AI BENCHY Compare

Kwaipilot: KAT-Coder-Air V2.5 vs Kwaipilot: KAT-Coder-Air V2.5

Muhtasari

KAT-Coder-Air V2.5 (high) inaongoza kwa average score: 6.2 vs 6.0. KAT-Coder-Air V2.5 (low) ina gharama ya chini ya benchmark: $0.030 vs $0.064. KAT-Coder-Air V2.5 (low) ni ya haraka zaidi: 6.47s vs 11.02s, na pass rates 46.0% vs 46.0%.

Muundo unaopendekezwaKAT-Coder-Air V2.5 (low)Its score stays close to the best score here (6.0 vs 6.2), while costing about 2.1x less than KAT-Coder-Air V2.5 (high).

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	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 low Toleo: 2026-07-14

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 high Toleo: 2026-07-14	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 low Toleo: 2026-07-14
Alama	6.2	6.0
Nafasi	#110	#124
Uaminifu	9.7	9.7
Uthabiti	7.6	7.6
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	46.0%	46.0%
Majaribio yasiyo thabiti	6	6
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.910	0.427
Jumla ya gharama	$0.064	$0.030
Bei ya ingizo	$0.150 / 1M	$0.150 / 1M
Bei ya toleo	$0.600 / 1M	$0.600 / 1M
Jumla ya tokeni za ingizo	41,748	42,464
Tokeni za matokeo	3,894	4,227
Tokeni za hoja	91,773	34,864
Muda wa majibu (wastani)	11.02s	6.47s
Muda wa majibu (upeo)	104.98s	25.49s
Muda wa majibu (jumla)	231.37s	135.80s

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

#124 KAT-Coder-Air V2.5

low

Gharama: $0.004
Muda: 29.9s
Tokeni: 6,008 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
KAT-Coder-Air V2.5	7.3	5.8	83.3%	2		3.50s	672	422	1,548

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
KAT-Coder-Air V2.5	3.5	7.3	11.1%	1		11.06s	7,893	2,001	13,623

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
KAT-Coder-Air V2.5	10.0	10.0	100.0%	0		25.49s	15,132	368	5,707

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
KAT-Coder-Air V2.5	6.5	10.0	50.0%	0		2.82s	7,776	261	1,069

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
KAT-Coder-Air V2.5	2.9	7.2	11.1%	1		4.99s	553	310	3,332

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
KAT-Coder-Air V2.5	5.0	10.0	0.0%	0		10.11s	516	142	596

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
KAT-Coder-Air V2.5	9.8	10.0	100.0%	0		1.64s	699	89	640

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
KAT-Coder-Air V2.5	3.1	4.6	22.2%	2		1.57s	696	294	796

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
KAT-Coder-Air V2.5	10.0	10.0	100.0%	0		4.47s	8,391	330	1,065

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
KAT-Coder-Air V2.5	3.0	10.0	0.0%	0		19.98s	136	10	6,488

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

KAT-Coder-Air V2.5lowvsGPT-5.6 Terranone KAT-Coder-Air V2.5lowvsQwen3.6 Max Previewnone KAT-Coder-Air V2.5lowvsGLM 5none Seed-2.0-LitenonevsKAT-Coder-Air V2.5high KAT-Coder-Air V2.5lowvsQwen3.6 Flashnone KAT-Coder-Air V2.5highvsGPT-5.6 Lunalow KAT-Coder-Air V2.5highvsGPT-5.5none KAT-Coder-Air V2.5lowvsQwen3.5-35B-A3Bnone KAT-Coder-Air V2.5highvsQwen3.5-35B-A3Bmedium KAT-Coder-Air V2.5lowvsNemotron 3 Ultra 550b A55bnoneInapatikana bure Gemini 2.5 FlashnonevsKAT-Coder-Air V2.5high Gemma 4 31BmediumInapatikana burevsKAT-Coder-Air V2.5high