AI BENCHY Compare

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

Muhtasari

Qwen3.5-122B-A10B (medium) inaongoza kwa average score: 7.7 vs 7.7. KAT-Coder-Pro V2.5 (high) ina gharama ya chini ya benchmark: $0.246 vs $0.588. KAT-Coder-Pro V2.5 (high) ni ya haraka zaidi: 12.30s vs 42.49s, na pass rates 63.5% vs 73.0%.

Muundo unaopendekezwaKAT-Coder-Pro V2.5 (high)Its score stays close to the best score here (7.7 vs 7.7), while costing about 2.4x 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 high 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 high Toleo: 2026-07-14	Qwen3.5-122B-A10B Qwen3.5-122B-A10B medium Toleo: 2026-02-24
Alama	7.7	7.7
Nafasi	#53	#46
Uaminifu	10.0	10.0
Uthabiti	8.1	8.8
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	63.5%	73.0%
Majaribio yasiyo thabiti	5	3
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	2.228	5.235
Jumla ya gharama	$0.246	$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	2,509	26,187
Tokeni za hoja	69,594	251,028
Muda wa majibu (wastani)	12.30s	42.49s
Muda wa majibu (upeo)	95.65s	168.16s
Muda wa majibu (jumla)	258.34s	892.30s

Onyesho la kizazi

Hamster playing table tennis

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

#53 KAT-Coder-Pro V2.5

high

Gharama: $0.009
Muda: 26.4s
Tokeni: 3,117 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	7.0	8.0	66.7%	1		3.17s	672	447	2,716
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	6.4	7.9	44.4%	1		22.00s	7,893	422	20,461
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		13.44s	15,132	394	2,807
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		4.13s	7,776	278	1,960
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	2.9	4.4	22.2%	2		35.33s	771	33	35,701
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	5.1	10.0	0.0%	0		3.27s	516	139	647
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	9.9	10.0	100.0%	0		2.67s	699	84	976
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	8.2	7.2	88.9%	1		3.38s	696	428	1,936
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		28.04s	8,391	268	896
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		5.22s	204	16	1,494
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 KAT-Coder-Pro V2.5highvsStep 3.7 Flashlow GPT-5.6 TerralowvsQwen3.5-122B-A10Bmedium Claude Opus 4.6mediumvsKAT-Coder-Pro V2.5high KAT-Coder-Pro V2.5highvsGPT-5.6 Terralow Qwen3.5-122B-A10BmediumvsStep 3.7 Flashlow GPT-5.6 LunahighvsQwen3.5-122B-A10Bmedium KAT-Coder-Pro V2.5highvsGrok 4.3medium KAT-Coder-Pro V2.5highvsMiniMax M3medium Claude Opus 4.8lowvsKAT-Coder-Pro V2.5high Qwen3.5-122B-A10BmediumvsGrok 4.5low KAT-Coder-Pro V2.5highvsGrok Build 0.1medium