AI BENCHY Compare

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

Muhtasari

Claude Sonnet 4.6 (medium) inaongoza kwa average score: 7.8 vs 7.7. KAT-Coder-Pro V2.5 (high) ina gharama ya chini ya benchmark: $0.246 vs $1.418. KAT-Coder-Pro V2.5 (high) ni ya haraka zaidi: 12.30s vs 17.06s, na pass rates 65.1% vs 63.5%.

Muundo unaopendekezwaKAT-Coder-Pro V2.5 (high)Its score stays close to the best score here (7.7 vs 7.8), while costing about 5.8x less than Claude Sonnet 4.6 (medium).

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

Kipimo	Claude Sonnet 4.6 Claude Sonnet 4.6 medium Toleo: 2026-02-17	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 high Toleo: 2026-07-14

Kipimo	Claude Sonnet 4.6 Claude Sonnet 4.6 medium Toleo: 2026-02-17	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 high Toleo: 2026-07-14
Alama	7.8	7.7
Nafasi	#40	#53
Uaminifu	10.0	10.0
Uthabiti	9.1	8.1
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	65.1%	63.5%
Majaribio yasiyo thabiti	2	5
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	10.904	2.228
Jumla ya gharama	$1.418	$0.246
Bei ya ingizo	$3.000 / 1M	$0.740 / 1M
Bei ya toleo	$15.000 / 1M	$2.960 / 1M
Jumla ya tokeni za ingizo	49,112	42,750
Tokeni za matokeo	54,703	2,509
Tokeni za hoja	29,970	69,594
Muda wa majibu (wastani)	17.06s	12.30s
Muda wa majibu (upeo)	46.35s	95.65s
Muda wa majibu (jumla)	221.83s	258.34s

Onyesho la kizazi

Hamster playing table tennis

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

#40 Claude Sonnet 4.6

medium

SVG batili

Gharama: $0.000
Muda: 300.0s
Tokeni: 0 tok

#53 KAT-Coder-Pro V2.5

high

Gharama: $0.009
Muda: 26.4s
Tokeni: 3,117 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	6.5	10.0	50.0%	0		2.98s	789	1,046	1,093
KAT-Coder-Pro V2.5	7.0	8.0	66.7%	1		3.17s	672	447	2,716

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	5.7	6.6	44.4%	1		33.29s	6,995	16,089	3,686
KAT-Coder-Pro V2.5	6.4	7.9	44.4%	1		22.00s	7,893	422	20,461

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	10.0	10.0	100.0%	0		46.35s	18,351	5,871	3,962
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		13.44s	15,132	394	2,807

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		13.90s	8,676	649	742
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		4.13s	7,776	278	1,960

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	2.9	7.2	11.1%	1		0ms	471	25,790	16,919
KAT-Coder-Pro V2.5	2.9	4.4	22.2%	2		35.33s	771	33	35,701

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	10.0	10.0	100.0%	0		4.94s	564	256	433
KAT-Coder-Pro V2.5	5.1	10.0	0.0%	0		3.27s	516	139	647

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	10.0	10.0	100.0%	0		2.61s	792	318	552
KAT-Coder-Pro V2.5	9.9	10.0	100.0%	0		2.67s	699	84	976

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	10.0	10.0	100.0%	0		5.31s	816	592	646
KAT-Coder-Pro V2.5	8.2	7.2	88.9%	1		3.38s	696	428	1,936

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		7.48s	11,454	655	351
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		28.04s	8,391	268	896

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		30.09s	204	3,437	1,586
KAT-Coder-Pro V2.5	3.0	10.0	0.0%	0		5.22s	204	16	1,494

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