AI BENCHY Compare

Kwaipilot: KAT-Coder-Pro V2.5 vs StepFun: Step 3.5 Flash

Muhtasari

KAT-Coder-Pro V2.5 inaongoza kwa average score: 6.8 vs 6.6. Step 3.5 Flash (medium) ina gharama ya chini ya benchmark: $0.070 vs $0.220. KAT-Coder-Pro V2.5 ni ya haraka zaidi: 10.81s vs 72.53s, na pass rates 71.4% vs 54.0%.

Muundo unaopendekezwaKAT-Coder-Pro V2.5It has the best score here (6.8), while responding about 6.7x faster than Step 3.5 Flash (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 none Toleo: 2026-07-14	Step 3.5 Flash Step 3.5 Flash medium Toleo: 2026-02-01

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none Toleo: 2026-07-14	Step 3.5 Flash Step 3.5 Flash medium Toleo: 2026-02-01
Alama	6.8	6.6
Nafasi	#89	#98
Uaminifu	10.0	10.0
Uthabiti	7.3	8.9
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	71.4%	54.0%
Majaribio yasiyo thabiti	7	1
Jumla ya uendeshaji	63	60
Gharama kwa matokeo	1.992	0.198
Jumla ya gharama	$0.220	$0.070
Bei ya ingizo	$0.740 / 1M	$0.100 / 1M
Bei ya toleo	$2.960 / 1M	$0.300 / 1M
Jumla ya tokeni za ingizo	42,749	34,431
Tokeni za matokeo	63,338	91,587
Tokeni za hoja	0	195,973
Muda wa majibu (wastani)	10.81s	72.53s
Muda wa majibu (upeo)	53.57s	453.94s
Muda wa majibu (jumla)	227.02s	1015.47s

Onyesho la kizazi

Hamster playing table tennis

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

#89 KAT-Coder-Pro V2.5

none

Gharama: $0.010
Muda: 29.0s
Tokeni: 3,439 tok

#98 Step 3.5 Flash

medium

Gharama: $0.008
Muda: 277.1s
Tokeni: 23,695 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	8.7	7.9	91.7%	1		4.58s	672	3,998	0
Step 3.5 Flash	10.0	10.0	100.0%	0		40.57s	694	20,391	24,176

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	6.1	4.7	66.7%	2		22.52s	7,893	22,440	0
Step 3.5 Flash	2.4	5.2	0.0%	0		258.38s	2,211	13,207	22,429

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	4.7	1.6	66.7%	1		30.76s	15,131	5,366	0
Step 3.5 Flash	10.0	10.0	100.0%	0		29.57s	13,638	1,176	12,984

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	10.0	10.0	100.0%	0		5.07s	7,776	2,361	0
Step 3.5 Flash	10.0	10.0	100.0%	0		15.01s	7,368	600	13,886

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	3.6	7.2	22.2%	1		21.64s	771	20,972	0
Step 3.5 Flash	5.3	7.2	44.4%	1		170.45s	673	45,350	90,436

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	4.8	3.2	33.3%	1		5.16s	516	1,067	0
Step 3.5 Flash	5.5	10.0	0.0%	0		22.39s	509	240	3,506

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	9.8	10.0	100.0%	0		2.61s	699	1,084	0
Step 3.5 Flash	8.3	10.0	50.0%	0		4.78s	705	2,364	3,521

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	8.2	7.2	88.9%	1		3.03s	696	1,929	0
Step 3.5 Flash	5.3	10.0	33.3%	0		7.22s	711	5,630	10,861

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		5.93s	8,391	1,103	0
Step 3.5 Flash	10.0	10.0	100.0%	0		11.91s	7,701	275	3,802

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		9.91s	204	3,018	0
Step 3.5 Flash	3.0	10.0	0.0%	0		108.45s	221	2,354	10,372

Ulinganisho wa haraka

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