AI BENCHY Compare

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

Muhtasari

KAT-Coder-Pro V2.5 (low) inaongoza kwa average score: 8.0 vs 7.8. KAT-Coder-Pro V2.5 (low) ina gharama ya chini ya benchmark: $0.220 vs $1.418. KAT-Coder-Pro V2.5 (low) ni ya haraka zaidi: 10.44s vs 17.06s, na pass rates 65.1% vs 71.4%.

Muundo unaopendekezwaKAT-Coder-Pro V2.5 (low)It has the best score here (8.0), while costing about 6.5x 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 low 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 low Toleo: 2026-07-14
Alama	7.8	8.0
Nafasi	#40	#35
Uaminifu	10.0	9.9
Uthabiti	9.1	7.3
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	65.1%	71.4%
Majaribio yasiyo thabiti	2	7
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	10.904	1.991
Jumla ya gharama	$1.418	$0.220
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	2,167
Tokeni za hoja	29,970	61,133
Muda wa majibu (wastani)	17.06s	10.44s
Muda wa majibu (upeo)	46.35s	51.34s
Muda wa majibu (jumla)	221.83s	219.17s

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

#35 KAT-Coder-Pro V2.5

low

Gharama: $0.016
Muda: 47.6s
Tokeni: 5,182 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	6.9	5.8	75.0%	2		4.20s	672	277	4,228

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	7.8	10.0	66.7%	0		24.87s	7,893	402	24,945

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		14.59s	15,132	394	3,391

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		4.19s	7,776	288	1,917

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	4.1	4.4	44.5%	2		17.52s	771	35	16,877

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	4.1	2.7	33.3%	1		2.32s	516	99	412

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	10.0	10.0	100.0%	0		2.53s	699	83	1,008

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	6.4	4.4	77.8%	2		3.11s	696	289	1,820

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		18.45s	8,391	282	834

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		17.06s	204	18	5,701

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

Claude Sonnet 4.6mediumvsGrok 4.5low KAT-Coder-Pro V2.5lowvsQwen3.5 Plus 2026-02-15medium KAT-Coder-Pro V2.5lowvsGPT-5.4 Minimedium KAT-Coder-Pro V2.5lowvsGLM 5.2high KAT-Coder-Pro V2.5lowvsQwen3.5-27Bmedium Claude Sonnet 5mediumvsKAT-Coder-Pro V2.5low Claude Sonnet 4.6mediumvsGPT-5.6 Terralow KAT-Coder-Pro V2.5lowvsQwen3.6 Plusmedium Claude Sonnet 4.6mediumvsStep 3.7 Flashlow Claude Sonnet 4.6mediumvsGPT-5.6 Lunahigh KAT-Coder-Pro V2.5lowvsGPT-5.6 Terramedium Claude Sonnet 4.6mediumvsKAT-Coder-Pro V2.5high