AI BENCHY Compare

Kwaipilot: KAT-Coder-Pro V2.5 vs Qwen: Qwen3.5 Plus 2026-04-20

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 $0.317. KAT-Coder-Pro V2.5 (low) ni ya haraka zaidi: 10.44s vs 46.36s, na pass rates 71.4% vs 66.7%.

Muundo unaopendekezwaKAT-Coder-Pro V2.5 (low)It has the best score here (8.0), while responding about 4.4x faster than Qwen3.5 Plus 2026-04-20 (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 Plus 2026-04-20 Qwen3.5 Plus 2026-04-20 medium Toleo: 2026-04-20

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low Toleo: 2026-07-14	Qwen3.5 Plus 2026-04-20 Qwen3.5 Plus 2026-04-20 medium Toleo: 2026-04-20
Alama	8.0	7.8
Nafasi	#35	#43
Uaminifu	9.9	10.0
Uthabiti	7.3	9.0
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	71.4%	66.7%
Majaribio yasiyo thabiti	7	2
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	1.991	3.023
Jumla ya gharama	$0.220	$0.317
Bei ya ingizo	$0.740 / 1M	$0.300 / 1M
Bei ya toleo	$2.960 / 1M	$1.800 / 1M
Jumla ya tokeni za ingizo	42,750	42,097
Tokeni za matokeo	2,167	2,280
Tokeni za hoja	61,133	166,613
Muda wa majibu (wastani)	10.44s	46.36s
Muda wa majibu (upeo)	51.34s	189.38s
Muda wa majibu (jumla)	219.17s	973.57s

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

#43 Qwen3.5 Plus 2026-04-20

medium

Gharama: $0.008
Muda: 76.7s
Tokeni: 4,355 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 Plus 2026-04-20	10.0	10.0	100.0%	0		10.84s	672	215	7,748

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 Plus 2026-04-20	6.2	8.7	33.3%	0		125.25s	7,630	308	58,682

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 Plus 2026-04-20	10.0	10.0	100.0%	0		92.41s	14,934	483	17,490

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 Plus 2026-04-20	10.0	10.0	100.0%	0		38.32s	7,782	270	14,668

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 Plus 2026-04-20	2.9	7.2	11.1%	1		53.10s	771	63	28,414

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 Plus 2026-04-20	4.9	9.6	0.0%	0		25.30s	516	125	4,792

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 Plus 2026-04-20	10.0	10.0	100.0%	0		20.25s	699	103	7,689

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 Plus 2026-04-20	8.2	7.2	88.9%	1		17.67s	696	338	9,800

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 Plus 2026-04-20	10.0	10.0	100.0%	0		14.72s	8,193	348	2,164

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 Plus 2026-04-20	3.0	10.0	0.0%	0		92.57s	204	27	15,166

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

KAT-Coder-Pro V2.5lowvsQwen3.5 Plus 2026-02-15medium Claude Opus 4.8lowvsQwen3.5 Plus 2026-04-20medium KAT-Coder-Pro V2.5lowvsGPT-5.4 Minimedium Qwen3.5 Plus 2026-04-20mediumvsGrok 4.5low GPT-5.6 TerralowvsQwen3.5 Plus 2026-04-20medium KAT-Coder-Pro V2.5lowvsGLM 5.2high Qwen3.5 Plus 2026-04-20mediumvsStep 3.7 Flashlow GPT-5.6 LunahighvsQwen3.5 Plus 2026-04-20medium KAT-Coder-Pro V2.5lowvsQwen3.5-27Bmedium KAT-Coder-Pro V2.5highvsQwen3.5 Plus 2026-04-20medium Claude Sonnet 5mediumvsKAT-Coder-Pro V2.5low KAT-Coder-Pro V2.5lowvsQwen3.6 Plusmedium