / 1M	$0.740 / 1M
Bei ya toleo	$1.500 / 1M	$2.960 / 1M
Jumla ya tokeni za ingizo	36,808	42,750
Tokeni za matokeo	2,254	2,167
Tokeni za hoja	38,300	61,133
Muda wa majibu (wastani)	3.23s	10.44s
Muda wa majibu (upeo)	10.87s	51.34s
Muda wa majibu (jumla)	67.80s	219.17s

Onyesho la kizazi

Hamster playing table tennis

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

#44 Gemini 3.1 Flash Lite

medium

Gharama: $0.003
Muda: 5.3s
Tokeni: 1,754 tok

#35 KAT-Coder-Pro V2.5

low

Gharama: $0.016
Muda: 47.6s
Tokeni: 5,182 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	9.1	10.0	75.0%	0		2.39s	502	604	4,201
KAT-Coder-Pro V2.5	6.9	5.8	75.0%	2		4.20s	672	277	4,228

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		3.81s	8,134	459	8,978
KAT-Coder-Pro V2.5	7.8	10.0	66.7%	0		24.87s	7,893	402	24,945

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	10.0	10.0	100.0%	0		10.87s	12,873	327	7,401
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		14.59s	15,132	394	3,391

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		2.60s	7,362	279	2,845
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		4.19s	7,776	288	1,917

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		3.16s	643	15	5,165
KAT-Coder-Pro V2.5	4.1	4.4	44.5%	2		17.52s	771	35	16,877

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	10.0	10.0	100.0%	0		2.60s	488	84	1,142
KAT-Coder-Pro V2.5	4.1	2.7	33.3%	1		2.32s	516	99	412

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	9.9	10.0	100.0%	0		2.59s	623	75	3,320
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		2.53s	699	83	1,008

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	7.6	7.2	77.8%	1		1.95s	568	165	2,450
KAT-Coder-Pro V2.5	6.4	4.4	77.8%	2		3.11s	696	289	1,820

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		4.55s	5,457	234	921
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		18.45s	8,391	282	834

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		3.08s	158	12	1,877
KAT-Coder-Pro V2.5	3.0	10.0	0.0%	0		17.06s	204	18	5,701

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

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