AI BENCHY Compare

Anthropic: Claude Opus 4.8 vs Kwaipilot: KAT-Coder-Pro V2.5

Muhtasari

KAT-Coder-Pro V2.5 (medium) inaongoza kwa average score: 7.5 vs 7.2. KAT-Coder-Pro V2.5 (medium) ina gharama ya chini ya benchmark: $0.275 vs $0.539. Claude Opus 4.8 ni ya haraka zaidi: 3.48s vs 12.95s, na pass rates 61.9% vs 65.1%.

Muundo unaopendekezwaKAT-Coder-Pro V2.5 (medium)It has the best score here (7.5), while costing about 2.0x less than Claude Opus 4.8.

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

Kipimo	Claude Opus 4.8 Claude Opus 4.8 none Toleo: 2026-05-28	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 medium Toleo: 2026-07-14

Kipimo	Claude Opus 4.8 Claude Opus 4.8 none Toleo: 2026-05-28	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 medium Toleo: 2026-07-14
Alama	7.2	7.5
Nafasi	#73	#60
Uaminifu	10.0	10.0
Uthabiti	9.2	7.7
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	61.9%	65.1%
Majaribio yasiyo thabiti	2	6
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	4.485	2.498
Jumla ya gharama	$0.539	$0.275
Bei ya ingizo	$5.000 / 1M	$0.740 / 1M
Bei ya toleo	$25.000 / 1M	$2.960 / 1M
Jumla ya tokeni za ingizo	67,104	42,750
Tokeni za matokeo	8,107	2,098
Tokeni za hoja	0	80,027
Muda wa majibu (wastani)	3.48s	12.95s
Muda wa majibu (upeo)	17.73s	81.45s
Muda wa majibu (jumla)	73.00s	271.92s

Onyesho la kizazi

Hamster playing table tennis

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

#73 Claude Opus 4.8

none

Gharama: $0.053
Muda: 22.0s
Tokeni: 2,253 tok

#60 KAT-Coder-Pro V2.5

medium

Gharama: $0.009
Muda: 25.6s
Tokeni: 2,939 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
Claude Opus 4.8	6.5	10.0	50.0%	0		3.40s	834	1,472	0
KAT-Coder-Pro V2.5	8.2	7.9	83.3%	1		3.90s	672	208	3,868

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
Claude Opus 4.8	5.5	10.0	33.3%	0		3.29s	10,590	1,332	0
KAT-Coder-Pro V2.5	7.8	10.0	66.7%	0		33.10s	7,893	416	33,658

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
Claude Opus 4.8	9.5	10.0	100.0%	0		17.73s	29,658	3,259	0
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		14.50s	15,132	363	3,367

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
Claude Opus 4.8	7.3	5.8	83.3%	1		1.77s	10,503	308	0
KAT-Coder-Pro V2.5	7.3	5.9	83.3%	1		4.70s	7,776	275	2,122

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
Claude Opus 4.8	5.3	7.2	44.4%	1		1.70s	975	61	0
KAT-Coder-Pro V2.5	2.9	7.2	11.1%	1		29.03s	771	36	29,584

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
Claude Opus 4.8	10.0	10.0	100.0%	0		3.48s	708	230	0
KAT-Coder-Pro V2.5	4.7	3.1	33.3%	1		2.35s	516	92	381

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
Claude Opus 4.8	9.9	10.0	100.0%	0		1.37s	909	95	0
KAT-Coder-Pro V2.5	9.9	10.0	100.0%	0		2.58s	699	83	971

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
Claude Opus 4.8	7.7	10.0	66.7%	0		2.74s	894	783	0
KAT-Coder-Pro V2.5	5.9	4.5	66.7%	2		3.20s	696	325	1,867

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
Claude Opus 4.8	10.0	10.0	100.0%	0		5.35s	11,775	355	0
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		19.02s	8,391	282	1,010

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
Claude Opus 4.8	3.0	10.0	0.0%	0		3.41s	258	212	0
KAT-Coder-Pro V2.5	3.0	10.0	0.0%	0		9.87s	204	18	3,199

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

KAT-Coder-Pro V2.5mediumvsGPT-5.3 Chatnone Claude Opus 4.8nonevsGemma 4 26B A4BmediumInapatikana bure DeepSeek V4 ProhighvsKAT-Coder-Pro V2.5medium Claude Opus 4.8nonevsGrok 4.20medium Claude Opus 4.8nonevsStep 3.7 Flashhigh Claude Opus 4.8nonevsGLM 5.1medium Claude Opus 4.8nonevsGemini 3 Flash Previewlow Gemini 3 Flash PreviewlowvsKAT-Coder-Pro V2.5medium KAT-Coder-Pro V2.5mediumvsGPT-5.6 Lunahigh KAT-Coder-Pro V2.5mediumvsStep 3.7 Flashlow Claude Opus 4.8nonevsLaguna XS 2.1mediumInapatikana bure KAT-Coder-Pro V2.5mediumvsGPT-5.6 Terralow