Atlas / Models / Stepfun / StepFun: Step 3.5 Flash

StepFun: Step 3.5 Flash✓ Catalog verified

stepfun/step-3.5-flash

Step 3.5 Flash is StepFun's most capable open-source foundation model. Built on a sparse Mixture of Experts (MoE) architecture, it selectively activates only 11B of its 196B parameters per token. It is a reasoning model that is incredibly speed efficient even at long contexts.

Input price
$0.10 /1M
Output price
$0.30 /1M
Context
262K
Modalities
text
Released
Jan 29, 2026
Tool calling
✓ Yes
Atlas signal
88/100
01

Overview

Step 3.5 Flash is StepFun's most capable open-source foundation model. Built on a sparse Mixture of Experts (MoE) architecture, it selectively activates only 11B of its 196B parameters per token. It is a reasoning model that is incredibly speed efficient even at long contexts.

Access: available through the official Stepfun API. Context window: 262K.

Pricing and metadata from the ModelsAtlas catalog.Last refreshed Aug 5, 2026
02

Specifications

API identifierstepfun/step-3.5-flash
ProviderStepfun
Model typeText LLM
Context window262K catalog
Input modalitiestext
Output modalitiestext
ReleasedJan 29, 2026
ModeratedNo
Architecture modalitytext->text
Supported parameters
frequency_penaltyinclude_reasoningmax_tokensmin_ppresence_penaltyreasoningrepetition_penaltyresponse_formatseedstoptemperaturetool_choicetoolstop_ktop_p
Source: provider documentation + catalog feedMethodology →

API defaults

Default parameters
{
  "top_p": null,
  "temperature": null,
  "frequency_penalty": null
}
03

Pricing

Live pricing components for stepfun/step-3.5-flash as published in the catalog.

$0.10
Input /1M
$0.30
Output /1M
Per request
Per image
Pricing componentRaw unit priceNormalizedUnit
Prompt tokens$1e-7$0.10 / 1MPer input token
Completion tokens$3e-7$0.30 / 1MPer output token
Request feeN/AN/APer request
Image feeN/AN/APer image unit
Web search feeN/AN/APer search request
Source: catalog pricing feedCompare all pricing →Cheapest models →
04

Cost calculator

Estimate monthly spend from your own token volumes.

Scale / Volume

Estimated Total Cost

$0.11Calculated from current list pricing in the ModelsAtlas catalog.
05

Capabilities

CapabilityStatusWhat it means
Visual UnderstandingNot advertisedImage and document analysis support
Audio ProcessingNot advertisedSpeech and voice aligned flows
Tool Calling✓ SupportedSupports tools / function calling
Self-HostingNot advertisedDeploy outside managed APIs
Derived from catalog capability tags and supported parameters
06

Capability signals

Directional signals derived from model metadata and capability tags — not official benchmark submissions.

StepFun: Step 3.5 Flash
MMLU Signal (Reasoning)
97signal
Coding Signal (HumanEval proxy)
88signal
Math Signal (GSM8K proxy)
83signal
Science Signal (GPQA proxy)
83signal
Estimated from metadata — not an official benchmark runAll benchmarks →Methodology →
07

Quick start

Call StepFun: Step 3.5 Flash through an OpenAI-compatible client.

from openai import OpenAI

client = OpenAI(
    base_url="https://openrouter.ai/api/v1",
    api_key="YOUR_API_KEY"
)

response = client.chat.completions.create(
    model="stepfun/step-3.5-flash",
    messages=[{"role": "user", "content": "Explain quantum physics."}]
)

print(response.choices[0].message.content)
08

Alternatives

Closest models by context window from a different provider.

09

Sources & attribution

Pricing and metadata are maintained in the ModelsAtlas catalog.

Capability bars use metadata tags — directional estimates onlyHow we source and verify data →
10

Frequently asked questions

How much does StepFun: Step 3.5 Flash cost?

$0.10 per 1M input tokens and $0.30 per 1M output tokens on the official Stepfun API.

What is the context window of StepFun: Step 3.5 Flash?

StepFun: Step 3.5 Flash supports up to 262K tokens of context.

Does StepFun: Step 3.5 Flash support tool / function calling?

Yes, StepFun: Step 3.5 Flash supports tool / function calling — you can register tools and the model will emit structured tool calls.

How do I access StepFun: Step 3.5 Flash?

Use the official Stepfun API with the model id `stepfun/step-3.5-flash`. See the Quick start section above for code examples.