AI BENCHY Compare

Kwaipilot: KAT-Coder-Air V2.5 vs OpenAI: GPT-5.6 Luna

Muhtasari

GPT-5.6 Luna (low) inaongoza kwa average score: 6.2 vs 6.0. KAT-Coder-Air V2.5 (low) ina gharama ya chini ya benchmark: $0.030 vs $0.141. GPT-5.6 Luna (low) ni ya haraka zaidi: 4.35s vs 6.47s, na pass rates 46.0% vs 57.1%.

Muundo unaopendekezwaKAT-Coder-Air V2.5 (low)Its score stays close to the best score here (6.0 vs 6.2), while costing about 4.7x less than GPT-5.6 Luna (low).

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

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 low Toleo: 2026-07-14	GPT-5.6 Luna GPT-5.6 Luna low Toleo: 2026-07-09

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 low Toleo: 2026-07-14	GPT-5.6 Luna GPT-5.6 Luna low Toleo: 2026-07-09
Alama	6.0	6.2
Nafasi	#124	#113
Uaminifu	9.7	10.0
Uthabiti	7.6	8.5
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	46.0%	57.1%
Majaribio yasiyo thabiti	6	4
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.427	1.404
Jumla ya gharama	$0.030	$0.141
Bei ya ingizo	$0.150 / 1M	$1.000 / 1M
Bei ya toleo	$0.600 / 1M	$6.000 / 1M
Jumla ya tokeni za ingizo	42,464	34,218
Tokeni za matokeo	4,227	2,110
Tokeni za hoja	34,864	15,571
Muda wa majibu (wastani)	6.47s	4.35s
Muda wa majibu (upeo)	25.49s	18.06s
Muda wa majibu (jumla)	135.80s	91.45s

Onyesho la kizazi

Hamster playing table tennis

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

#124 KAT-Coder-Air V2.5

low

Gharama: $0.004
Muda: 29.9s
Tokeni: 6,008 tok

#113 GPT-5.6 Luna

low

Gharama: $0.011
Muda: 10.2s
Tokeni: 1,897 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	7.3	5.8	83.3%	2		3.50s	672	422	1,548
GPT-5.6 Luna	8.3	10.0	75.0%	0		2.21s	606	186	722

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	3.5	7.3	11.1%	1		11.06s	7,893	2,001	13,623
GPT-5.6 Luna	5.5	10.0	33.3%	0		4.61s	7,302	557	3,535

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		25.49s	15,132	368	5,707
GPT-5.6 Luna	2.8	1.6	33.3%	1		7.99s	11,019	300	1,060

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		2.82s	7,776	261	1,069
GPT-5.6 Luna	10.0	10.0	100.0%	0		2.14s	7,140	234	292

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		4.99s	553	310	3,332
GPT-5.6 Luna	3.6	7.2	22.2%	1		10.05s	723	70	6,718

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	5.0	10.0	0.0%	0		10.11s	516	142	596
GPT-5.6 Luna	5.0	10.0	0.0%	0		2.25s	477	122	169

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		1.64s	699	89	640
GPT-5.6 Luna	8.5	6.8	83.3%	1		2.04s	660	93	259

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	3.1	4.6	22.2%	2		1.57s	696	294	796
GPT-5.6 Luna	7.6	7.2	77.8%	1		3.59s	642	271	1,207

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		4.47s	8,391	330	1,065
GPT-5.6 Luna	10.0	10.0	100.0%	0		4.43s	5,454	250	177

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		19.98s	136	10	6,488
GPT-5.6 Luna	3.0	10.0	0.0%	0		4.86s	195	27	1,432

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

KAT-Coder-Air V2.5lowvsGPT-5.6 Terranone Seed-2.0-LitenonevsGPT-5.6 Lunalow KAT-Coder-Air V2.5lowvsQwen3.6 Max Previewnone KAT-Coder-Air V2.5lowvsGLM 5none KAT-Coder-Air V2.5lowvsQwen3.6 Flashnone KAT-Coder-Air V2.5highvsGPT-5.6 Lunalow Gemini 2.5 FlashnonevsGPT-5.6 Lunalow KAT-Coder-Air V2.5mediumvsGPT-5.6 Lunalow KAT-Coder-Air V2.5lowvsQwen3.5-35B-A3Bnone Gemini 3.1 Flash LiteminimalvsGPT-5.6 Lunalow KAT-Coder-Air V2.5lowvsNemotron 3 Ultra 550b A55bnoneInapatikana bure Gemini 3.1 Flash LitenonevsGPT-5.6 Lunalow