LIVE
Anthropic says Claude helped trace the origin of NIST's mysterious ECDSA seeds16/10/26 · Anthropic|Reflection AI unveils Beam, a 501-billion-parameter open model16/10/26 · Reflection AI|Meta releases Muse Spark Open, a mixture-of-experts model built for local Mac Studio inference15/10/26 · Meta|Meta releases Muse Spark Open, an open-weight multimodal model15/10/26 · Meta|Google DeepMind outlines safety measures behind Gemini 4 Argon13/10/26 · Google DeepMind|Tev-Gym: A Training Recipe to Fix Sparse Rewards in Long-Horizon Agents13/10/26|Google DeepMind references Gemini 4, code-named Argon13/10/26 · Google DeepMind|Google DeepMind unveils Gemini 4 Argon, a robotics-focused variant13/10/26 · Google DeepMind|Character.AI files for Chapter 11 bankruptcy, sells assets to Disney13/10/26 · Character.AI|Study Shows AI Models Can Provably Conceal Arbitrary Capabilities13/10/26|Researchers strand Claude on a virtual desert island to study unscripted behavior19/10/26 · Anthropic|Together AI introduces hybrid agents that reason in latent space18/10/26 · Together AI|Anthropic says Claude helped trace the origin of NIST's mysterious ECDSA seeds16/10/26 · Anthropic|Reflection AI unveils Beam, a 501-billion-parameter open model16/10/26 · Reflection AI|Meta releases Muse Spark Open, a mixture-of-experts model built for local Mac Studio inference15/10/26 · Meta|Meta releases Muse Spark Open, an open-weight multimodal model15/10/26 · Meta|Google DeepMind outlines safety measures behind Gemini 4 Argon13/10/26 · Google DeepMind|Tev-Gym: A Training Recipe to Fix Sparse Rewards in Long-Horizon Agents13/10/26|Google DeepMind references Gemini 4, code-named Argon13/10/26 · Google DeepMind|Google DeepMind unveils Gemini 4 Argon, a robotics-focused variant13/10/26 · Google DeepMind|Character.AI files for Chapter 11 bankruptcy, sells assets to Disney13/10/26 · Character.AI|Study Shows AI Models Can Provably Conceal Arbitrary Capabilities13/10/26|Researchers strand Claude on a virtual desert island to study unscripted behavior19/10/26 · Anthropic|Together AI introduces hybrid agents that reason in latent space18/10/26 · Together AI|
🇫🇷 France generalistReleased April 2024

Mixtral 8x22B

Mistral AI
Open-sourceFreeSelf-hostEU hosting Card data 41/100 Trust Index 96
Verdict

A solid pick for self-hosting and full data control.

Overview

Mixtral 8x22B is one of the first credible open-source MoE models, under Apache 2 license (unconstrained use). Older than the new lineup, but still relevant for absolute sovereignty needs (no license constraint).

Skill profile

FrenchReasoningSpeedCreativitySafety
Arena Elo1145
Verified benchmarks
MMLU77.5%
HumanEval76%

Three independent measures

What people prefer, what the model can do, what the market uses. Each source has its biases and none is enough on its own: we show them side by side, never blended.

Preference
Which answer do people prefer, blind?
1145Elo
Sensitive to answer style and length.
Capability
What can the model do on measured tasks?
5.7/ 100
Aggregates ten evaluations run by Artificial Analysis.
Adoption
What does the market actually use?
Not measured yet
Source: OpenRouter (openrouter.ai/rankings). CC BY 4.0
OpenRouter traffic only: measures adoption, not quality, and misses direct use of vendor APIs.

What do these scores mean?

MMLU77.5%very good

General knowledge across dozens of academic subjects.

HumanEval76%very good

Python code generation from specifications.

Strengths

  • Strong French quality
  • Has a free tier
  • Open-source and self-hostable

Limitations

  • Lagging on Arena
  • API pricing not disclosed

Who is it for

A good fit if…
  • you want to control cost or self-host
  • you work in French
  • your data must stay in the EU
Skip it if…

    Ideal use cases

    • Fully free self-host
    • European multilingual
    • Academic research
    • Sovereignty

    Access & availability

    Free tier availableSelf-hostable (open weights)

    Key specifications

    Context
    64K
    Input price
    —
    Output price
    —
    Speed
    100 tok/s
    Price verified Sep 29, 2026·Official source ↗Benchmarks 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

    96/100

    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.

    19/19 criteria documented · 100 % · 12 of them set by rule

    Data100
    5/5 · 30 %
    Sovereignty100
    3/3 · 20 %
    Transparency75
    4/4 · 15 %
    Enterprise100
    5/5 · 20 %
    Licence100
    2/2 · 15 %
    See the criteria▾
    Data
    EU data residencyset by rule
    No transfer outside EUset by rule
    No training on your dataset by rule
    Configurable retentionset by rule
    Zero Data Retentionset by rule
    Sovereignty
    Self-hostable (open weights)
    EU hosting offeredset by rule
    European vendorcountry: FR
    Transparency
    Published licence (URL)
    Public, sourced pricing
    Published compliance commitmentsset by rule
    Subprocessor list publishedset by rule
    Enterprise
    DPA available
    SSO / SAMLset by rule
    SCIM provisioningset by rule
    Audit logsset by rule
    SOC 2 / ISO 27001not applicable
    Vendor private endpointset by rule
    Licence
    Commercial use allowed
    Licence typeapache-2.0
    Full ranking and methodology

    Trust Index badge

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

    nAIvigate Trust Index · Mixtral 8x22B
    [![nAIvigate Trust Index · Mixtral 8x22B](https://naivigate.com/badge/mixtral-8x22b.svg?lang=en)](https://naivigate.com/en/model/mixtral-8x22b)

    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 residencyYes
    Data processing agreement (DPA)N/A· self-hosted: data never leaves
    Transfer outside the EUNo
    Training on your dataNo
    Configurable retentionN/A· self-hosted: data never leaves
    Zero Data RetentionN/A· self-hosted: data never leaves
    Self-hostableYes
    Declared hostingEU/self
    Anonymisable dataYes
    Derived from declared hosting, not verified at source.Need an analysis in your context? Shadow AI Sentinel

    Quality of this card’s data

    41/100

    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.

    5/8 documented · 1/8 primary sources · 2 older than 90 days

    API pricingopen weights, no API pricingmissing
    Context windownAIvigate assessment
    Arena EloLMArena, human preferenceindependent
    Benchmarks (MMLU, GPQA, SWE-bench…)vendor-reported, not cross-checkednAIvigate assessment
    LicencenAIvigate assessment
    Data & complianceself-hosted: derivedderived
    Adoption (Hugging Face)missing
    Hardware requirements (quantizations)computed from model sizemissing
    Advanced data · for experts
    Architecture, modalities, detailed cost, full benchmarks
    ▾
    Architecture
    MoE
    Size
    141B (39B actifs MoE)
    Cutoff date
    Dec 2023
    Inputs
    text
    Outputs
    text, code
    License
    apache-2.0
    Hosting
    EU/self
    Hallucination score
    3/5
    Estimated cost (API)
    Typical exchange (~3k in / 1k out)
    Not disclosed
    1M in + 1M out
    Not disclosed
    All benchmarks
    Arena Elo1145
    MMLU77.5%
    GPQA—
    HumanEval76.0%
    SWE-Bench—
    MATH—

    Similar models

    Articles mentioning it