AI BENCHY Compare

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

Muhtasari

Step 3.5 Flash (medium) inaongoza kwa average score: 6.6 vs 6.2. KAT-Coder-Air V2.5 (high) ina gharama ya chini ya benchmark: $0.064 vs $0.070. KAT-Coder-Air V2.5 (high) ni ya haraka zaidi: 11.02s vs 72.53s, na pass rates 46.0% vs 54.0%.

Muundo unaopendekezwaKAT-Coder-Air V2.5 (high)Its score stays close to the best score here (6.2 vs 6.6), while responding about 6.6x faster than Step 3.5 Flash (medium).

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

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 high Toleo: 2026-07-14	Step 3.5 Flash Step 3.5 Flash medium Toleo: 2026-02-01

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 high Toleo: 2026-07-14	Step 3.5 Flash Step 3.5 Flash medium Toleo: 2026-02-01
Alama	6.2	6.6
Nafasi	#110	#98
Uaminifu	9.7	10.0
Uthabiti	7.6	8.9
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	46.0%	54.0%
Majaribio yasiyo thabiti	6	1
Jumla ya uendeshaji	63	60
Gharama kwa matokeo	0.910	0.198
Jumla ya gharama	$0.064	$0.070
Bei ya ingizo	$0.150 / 1M	$0.100 / 1M
Bei ya toleo	$0.600 / 1M	$0.300 / 1M
Jumla ya tokeni za ingizo	41,748	34,431
Tokeni za matokeo	3,894	91,587
Tokeni za hoja	91,773	195,973
Muda wa majibu (wastani)	11.02s	72.53s
Muda wa majibu (upeo)	104.98s	453.94s
Muda wa majibu (jumla)	231.37s	1015.47s

Onyesho la kizazi

Hamster playing table tennis

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

#110 KAT-Coder-Air V2.5

high

SVG batili

Gharama: $0.000
Muda: 300.0s
Tokeni: 0 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-Air V2.5	6.9	5.8	75.0%	2		2.49s	615	204	1,290
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-Air V2.5	4.3	7.3	11.1%	1		39.07s	6,948	1,166	55,883
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-Air V2.5	10.0	10.0	100.0%	0		30.61s	15,132	422	8,958
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-Air V2.5	6.5	10.0	50.0%	0		3.59s	7,776	284	2,140
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-Air V2.5	2.9	7.2	11.1%	1		7.47s	771	914	8,602
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-Air V2.5	5.1	10.0	0.0%	0		7.10s	516	179	539
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-Air V2.5	9.8	10.0	100.0%	0		1.51s	699	90	675
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-Air V2.5	3.5	4.4	33.3%	2		2.47s	696	285	1,576
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-Air V2.5	10.0	10.0	100.0%	0		4.77s	8,391	330	1,082
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-Air V2.5	3.0	10.0	0.0%	0		21.72s	204	20	11,028
Step 3.5 Flash	3.0	10.0	0.0%	0		108.45s	221	2,354	10,372

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

Seed-2.0-LitenonevsKAT-Coder-Air V2.5high KAT-Coder-Air V2.5highvsGPT-5.6 Lunalow KAT-Coder-Air V2.5highvsGPT-5.5none KAT-Coder-Air V2.5highvsQwen3.5-35B-A3Bmedium Gemini 2.5 FlashnonevsKAT-Coder-Air V2.5high 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 Gemini 3.1 Flash Lite PreviewlowvsStep 3.5 Flashmedium KAT-Coder-Air V2.5highvsQwen3.5-Flashnone