AI BENCHY Compare

Kwaipilot: KAT-Coder-Pro V2.5 vs Qwen: Qwen3.5-122B-A10B

Muhtasari

KAT-Coder-Pro V2.5 (low) inaongoza kwa average score: 8.0 vs 7.7. KAT-Coder-Pro V2.5 (low) ina gharama ya chini ya benchmark: $0.220 vs $0.588. KAT-Coder-Pro V2.5 (low) ni ya haraka zaidi: 10.44s vs 42.49s, na pass rates 71.4% vs 73.0%.

Muundo unaopendekezwaKAT-Coder-Pro V2.5 (low)It has the best score here (8.0), while costing about 2.7x less than Qwen3.5-122B-A10B (medium).

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

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low Toleo: 2026-07-14	Qwen3.5-122B-A10B Qwen3.5-122B-A10B medium Toleo: 2026-02-24

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low Toleo: 2026-07-14	Qwen3.5-122B-A10B Qwen3.5-122B-A10B medium Toleo: 2026-02-24
Alama	8.0	7.7
Nafasi	#35	#46
Uaminifu	9.9	10.0
Uthabiti	7.3	8.8
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	71.4%	73.0%
Majaribio yasiyo thabiti	7	3
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	1.991	5.235
Jumla ya gharama	$0.220	$0.588
Bei ya ingizo	$0.740 / 1M	$0.260 / 1M
Bei ya toleo	$2.960 / 1M	$2.080 / 1M
Jumla ya tokeni za ingizo	42,750	41,832
Tokeni za matokeo	2,167	26,187
Tokeni za hoja	61,133	251,028
Muda wa majibu (wastani)	10.44s	42.49s
Muda wa majibu (upeo)	51.34s	168.16s
Muda wa majibu (jumla)	219.17s	892.30s

Onyesho la kizazi

Hamster playing table tennis

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

#35 KAT-Coder-Pro V2.5

low

Gharama: $0.016
Muda: 47.6s
Tokeni: 5,182 tok

#46 Qwen3.5-122B-A10B

medium

Gharama: $0.019
Muda: 48.7s
Tokeni: 6,034 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	6.9	5.8	75.0%	2		4.20s	672	277	4,228
Qwen3.5-122B-A10B	10.0	10.0	100.0%	0		9.75s	672	269	16,835

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	7.8	10.0	66.7%	0		24.87s	7,893	402	24,945
Qwen3.5-122B-A10B	6.0	7.2	55.6%	1		114.48s	7,630	8,057	82,578

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	10.0	10.0	100.0%	0		14.59s	15,132	394	3,391
Qwen3.5-122B-A10B	10.0	10.0	100.0%	0		107.79s	14,947	483	11,337

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		4.19s	7,776	288	1,917
Qwen3.5-122B-A10B	10.0	10.0	100.0%	0		23.41s	7,782	270	16,558

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	4.1	4.4	44.5%	2		17.52s	771	35	16,877
Qwen3.5-122B-A10B	2.9	7.2	11.1%	1		63.40s	771	15,537	64,889

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	4.1	2.7	33.3%	1		2.32s	516	99	412
Qwen3.5-122B-A10B	3.4	2.2	33.3%	1		34.11s	344	66	7,592

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	10.0	10.0	100.0%	0		2.53s	699	83	1,008
Qwen3.5-122B-A10B	10.0	10.0	100.0%	0		9.88s	593	77	7,372

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	6.4	4.4	77.8%	2		3.11s	696	289	1,820
Qwen3.5-122B-A10B	10.0	10.0	100.0%	0		17.89s	696	284	27,575

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		18.45s	8,391	282	834
Qwen3.5-122B-A10B	10.0	10.0	100.0%	0		4.60s	8,193	322	1,226

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		17.06s	204	18	5,701
Qwen3.5-122B-A10B	3.0	10.0	0.0%	0		52.87s	204	822	15,066

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

Claude Opus 4.8lowvsQwen3.5-122B-A10Bmedium GPT-5.6 TerralowvsQwen3.5-122B-A10Bmedium KAT-Coder-Pro V2.5lowvsQwen3.5 Plus 2026-02-15medium KAT-Coder-Pro V2.5lowvsGPT-5.4 Minimedium Qwen3.5-122B-A10BmediumvsStep 3.7 Flashlow GPT-5.6 LunahighvsQwen3.5-122B-A10Bmedium KAT-Coder-Pro V2.5lowvsGLM 5.2high KAT-Coder-Pro V2.5highvsQwen3.5-122B-A10Bmedium Qwen3.5-122B-A10BmediumvsGrok 4.5low KAT-Coder-Pro V2.5lowvsQwen3.5-27Bmedium Claude Sonnet 5mediumvsKAT-Coder-Pro V2.5low KAT-Coder-Pro V2.5lowvsQwen3.6 Plusmedium