AI BENCHY Compare

Anthropic: Claude Sonnet 4.6 vs Kwaipilot: KAT-Coder-Pro V2.5

Muhtasari

KAT-Coder-Pro V2.5 (medium) inaongoza kwa average score: 7.5 vs 7.3. KAT-Coder-Pro V2.5 (medium) ina gharama ya chini ya benchmark: $0.275 vs $0.316. Claude Sonnet 4.6 ni ya haraka zaidi: 5.04s vs 12.95s, na pass rates 55.6% vs 65.1%.

Muundo unaopendekezwaClaude Sonnet 4.6Its score stays close to the best score here (7.3 vs 7.5), while responding about 2.6x faster than KAT-Coder-Pro V2.5 (medium).

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

Kipimo	Claude Sonnet 4.6 Claude Sonnet 4.6 none Toleo: 2026-02-17	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 medium Toleo: 2026-07-14

Kipimo	Claude Sonnet 4.6 Claude Sonnet 4.6 none Toleo: 2026-02-17	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 medium Toleo: 2026-07-14
Alama	7.3	7.5
Nafasi	#71	#60
Uaminifu	10.0	10.0
Uthabiti	9.7	7.7
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	55.6%	65.1%
Majaribio yasiyo thabiti	1	6
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	2.870	2.498
Jumla ya gharama	$0.316	$0.275
Bei ya ingizo	$3.000 / 1M	$0.740 / 1M
Bei ya toleo	$15.000 / 1M	$2.960 / 1M
Jumla ya tokeni za ingizo	57,886	42,750
Tokeni za matokeo	9,465	2,098
Tokeni za hoja	0	80,027
Muda wa majibu (wastani)	5.04s	12.95s
Muda wa majibu (upeo)	23.84s	81.45s
Muda wa majibu (jumla)	70.60s	271.92s

Onyesho la kizazi

Hamster playing table tennis

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

#71 Claude Sonnet 4.6

none

Gharama: $0.038
Muda: 27.3s
Tokeni: 2,598 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 Sonnet 4.6	4.8	10.0	25.0%	0		2.94s	636	1,214	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 Sonnet 4.6	5.5	10.0	33.3%	0		5.19s	8,522	2,127	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 Sonnet 4.6	9.5	10.0	100.0%	0		23.84s	26,024	3,766	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 Sonnet 4.6	10.0	10.0	100.0%	0		3.43s	8,574	252	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 Sonnet 4.6	7.7	10.0	66.7%	0		3.54s	759	413	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 Sonnet 4.6	6.1	3.1	66.7%	1		2.56s	513	192	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 Sonnet 4.6	6.5	10.0	50.0%	0		1.96s	690	90	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 Sonnet 4.6	7.7	10.0	66.7%	0		2.53s	663	533	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 Sonnet 4.6	10.0	10.0	100.0%	0		4.11s	11,301	447	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 Sonnet 4.6	3.0	10.0	0.0%	0		4.67s	204	431	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 Sonnet 4.6nonevsGrok 4.20medium Claude Sonnet 4.6nonevsGemini 3 Flash Previewlow DeepSeek V4 ProhighvsKAT-Coder-Pro V2.5medium Claude Sonnet 4.6nonevsMiMo-V2.5-Promedium Claude Sonnet 4.6nonevsSeed-2.0-Minimedium Claude Sonnet 4.6nonevsGemma 4 26B A4BmediumInapatikana bure Claude Sonnet 4.6nonevsDeepSeek V3.2medium Gemini 3 Flash PreviewlowvsKAT-Coder-Pro V2.5medium Claude Sonnet 4.6nonevsQwen3.6 Flashmedium KAT-Coder-Pro V2.5mediumvsGPT-5.6 Lunahigh KAT-Coder-Pro V2.5mediumvsStep 3.7 Flashlow