Sparse MoE 1M Context

Step 5 Preview

Step 5 Preview is StepFun's flagship for agentic work, built on a sparse Mixture-of-Experts architecture with 27B parameters active out of 600B total. It is strong at software engineering and professional tasks, reads text, images and video, and carries a 1M-token context window at $1.00 per million input tokens.

Provider: Stepfun•Status: Live

Technical Specifications

Live data fetched from the OpenRouter model registry — always up to date.

Context Length
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1M tokens for repositories and long reports
Max Completion
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Per response on a 1M-token window
Prompt Pricing
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Per million input tokens
Completion Pricing
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Per million output tokens
Modality
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Text + Image + Video input
Model ID
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OpenRouter identifier

What is Step 5 Preview?

Step 5 Preview is StepFun's flagship release and a good example of why sparse Mixture-of-Experts models have become the default at the top of the market: 600B total parameters, but only 27B active per token. That keeps inference cost far below what a dense model of the same size would need, which is how StepFun can price frontier-tier context at $1.00 per million input tokens.

Features & Capabilities

Sparse MoE Design

600B total parameters with 27B active - frontier scale, modest compute.

Software Engineering

Strong professional and engineering performance at its price point.

1M Context

Whole repositories and long reports in a single session.

Text, Image and Video Input

Accepts video as well as images and documents.

Agentic Focus

Tuned for multi-step autonomous work rather than single answers.

Frontier Context at $1

$1.00 per million input tokens for a 1M-token window.

Who Is Step 5 Preview For?

Cost-Efficient Agents

Agentic loops that would be expensive on a dense flagship.

Engineering Tasks

Software work that needs a full repository in view.

Video and Image Analysis

Video input alongside text for inspection tasks.

Professional Reporting

Long structured deliverables from large source material.

Step 5 Preview Pricing

₹0
starting from free credits
  • $1.00 per million input tokens, $2.70 per million output tokens
  • Sparse MoE architecture keeps the price down despite frontier-scale parameters
  • Run it from your Hoodgen free credits, no credit card required
  • Higher allowances on Hoodgen AI paid plans
See Plans →

What Makes Step 5 Preview Different?

The architecture is the story here. Step 5 uses 600B total parameters but activates only 27B per token, so it behaves like a much larger model while costing far less to run. That is the same tradeoff that made Mixture-of-Experts standard in this generation, and StepFun has applied it at frontier scale.

The practical result is a 1M-token context window at $1.00 per million input tokens, with video input as well as text and images. For agentic workloads where the same large context gets sent repeatedly, that combination changes what is affordable rather than just what is possible.

It is labelled Preview, which is worth taking at face value: expect the final release to shift. For evaluation and cost planning it is a low-risk way to test the architecture, and Hoodgen will carry the final version when it lands.

Step 5 Preview Performance & Pricing

Step 5 Preview competes on architecture efficiency - frontier-scale context and MoE design at a price below the established flagships.

Model
Positioning
Context
Input Price
Step 5 Preview
Sparse MoE flagship
1M tokens
$1.00/M
Step 3.7 Flash
Previous generation
128K tokens
$0.20/M
Mistral Large 4
Frontier value
1M tokens
$0.68/M
Gemini 4 Argon
Google frontier
1M tokens
$2.00/M

What Can You Do With Step 5 Preview?

Step 5 Preview is a sensible choice when you want a 1M-token window for agentic work without paying flagship prices for it. Video input adds a second use case that cheaper models do not cover.

Best Use Cases

  • Agentic coding with a large repository in context
  • Video inspection alongside written requirements
  • Long professional reports from source material
  • Evaluation work ahead of the final release
  • High-volume pipelines that need long context

Step 5 Preview Privacy & Data Policy

Step 5 Preview is developed by StepFun and served through OpenRouter. Prompts and completions are processed under StepFun terms.

As with any third-party model, avoid sending credentials or personal data. Hoodgen AI keeps other long-context models on the same account so you can compare them without rebuilding your prompts.

Step 5 Preview vs Other Models

Feature
Step 5 Preview
Step 3.7 Flash
Mistral Large 4
Architecture
MoE, 27B active of 600B
Dense and fast
Frontier multimodal
Context
1M tokens
128K tokens
1M tokens
Video Input
Yes
No
No
Input Price
$1.00/M
$0.20/M
$0.68/M
Best For
Agentic work at scale
Fast cheap tasks
Frontier on a budget

Frequently Asked Questions

Step 5 Preview is StepFun's flagship model for agentic work, built on a sparse Mixture-of-Experts architecture.

Frontier context at a fraction of the price

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