Kwaipilot: KAT-Coder-Pro V2.5 vs Z.ai: GLM 5.2

KAT-Coder-Pro V2.5 inaongoza kwa average score: 6.7 vs 6.6. GLM 5.2 ina gharama ya chini ya benchmark: $0.125 vs $0.476. GLM 5.2 ni ya haraka zaidi: 9.34s vs 25.56s, na pass rates 68.2% vs 59.1%.

Muundo unaopendekezwaGLM 5.2Its score stays close to the best score here (6.6 vs 6.7), while costing about 3.8x less than KAT-Coder-Pro V2.5.

Benchmark zimetengenezwa kutoka seti za majaribio za AI BENCHY tarehe: 2026-07-25

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none Toleo: 2026-07-14	GLM 5.2 GLM 5.2 none Toleo: 2026-06-17

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none Toleo: 2026-07-14	GLM 5.2 GLM 5.2 none Toleo: 2026-06-17
Alama	6.7	6.6
Nafasi	#101	#105
Uaminifu	10.0	10.0
Uthabiti	7.4	9.2
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	68.2%	59.1%
Majaribio yasiyo thabiti	7	2
Jumla ya uendeshaji	66	64
Gharama kwa matokeo	4.319	1.421
Jumla ya gharama	$0.476	$0.125
Bei ya ingizo	$0.740 / 1M	$0.793 / 1M
Bei ya toleo	$2.960 / 1M	$2.491 / 1M
Jumla ya tokeni za ingizo	98,499	112,359
Tokeni za matokeo	135,861	14,340
Tokeni za hoja	0	0
Muda wa majibu (wastani)	25.56s	9.34s
Muda wa majibu (upeo)	335.41s	79.65s
Muda wa majibu (jumla)	562.43s	205.46s

Hamster playing table tennis

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

#101 KAT-Coder-Pro V2.5

none

Gharama: $0.010
Muda: 29.0s
Tokeni: 3,439 tok

#105 GLM 5.2

none

SVG batili

Gharama: $0.033
Muda: 87.7s
Tokeni: 7,455 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-Pro V2.5	8.7	7.9	91.7%	1		4.58s	672	3,998	0
GLM 5.2	8.3	10.0	75.0%	0		3.70s	567	313	0

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-Pro V2.5	6.1	4.7	66.7%	2		22.52s	7,893	22,440	0
GLM 5.2	3.7	9.5	0.0%	0		7.55s	7,263	1,958	0

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-Pro V2.5	4.1	5.0	33.3%	1		183.08s	70,881	77,889	0
GLM 5.2	6.9	5.9	66.7%	1		50.17s	88,074	11,016	0

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-Pro V2.5	10.0	10.0	100.0%	0		5.07s	7,776	2,361	0
GLM 5.2	10.0	10.0	100.0%	0		7.17s	7,113	204	0

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-Pro V2.5	3.6	7.2	22.2%	1		21.64s	771	20,972	0
GLM 5.2	5.3	10.0	33.3%	0		4.04s	606	23	0

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-Pro V2.5	4.8	3.2	33.3%	1		5.16s	516	1,067	0
GLM 5.2	6.1	3.1	66.7%	1		4.42s	480	82	0

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-Pro V2.5	9.8	10.0	100.0%	0		2.61s	699	1,084	0
GLM 5.2	9.8	10.0	100.0%	0		3.84s	642	66	0

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-Pro V2.5	8.2	7.2	88.9%	1		3.03s	696	1,929	0
GLM 5.2	7.7	10.0	66.7%	0		3.31s	618	265	0

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-Pro V2.5	10.0	10.0	100.0%	0		5.93s	8,391	1,103	0
GLM 5.2	10.0	10.0	100.0%	0		15.76s	6,807	400	0

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-Pro V2.5	3.0	10.0	0.0%	0		9.91s	204	3,018	0
GLM 5.2	3.0	10.0	0.0%	0		3.41s	189	13	0

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

KAT-Coder-Pro V2.5nonevsLongCat 2.0low Gemma 4 26B A4BmediumInapatikana burevsGLM 5.2none Gemini 3.5 Flash-LitelowvsKAT-Coder-Pro V2.5none LongCat 2.0highvsGLM 5.2none KAT-Coder-Pro V2.5nonevsQwen3.6 35B A3Bmedium Gemini 3.5 Flash-LitemediumvsGLM 5.2none Qwen3.6 27BmediumvsGLM 5.2none Gemma 4 26B A4BmediumInapatikana burevsKAT-Coder-Pro V2.5none LongCat 2.0lowvsGLM 5.2none Gemini 3.5 Flash-LitelowvsGLM 5.2none KAT-Coder-Pro V2.5nonevsLongCat 2.0high MiMo-V2.5mediumvsGLM 5.2none