AI BENCHY Compare

Kwaipilot: KAT-Coder-Air V2.5 vs Qwen: Qwen3.5-35B-A3B

Muhtasari

Qwen3.5-35B-A3B (medium) inaongoza kwa average score: 6.3 vs 6.2. KAT-Coder-Air V2.5 (high) ina gharama ya chini ya benchmark: $0.064 vs $0.401. KAT-Coder-Air V2.5 (high) ni ya haraka zaidi: 11.02s vs 72.57s, na pass rates 46.0% vs 69.8%.

Muundo unaopendekezwaKAT-Coder-Air V2.5 (high)Its score stays close to the best score here (6.2 vs 6.3), while costing about 6.3x less than Qwen3.5-35B-A3B (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	Qwen3.5-35B-A3B Qwen3.5-35B-A3B medium Toleo: 2026-02-24

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 high Toleo: 2026-07-14	Qwen3.5-35B-A3B Qwen3.5-35B-A3B medium Toleo: 2026-02-24
Alama	6.2	6.3
Nafasi	#110	#108
Uaminifu	9.7	10.0
Uthabiti	7.6	7.5
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	46.0%	69.8%
Majaribio yasiyo thabiti	6	6
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.910	5.162
Jumla ya gharama	$0.064	$0.401
Bei ya ingizo	$0.150 / 1M	$0.140 / 1M
Bei ya toleo	$0.600 / 1M	$1.000 / 1M
Jumla ya tokeni za ingizo	41,748	42,196
Tokeni za matokeo	3,894	40,630
Tokeni za hoja	91,773	353,577
Muda wa majibu (wastani)	11.02s	72.57s
Muda wa majibu (upeo)	104.98s	409.98s
Muda wa majibu (jumla)	231.37s	1524.04s

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

#108 Qwen3.5-35B-A3B

medium

Gharama: $0.009
Muda: 71.4s
Tokeni: 8,631 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
Qwen3.5-35B-A3B	10.0	10.0	100.0%	0		21.13s	672	798	42,652

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
Qwen3.5-35B-A3B	5.9	9.3	33.3%	0		206.65s	4,106	23,844	111,462

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
Qwen3.5-35B-A3B	4.7	1.6	66.7%	1		75.34s	20,992	775	12,485

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
Qwen3.5-35B-A3B	7.3	5.9	83.3%	1		59.33s	6,061	235	19,493

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
Qwen3.5-35B-A3B	4.1	4.4	44.5%	2		88.34s	500	41	46,368

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
Qwen3.5-35B-A3B	2.8	1.6	33.3%	1		30.30s	172	20	3,753

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
Qwen3.5-35B-A3B	10.0	10.0	100.0%	0		24.45s	699	97	17,361

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
Qwen3.5-35B-A3B	8.2	7.2	88.9%	1		33.13s	597	3,592	26,585

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
Qwen3.5-35B-A3B	10.0	10.0	100.0%	0		4.65s	8,193	309	1,365

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
Qwen3.5-35B-A3B	3.0	10.0	0.0%	0		177.35s	204	10,919	72,053

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

GPT-5.5nonevsQwen3.5-35B-A3Bmedium GPT-5.6 SolnonevsQwen3.5-35B-A3Bmedium Seed-2.0-LitenonevsKAT-Coder-Air V2.5high KAT-Coder-Air V2.5highvsGPT-5.6 Lunalow KAT-Coder-Air V2.5highvsGPT-5.5none 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 Seed-2.0-LitenonevsQwen3.5-35B-A3Bmedium GPT-5.6 LunalowvsQwen3.5-35B-A3Bmedium