AI BENCHY Compare

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

Muhtasari

average score iko karibu sawa: 7.7 vs 7.7. KAT-Coder-Pro V2.5 (high) ina gharama ya chini ya benchmark: $0.246 vs $0.341. KAT-Coder-Pro V2.5 (high) ni ya haraka zaidi: 12.30s vs 15.74s, na pass rates 63.5% vs 68.3%.

Muundo unaopendekezwaKAT-Coder-Pro V2.5 (high)It has the strongest score in this comparison (7.7) and the best overall balance of cost and response time across all 2 models.

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	Step 3.7 Flash Step 3.7 Flash low Toleo: 2026-05-29

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 high Toleo: 2026-07-14	Step 3.7 Flash Step 3.7 Flash low Toleo: 2026-05-29
Alama	7.7	7.7
Nafasi	#53	#51
Uaminifu	10.0	10.0
Uthabiti	8.1	8.4
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	63.5%	68.3%
Majaribio yasiyo thabiti	5	4
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	2.228	2.840
Jumla ya gharama	$0.246	$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	2,509	289,325
Tokeni za hoja	69,594	0
Muda wa majibu (wastani)	12.30s	15.74s
Muda wa majibu (upeo)	95.65s	124.75s
Muda wa majibu (jumla)	258.34s	330.63s

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

#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	7.0	8.0	66.7%	1		3.17s	672	447	2,716
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	6.4	7.9	44.4%	1		22.00s	7,893	422	20,461
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		13.44s	15,132	394	2,807
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	10.0	10.0	100.0%	0		4.13s	7,776	278	1,960
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	4.4	22.2%	2		35.33s	771	33	35,701
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	5.1	10.0	0.0%	0		3.27s	516	139	647
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		2.67s	699	84	976
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	8.2	7.2	88.9%	1		3.38s	696	428	1,936
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		28.04s	8,391	268	896
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		5.22s	204	16	1,494
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 Claude Opus 4.6mediumvsKAT-Coder-Pro V2.5high KAT-Coder-Pro V2.5highvsGPT-5.6 Terralow Qwen3.5-122B-A10BmediumvsStep 3.7 Flashlow KAT-Coder-Pro V2.5highvsGrok 4.3medium KAT-Coder-Pro V2.5highvsMiniMax M3medium Kimi K2.6mediumInapatikana burevsStep 3.7 Flashlow Gemini 3.1 Flash LitemediumvsStep 3.7 Flashlow Claude Opus 4.8lowvsKAT-Coder-Pro V2.5high KAT-Coder-Pro V2.5highvsQwen3.5-122B-A10Bmedium