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Regulated sectors

Sovereign AI, where compliance is not negotiable

For healthcare, finance and insurance, and the legal professions, our AI agents combine sovereign hosting, an anonymisation filter before any external call, and priced compliance deliverables (GDPR, AI Act, HDS/SecNumCloud). Human oversight remains the rule.

Three verticals, each with its own requirements

HDS · medical confidentiality

Healthcare

Document support, reports, patient reception — without ever exposing health data.

  • Health data: the HDS requirement, settled at scoping
  • Pseudonymisation of health data before any external processing
  • Clinical oversight: no automated medical decision
AMF · ACPR · anti-money-laundering · DORA

Finance & insurance

Document analysis, compliance and back-office support, under human control and fully traceable.

  • Audit trail and reinforced traceability
  • Support for anti-money-laundering and know-your-customer checks, subject to human approval
  • Operational resilience (in the spirit of DORA)
professional secrecy

Legal

Assisted research, summarising and drafting, in strict respect of professional secrecy.

  • Confidentiality by design
  • No leak of the case file to a third-party cloud
  • Verifiable sources, approval by the professional

The anonymisation filter, before any external call

We reconcile external models (tokens at real cost) with data sovereignty: direct identifiers are pseudonymised before any call, then the answer is re-associated locally.

  1. 1

    Your data stays with you

    Documents, identifiers and sensitive data are processed within your own perimeter (local inference or an isolated resource in France).

  2. 2

    Pre-processing filter

    Before any call to an external model, a filter pseudonymises, masks or removes sensitive data and direct identifiers.

  3. 3

    Minimised external call

    Only what is strictly necessary, anonymised, is transmitted. The answer is re-associated with your context locally.

This arrangement makes our sovereignty claim credible and defensible for sensitive sectors (health, finance, legal), while keeping the transparency of the “tokens at real cost” model.

Try the anonymisation filter live →

Compliance deliverables (optional)

Priced compliance deliverables, optional, for regulated sectors — alongside the agent.

  • Data protection impact assessment (DPIA)Data protection impact assessment (GDPR art. 35), with risk mitigation measures.
    2,500 €
  • Record of processing activitiesBuilding or updating the record of processing activities (GDPR art. 30).
    1,200 €
  • “High-risk system” file (AI Act)Compliance documentation for Regulation (EU) 2024/1689: risk management, logging, human oversight.
    3,500 €
  • Audit trail & reinforced traceabilityDetailed, time-stamped logging of the agent's actions, exportable for your own checks.
    90 €/month
  • HDS / SecNumCloud hostingHosting that meets the HDS requirement for health data, or qualified SecNumCloud, quoted according to scope.
    on quotation
Regulated compliance packDPIA + record of processing activities + AI Act file + audit trail (3 months), at a bundled price.
6,900 €

Prices exclude VAT. For multi-site or regulated projects, the in-depth audit fee is folded into the setup (terms of sale, art. 4 bis).

Sovereign models run locally — and the freedom to choose otherwise

Our default, and our reason for being: a sovereign model running on your own premises. That is what we install unless you ask for something else. But the choice is yours — all nine models below are available, each with its origin, its size where published, and where it runs, that is, whether or not your data leaves your premises.

France

Mistral Small 3.2 — 24 B

Frugality : most favourable — 24 billion parameters · runs on your own hardware

Artefact: mistralai/Mistral-Small-3.2-24B-Instruct-2506, Apache 2.0 licence. INSTRUCTION-TUNED, with tool calling. This is the default for our sovereign deployments.

France

Lucie 7B — OpenLLM-France

Frugality : most favourable — 7 billion parameters · runs on your own hardware

Artefact: OpenLLM-France/Lucie-7B-Instruct-v1.1, Apache 2.0 licence (CNRS / Linagora). Its own model card calls the instruction tuning “light” and recommends retrieval-augmented generation: available on quotation, after fine-tuning and acceptance testing on your own documents.

Germany

Teuken 7B — OpenGPT-X

Frugality : most favourable — 7 billion parameters · runs on your own hardware

Artefact: openGPT-X/Teuken-7B-instruct-research-v0.4 (Fraunhofer / OpenGPT-X). A RESEARCH build under a non-standard licence, with instruction tuning limited to English and German: available on quotation, after a licence review for your use.

European Union

EuroLLM 9B — European Union

Frugality : most favourable — 9 billion parameters · runs on your own hardware

Artefact: utter-project/EuroLLM-9B-Instruct, Apache 2.0 licence, funded by the European Union. INSTRUCTION-TUNED, 35 languages including the 24 official EU languages. Chosen when multilingual coverage matters most.

France

Mistral Large

Frugality : cannot be determined — size not published by the vendor · hosted in France or in Europe

Large French model, hostable in Europe. Its size is not published.

United States Outside the EU

Llama — Meta

Frugality : cannot be determined — size not published by the vendor · runs on your own hardware

Non-European publisher, but open weights: the model runs on your own hardware, with no outbound call. Several sizes, stated in the name of the version chosen.

United States Outside the EU

Claude — Anthropic

Frugality : cannot be determined — size not published by the vendor · called at its publisher

Market model, called at its publisher. Size not published.

United States Outside the EU

GPT — OpenAI

Frugality : cannot be determined — size not published by the vendor · called at its publisher

Market model, called at its publisher. Size not published.

United States Outside the EU

Gemini — Google

Frugality : cannot be determined — size not published by the vendor · called at its publisher

Market model, called at its publisher. Size not published.

How to read the "frugality" column

It is an order of magnitude based solely on the parameter count published by the vendor, not a measurement of consumption. A model twice as large does not consume exactly twice as much, and we do not yet measure energy per request. We would rather say so than put forward a figure we could not defend to a buyer.

The most frugal model is not always the right choice. A model too small for the task fails, and the work has to be redone: three attempts on a small model consume more than one correct answer first time on a larger one. Frugality is judged on the work actually completed, never on the size displayed.

Models marked "Outside the EU" remain available to you: the choice is yours, and we would rather inform it than restrict it. Two distinctions matter. An open-weight model from a non-European vendor runs on your own hardware, with no data leaving it. A model called at its publisher, by contrast, means a transfer, and comes under our prior filtering and anonymisation options.

Table reviewed on 08/08/2026. Models and their sizes change: we keep this table up to date with every update of the site.

Reinforced sovereignty options

Available at order time (or through the audit, for regulated sectors).

  • Sovereign model run locallyThe AI model (Mistral, Lucie, EuroLLM…) runs on an isolated resource in France or on your own hardware: no data is sent to an external AI API for the core of the processing. This is the highest level of sovereignty over the model. Included as standard in the fully sovereign option.
    + 290 €/month
  • Offline mode (air-gapped)The agent runs completely disconnected from the internet (air-gapped): no outbound connection is possible. Reserved for the most sensitive environments; updates are carried out in a controlled way by us.
    + 190 €/month
  • Encryption of data at restThe data stored by the agent is encrypted at rest (on disk). The keys are managed with you: a copy of the files stays unreadable without them, even if the medium is stolen.
    + 90 €/month
  • SecNumCloud hosting (ANSSI)Hosting with a provider qualified SecNumCloud by ANSSI, the French national cybersecurity agency: sovereignty of the infrastructure, architecture designed to reduce exposure to extraterritorial legislation, location alone not being enough to guarantee immunity. From +250 € excl. VAT per month; the final price depends on the scope (volume, redundancy, HDS health data…), hence a tailored quote.
    from + 250 €/month · on quotation

Estimate your SecNumCloud hosting

Four questions to situate your need and get an order of magnitude. The exact price is confirmed by quotation.

Number of users of the agent
AI model hosted on a sovereign GPU? 
Health data (HDS)? 
High availability / redundancy? 
Estimated tier

Refine with a quote →

Indicative, non-contractual estimate. Hosting with a provider qualified SecNumCloud by ANSSI, the French national cybersecurity agency; the choice of host remains adjustable according to your scope.

A project in a regulated sector?

Book an audit: we scope the perimeter, the hosting (HDS/SecNumCloud) and the compliance deliverables that fit.