---
title: AI, LLM & RAG consulting in France
source: https://rubradigital.com/locations/france
site: Rubra Digital
description: LLM and RAG consulting for French organisations.
country: France
currency: EUR
---

# AI, LLM & RAG consulting in France

**Summary:** Rubra Digital delivers LLM and RAG consulting to organisations in France, working across Paris, Lyon, Toulouse and remotely, designed around EU AI Act, GDPR, CNIL AI recommendations.

## What is different about delivering in France

The CNIL has published more concrete practical guidance on AI development than any other European authority, which gives French projects an unusually clear compliance path. Public sector and defence-adjacent work often carries a SecNumCloud hosting requirement that rules out most US-headquartered providers, so architecture decisions need to be made early. French-language retrieval also needs real attention: naive chunking performs noticeably worse on French legal and administrative prose.

**How that changes my build:** I benchmark French-language retrieval separately rather than assuming English results transfer, because accented tokenisation and long nominal phrases both change what works.

## Local context

- Bloc: European Union
- Data protection regulator: Commission Nationale de l’Informatique et des Libertés (CNIL)
- Frameworks I design against: EU AI Act, GDPR, CNIL AI recommendations, DORA, SecNumCloud
- Data residency: EU regions in Paris or Marseille; SecNumCloud-qualified hosting where required.
- Working languages: French, English
- On-site cities: Paris, Lyon, Toulouse, Lille, Nantes
- Time zone: CET/CEST · Billing: EUR or EUR

## Services available

- RAG system design & build: 8–14 weeks, from €65,000
- LLM evaluation & QA: 4–8 weeks, from €38,000
- AI agent engineering: 10–16 weeks, from €75,000
- LLMOps & AI platform: 6–12 weeks, from €55,000
- EU AI Act readiness: 5–10 weeks, from €42,000
- AI strategy & discovery: 3–5 weeks, from €22,000

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Source: https://rubradigital.com/locations/france
Rubra Digital. Independent LLM and RAG consulting for regulated and document-heavy organisations in Europe and North America.
Contact: hello@rubradigital.com