---
title: "Desensitisation of industrial data: a practical white paper!"
description: Discover our exclusive white paper on strategic data desensitisation, illustrated by a real-world use case with Thales.
---

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# Unlocking sensitive defense data: a practical guide to trusted AI with Thales

![Livre Blanc Landing FR (2)-1](https://content.octopize.io/hs-fs/hubfs/Livre%20Blanc%20Landing%20FR%20(2)-1.png?width=1080&height=1080&name=Livre%20Blanc%20Landing%20FR%20(2)-1.png "Livre Blanc Landing FR (2)-1")

## **How to protect and leverage sensitive data with Avatar?**

Download our exclusive white paper on the de-identification of strategic data, featuring a concrete use case developed in collaboration with **Thales** through the **Trust My Tech** program.

📖 **Key Insights:**

- **A concrete use case with Thales:** Training high-performance AI models using synthetic and anonymous data to reconcile **defense secrecy** with technological agility.
- **Renowned contributors:** The French Navy (**Marine Nationale**), **Thales**, **GICAT**, **IRT SystemX**, **JEDI**, **VATES**, **Images & Réseaux**, and **Clever Cloud** have all supported the project.
- **A solution to unlock the full value of your sensitive data** by combining performance, compliance, and privacy.

**Download it now to explore secure solutions for your most sensitive data challenges!**

## Get the white paper for free :

# ✅ Highlights of this white paper:

## → Expert testimonials

> "The development of **avionic AI** requires the fluid transmission of data between multiple stakeholders. Octopize’s technology removes the barrier of **industrial confidentiality** by enabling the sharing of datasets without transferring **domain knowledge**, while preserving their **statistical relevance**.
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> Beyond security, this approach serves as a major lever for **data augmentation**: it addresses the scarcity of real-world data to enhance the **performance and robustness** of AI models in **critical environments**."
> 
> 
> 
> ![florence](https://content.octopize.io/hs-fs/hubfs/florence.png?width=100&height=109&name=florence.png)
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> **Florence de Grancey,**
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> Chief Architect IA/Algorithmes & Expert IA, **Thales**
> 
>  

> "The value creation of AI no longer lies in data collection, but in its transformation into **operational decisions**. For the Defense sector, this shift requires **Trusted AI** based on three pillars: robustness, uncertainty management, and **explainability**.
> 
> It is within this framework that the **'Trust in AI Systems' (CSIA)** project deploys Octopize’s technology. It enables the **de-sensitization** of flight data, thereby ensuring the audit and validation of models without compromising **defense secrecy**."
> 
> 
> 
> ![portraits-LB (1)](https://content.octopize.io/hs-fs/hubfs/portraits-LB%20(1).png?width=100&height=109&name=portraits-LB%20(1).png)
> 
> **Paul Labrogère, **
> 
> CEO, **Institut de Recherche Technologique SystemX**

> "For **Submarine Forces**, analyzing onboard data (specifically on **Suffren-class SSNs**) is critical for endurance and **predictive maintenance**. However, cross-referencing this data over the duration of a mission increases its **classification level**, often prohibiting sharing with **MCO** (Maintenance, Repair, and Overhaul) industrial partners.
> 
> Octopize’s technology offers a promising solution: it maintains the **representativeness** of exported data without compromising sensitive information. This is the key to unlocking the full potential of data while ensuring the **confidentiality of operations**.
> 
> 
> 
> ![portraits-LB](https://content.octopize.io/hs-fs/hubfs/portraits-LB.png?width=100&height=109&name=portraits-LB.png)
> 
> **Commander Nicolas Santens**
> 
> Head of the Weapons and Equipment Office for Submarine Forces and the Strategic Oceanic Force, **French Navy**
> 
> 
>  

> "By adapting Octopize’s technology to the stakes of the Defense sector through our **Trust My Tech** program, we are removing a strategic barrier: protecting sensitive data while accelerating **AI at scale**. This white paper proves that **technology transfer** is the key to our competitiveness in the global race for **Trusted AI**."
> 
> 
> 
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> ![2](https://content.octopize.io/hs-fs/hubfs/Livreblanc-confiance.ai/2.png?width=100&height=100&name=2.png)
> 
> **Marine Martinez**, Program Lead Trust My Tech, **Thales**

## → A detailed use case

![visuels landing livre blanc défense (1)](https://content.octopize.io/hubfs/visuels%20landing%20livre%20blanc%20d%C3%A9fense%20(1).png "visuels landing livre blanc défense (1)")

## → A unique solution for generating trusted synthetic data

The **avatar** software, developed by Octopize, solves the strategic paradox between strict data privacy and the imperative to share information for operational value.

**Made in France** and successfully evaluated by the **CNIL**, our solution generates **anonymous, high-fidelity synthetic data** from your most sensitive original datasets.

**Why it matters for Defense & Intelligence:**

- **Absolute trust:** Create a synthetic data that guarantees the anonymity of individuals and the secrecy of sources while preserving 100% of the statistical signal.
- **Operational agility:** Free your data for secondary uses—such as **Generative AI training**, cross-departmental sharing, and predictive maintenance, without any risk of re-identification.
- **Sovereign compliance:** Maintain the highest security standards while accelerating your technological edge.

**Turn your sensitive constraints into strategic assets with Avatar-based trusted data.**

![Capture d’écran 2026-02-19 à 16.49.22](https://content.octopize.io/hs-fs/hubfs/Capture%20d%E2%80%99%C3%A9cran%202026-02-19%20%C3%A0%2016.49.22.png?width=1281&height=682&name=Capture%20d%E2%80%99%C3%A9cran%202026-02-19%20%C3%A0%2016.49.22.png "Capture d’écran 2026-02-19 à 16.49.22")

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