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Step 3.7 Flash

StepFunOpen WeightApache 2.0 · Commercial OK

Description

Step 3.7 Flash is an open-source multimodal reasoning model by StepFun with 198B total parameters (11B active) using Mixture of Experts. It accepts text and image inputs and features a 256K context window, selectable reasoning effort, tool calling, and agentic capabilities for coding and search workflows, scoring 80.9% on GPQA Diamond and 56.3% on SWE-bench Pro.

Release Date
2026-05-29
Parameters
198.0B
Context Length
256K
Modalities
image, text, video

Capability Radar

20
general
40
coding
81
reasoning
56
science
60
agents
90
multimodal

Rankings

Domain#RankScoreSource
Code Ranking171
59.0
AA
General Ranking120
59.0
AA
Science149
59.0
AA

Benchmark Scores (LLM Stats)

(LLM Stats (zeroeval))

General

GDPval45.8%SR

Reasoning

Terminal-Bench 2.159.5%SR
SWE-Bench ProPrinceton NLP (2024)56.3%SR
Humanity's Last Exam (with tools, text-only)47.2%SR

AA Evaluation Indices

(Artificial Analysis)
Tau2(Sierra + U Toronto + Vector Institute (2025))
98.5
Gpqa(NYU + Cohere + Anthropic (2023))
80.9
Lcr(Artificial Analysis)
73.7
Ifbench(Google Research (2023))
67.3
Scicode(UIUC + Argonne National Lab (2024))
43.9
Coding Index(Artificial Analysis)
39.6
Terminalbench V2 1
39.3
Terminalbench Hard(Stanford × Laude Institute (2026))
35.6
Hle(Center for AI Safety + Scale AI (2025))
21.4
Intelligence Index(Artificial Analysis)
19.5
Tau Banking
12.0

LLM Stats Category Scores

(LLM Stats (zeroeval))
Code
60
Tool Calling
60
Legal
50
Math
50
Reasoning
50
Finance
50
General
50
Agents
50

Pricing

Input Price$0.2 / 1M tokens
Output Price$1.15 / 1M tokens
Blended Price (3:1)$0.438 / 1M tokens
Cache Read Price$0.04035 / 1M tokens

Speed

Tokens/sec0.0
Time to First Token0.00s
Time to Answer0.00s

Provider Price Ranking

Provider Price Ranking

14 providers

Cheapest: DeepInfraMost Expensive: Kenari
ProviderInputOutput
1DeepInfraCheapest
$0
$0
2StepFunPRIMARY
$0.2
$1.15
3OpenRouter
$0.2
$1.15
4ZenMux
$0.2
$1.15
5Novita AI
$0.2
$1.15
6Kilo Gateway
$0.2
$1.15
7Requesty
$0.2
$1.15
8Vercel AI Gateway
$0.2
$1.15
9DevPass (LLM Gateway)
$0.2
$1.15
10StepFun (Global)
$0.2
$1.15
11EmpirioLabs AI
$0.2
$1.15
12StepFun (China)
$0.20175
$1.21052
13AIHubMix
$0.22
$1.32
14Kenari
$0.24
$1.37143

Compare pricing across different API providers for this model.

External Sources