AI BENCHY Compare

Kwaipilot: KAT-Coder-Pro V2.5 vs OpenAI: GPT-5.4 Nano

Muhtasari

average score iko karibu sawa: 7.5 vs 7.5. GPT-5.4 Nano (medium) ina gharama ya chini ya benchmark: $0.107 vs $0.275. GPT-5.4 Nano (medium) ni ya haraka zaidi: 11.95s vs 12.95s, na pass rates 65.1% vs 63.5%.

Muundo unaopendekezwaGPT-5.4 Nano (medium)It has the best score here (7.5), while costing about 2.6x less than KAT-Coder-Pro V2.5 (medium).

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

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 medium Toleo: 2026-07-14	GPT-5.4 Nano GPT-5.4 Nano medium Toleo: 2026-03-17

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 medium Toleo: 2026-07-14	GPT-5.4 Nano GPT-5.4 Nano medium Toleo: 2026-03-17
Alama	7.5	7.5
Nafasi	#60	#62
Uaminifu	10.0	10.0
Uthabiti	7.7	8.4
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	65.1%	63.5%
Majaribio yasiyo thabiti	6	4
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	2.498	0.969
Jumla ya gharama	$0.275	$0.107
Bei ya ingizo	$0.740 / 1M	$0.200 / 1M
Bei ya toleo	$2.960 / 1M	$1.250 / 1M
Jumla ya tokeni za ingizo	42,750	35,434
Tokeni za matokeo	2,098	3,014
Tokeni za hoja	80,027	76,520
Muda wa majibu (wastani)	12.95s	11.95s
Muda wa majibu (upeo)	81.45s	94.06s
Muda wa majibu (jumla)	271.92s	250.98s

Onyesho la kizazi

Hamster playing table tennis

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

#60 KAT-Coder-Pro V2.5

medium

Gharama: $0.009
Muda: 25.6s
Tokeni: 2,939 tok

#62 GPT-5.4 Nano

medium

Gharama: $0.007
Muda: 24.6s
Tokeni: 4,943 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
KAT-Coder-Pro V2.5	8.2	7.9	83.3%	1		3.90s	672	208	3,868
GPT-5.4 Nano	8.3	10.0	75.0%	0		4.52s	606	683	2,254

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
KAT-Coder-Pro V2.5	7.8	10.0	66.7%	0		33.10s	7,893	416	33,658
GPT-5.4 Nano	6.1	4.7	66.7%	2		19.12s	7,305	516	20,778

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
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		14.50s	15,132	363	3,367
GPT-5.4 Nano	9.8	10.0	100.0%	0		24.13s	12,345	349	5,719

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
KAT-Coder-Pro V2.5	7.3	5.9	83.3%	1		4.70s	7,776	275	2,122
GPT-5.4 Nano	10.0	10.0	100.0%	0		2.54s	7,140	234	516

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
KAT-Coder-Pro V2.5	2.9	7.2	11.1%	1		29.03s	771	36	29,584
GPT-5.4 Nano	5.9	7.2	55.6%	1		38.18s	619	60	43,325

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
KAT-Coder-Pro V2.5	4.7	3.1	33.3%	1		2.35s	516	92	381
GPT-5.4 Nano	4.5	10.0	0.0%	0		4.15s	477	179	443

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
KAT-Coder-Pro V2.5	9.9	10.0	100.0%	0		2.58s	699	83	971
GPT-5.4 Nano	9.8	10.0	100.0%	0		1.88s	660	95	521

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
KAT-Coder-Pro V2.5	5.9	4.5	66.7%	2		3.20s	696	325	1,867
GPT-5.4 Nano	4.1	7.2	22.2%	1		3.79s	642	594	1,408

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
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		19.02s	8,391	282	1,010
GPT-5.4 Nano	10.0	10.0	100.0%	0		7.71s	5,445	234	382

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
KAT-Coder-Pro V2.5	3.0	10.0	0.0%	0		9.87s	204	18	3,199
GPT-5.4 Nano	3.0	10.0	0.0%	0		4.81s	195	70	1,174

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

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