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🇨🇳 China generalistReleased September 2026

Step 5 Preview

StepFun
Verdict

A versatile model, balanced across most use cases.

Overview

Step 5 Preview is StepFun's generalist MoE model, built around a one-million-token context window and tagged for agentic workloads. An Artificial Analysis score of 43.7 and thin OpenRouter adoption (2.8%) point to an early-stage contender rather than a proven leader. Until the promised weights land on 15 October 2026, every call runs through a China-hosted API, meaning no on-premise or EU-sovereign option exists yet.

Skill profile

Not disclosed

Strengths

  • Very long context

Limitations

  • No documented EU residency
  • API pricing not disclosed

Who is it for

A good fit if…
    Skip it if…
    • you handle sensitive data with no EU option

    Ideal use cases

    • prototyping autonomous agents
    • long-document processing
    • early technology scouting
    • pre-adoption evaluation

    Key specifications

    Context
    1M
    Input price
    —
    Output price
    —
    Speed
    —
    Price not auditedBenchmarks not audited

    What it costs per month

    Estimate from sourced API prices and a hardware tier for self-hosting. Assumptions are editable.

    Via API
    API pricing not published
    Self-hosted
    Closed weights: no self-hosting

    Assumptions: 36-month amortisation, 0.25 €/kWh, 22 days/month, 1 $ = 0.92 €. Excludes labour, software licences, redundancy.

    nAIvigate Trust Index

    ≈ 13/100

    What the vendor offers and documents for professional use in Europe. An undocumented criterion counts as zero and stays visible: the score rises when the vendor publishes, not when we assume.

    8/20 criteria documented · 40 % · provisional: 50 % documented criteria or fewer

    Data0
    0/5 · 30 %
    Sovereignty0
    3/3 · 20 %
    Transparency0
    3/4 · 15 %
    Enterprise0
    0/6 · 20 %
    Licence85
    2/2 · 15 %
    See the criteria▾
    Data
    EU data residencynot documented
    No transfer outside EUnot documented
    No training on your datanot documented
    Configurable retentionnot documented
    Zero Data Retentionnot documented
    Sovereignty
    Self-hostable (open weights)
    EU hosting offered
    European vendorcountry: CN
    Transparency
    Published licence (URL)
    Public, sourced pricing
    Published compliance commitments
    Subprocessor list publishednot documented
    Enterprise
    DPA availablenot documented
    SSO / SAMLnot documented
    SCIM provisioningnot documented
    Audit logsnot documented
    SOC 2 / ISO 27001not documented
    Vendor private endpointnot documented
    Licence
    Commercial use allowed
    Licence typeproprietary70
    Full ranking and methodology

    Trust Index badge

    Show this score in your docs, README or security page. It updates automatically.

    nAIvigate Trust Index · Step 5 Preview
    [![nAIvigate Trust Index · Step 5 Preview](https://naivigate.com/badge/step-5-preview.svg?lang=en)](https://naivigate.com/en/model/step-5-preview)

    Data & compliance

    What we know, line by line, with source and date. These lines feed the Data and Enterprise families of the Trust Index above. GDPR compliance depends on your processing, not on the model alone.

    EU data residencyNot documented
    Data processing agreement (DPA)Not documented
    Transfer outside the EUNot documented
    Training on your dataNot documented
    Configurable retentionNot documented
    Zero Data RetentionNot documented
    Self-hostableNo
    Declared hostingCN
    Derived from declared hosting, not verified at source.Need an analysis in your context? Shadow AI Sentinel

    Quality of this card’s data

    30/100

    This score measures the quality of the data on this card: price, context, Elo, licence, documented, sourced and fresh. It measures neither the model nor its compliance: for that, see the Trust Index above.

    2/6 documented · 0/6 primary sources

    API pricingmissing
    Context windownAIvigate assessment
    Arena Elomissing
    Benchmarks (MMLU, GPQA, SWE-bench…)missing
    LicencenAIvigate assessment
    Data & compliancemissing
    Advanced data · for experts
    Architecture, modalities, detailed cost, full benchmarks
    ▾
    Architecture
    moe
    Size
    600B (27B actifs)
    Cutoff date
    —
    Inputs
    text, image
    Outputs
    text
    License
    proprietary
    Hosting
    CN
    Hallucination score
    —
    Estimated cost (API)
    Typical exchange (~3k in / 1k out)
    Not disclosed
    1M in + 1M out
    Not disclosed
    All benchmarks
    Arena Elo—
    MMLU—
    GPQA—
    HumanEval—
    SWE-Bench—
    MATH—

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