AI BENCHY Compare

Kwaipilot: KAT-Coder-Pro V2.5 vs StepFun: Step 3.7 Flash

Muhtasari

Step 3.7 Flash (low) inaongoza kwa average score: 7.7 vs 7.5. KAT-Coder-Pro V2.5 (medium) ina gharama ya chini ya benchmark: $0.275 vs $0.341. KAT-Coder-Pro V2.5 (medium) ni ya haraka zaidi: 12.95s vs 15.74s, na pass rates 65.1% vs 68.3%.

Muundo unaopendekezwaKAT-Coder-Pro V2.5 (medium)It offers the best overall trade-off: a competitive score (7.5), lower cost than Step 3.7 Flash (low), and balanced response time.

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

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 medium Toleo: 2026-07-14	Step 3.7 Flash Step 3.7 Flash low Toleo: 2026-05-29

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 medium Toleo: 2026-07-14	Step 3.7 Flash Step 3.7 Flash low Toleo: 2026-05-29
Alama	7.5	7.7
Nafasi	#60	#51
Uaminifu	10.0	10.0
Uthabiti	7.7	8.4
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	65.1%	68.3%
Majaribio yasiyo thabiti	6	4
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	2.498	2.840
Jumla ya gharama	$0.275	$0.341
Bei ya ingizo	$0.740 / 1M	$0.200 / 1M
Bei ya toleo	$2.960 / 1M	$1.150 / 1M
Jumla ya tokeni za ingizo	42,750	40,101
Tokeni za matokeo	2,098	289,325
Tokeni za hoja	80,027	0
Muda wa majibu (wastani)	12.95s	15.74s
Muda wa majibu (upeo)	81.45s	124.75s
Muda wa majibu (jumla)	271.92s	330.63s

Onyesho la kizazi

Hamster playing table tennis

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

#60 KAT-Coder-Pro V2.5

medium

Gharama: $0.009
Muda: 25.6s
Tokeni: 2,939 tok

#51 Step 3.7 Flash

low

SVG batili

Gharama: $0.004
Muda: 25.3s
Tokeni: 3,072 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	8.2	7.9	83.3%	1		3.90s	672	208	3,868
Step 3.7 Flash	8.7	7.9	91.7%	1		4.02s	756	10,896	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	7.8	10.0	66.7%	0		33.10s	7,893	416	33,658
Step 3.7 Flash	8.2	7.2	88.9%	1		9.46s	7,437	18,685	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	10.0	10.0	100.0%	0		14.50s	15,132	363	3,367
Step 3.7 Flash	10.0	10.0	100.0%	0		7.98s	13,683	6,426	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	7.3	5.9	83.3%	1		4.70s	7,776	275	2,122
Step 3.7 Flash	7.3	5.8	83.3%	1		2.29s	7,398	2,667	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	2.9	7.2	11.1%	1		29.03s	771	36	29,584
Step 3.7 Flash	5.3	7.2	44.4%	1		43.31s	828	104,487	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	4.7	3.1	33.3%	1		2.35s	516	92	381
Step 3.7 Flash	3.4	9.3	0.0%	0		7.00s	525	4,604	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	9.9	10.0	100.0%	0		2.58s	699	83	971
Step 3.7 Flash	9.8	10.0	100.0%	0		1.58s	735	1,857	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	5.9	4.5	66.7%	2		3.20s	696	325	1,867
Step 3.7 Flash	5.5	9.9	33.3%	0		1.84s	756	3,564	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		19.02s	8,391	282	1,010
Step 3.7 Flash	10.0	10.0	100.0%	0		3.25s	7,746	1,360	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		9.87s	204	18	3,199
Step 3.7 Flash	3.0	10.0	0.0%	0		124.75s	237	134,779	0

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

GPT-5.6 LunahighvsStep 3.7 Flashlow Claude Opus 4.6mediumvsStep 3.7 Flashlow Step 3.7 FlashlowvsGrok 4.3medium KAT-Coder-Pro V2.5mediumvsGPT-5.3 Chatnone KAT-Coder-Pro V2.5highvsStep 3.7 Flashlow Qwen3.5-122B-A10BmediumvsStep 3.7 Flashlow Kimi K2.6mediumInapatikana burevsStep 3.7 Flashlow Gemini 3.1 Flash LitemediumvsStep 3.7 Flashlow DeepSeek V4 ProhighvsKAT-Coder-Pro V2.5medium Qwen3.5 Plus 2026-04-20mediumvsStep 3.7 Flashlow Gemini 3.1 Flash Lite PreviewmediumvsStep 3.7 Flashlow MiniMax M3mediumvsStep 3.7 Flashlow