Mistral in production,the sovereign, French generative AI.
Scroll integrates Mistral into real-world applications: email qualification, document extraction, business agents, RAG. A French model, hostable in Europe or on your own infrastructure to keep your data out of US services.
in the EUHosting cloud / self-hostedMistral in our projects,
real-world use cases.
No demo. Six concrete ways we deploy Mistral in production, from automatic email sorting to sovereign RAG on your documents.
Automatic qualification & sorting
Reading emails, tickets or documents and deciding: genuine request or noise, urgent or not, which department. Mistral classifies and routes, as in the Imalize project.
Document extraction (OCR)
Invoices, contracts, blueprints, resumes: Mistral reads, extracts useful fields and structures them for your ERP or database. Mistral OCR for complex documents.
Internal business assistant
An assistant connected to your data (RAG) that answers your team’s questions: procedures, catalog, knowledge base. Sourced answers, no free hallucination.
Agents & automation
Mistral as the decision engine in n8n workflows: it triggers, writes, summarizes, calls tools. AI becomes a step in the process.
Generation & reformulation
Writing responses, summaries, rephrasing, translation. Framed by your business rules and tone—not open-ended generation.
Sovereign RAG on your documents
Semantic search + generation on your corpus, embeddings stored in pgvector, all hostable in Europe. Your documents never leave your perimeter.
Controlled AI,
not a demo that hallucinates.
“Plugging in Mistral” and “delivering reliable AI in production” are not the same. The difference lies in four key areas we address from the design phase.
Data sovereignty
Mistral is French and can be hosted in Europe (Mistral cloud or self-hosted on Scaleway/OVH GPUs). Your data never passes through any US service—critical for healthcare, finance, and the public sector.
No free hallucination
We constrain the model: sourced RAG, business rules, safeguards, validation. The AI relies on your data and signals when it doesn’t know, rather than making things up.
The right model for the right cost
Mistral offers multiple model sizes. We select based on the use case (latency, cost, quality) and can mix with other LLMs. No default over-provisioning.
Measured and supervised
Benchmarking on your real cases before launch, quality metrics in production, cost and drift monitoring. AI in production, not in demo mode.
A Mistral agent that qualifies
commercial requests, in a sovereign way.
At Imalize, a Mistral-powered AI agent reads every incoming email—subject, sender, body, and technical attachments—then decides: genuine business opportunity or noise. The French model runs in a self-hosted pipeline: customer data and technical plans never leave the company’s infrastructure, nor do they pass through any US AI service.
Read the Imalize case studyHow Mistral integrates
into a Scroll AI chain.
Mistral provides the model, generation, OCR, embeddings. Around it, open-source components complete the chain: vector store, orchestration, RAG, self-hosting, supervision.
Mistral API or self-hosted,
how do we choose?
Mistral can be used via its cloud API (Europe) or self-hosted on GPU. The choice depends on the required level of sovereignty and the volume.
Mistral API
EU CloudMistral’s managed API, hosted in Europe. Immediate start, latest models, no GPU infrastructure to manage. GDPR-compliant for most cases—data does not leave the EU.
No strict self-hosting requirement, moderate to high volume, priority on speed and model quality.
Mistral self-hosted
GPU Scaleway / OVHMistral’s open-source models deployed on sovereign GPU (vLLM, Ollama). Your data never leaves your infrastructure. More ops, but full sovereignty.
Highly sensitive data, strict location constraints, very high volume where per-call cost becomes decisive.
Frequently asked questions
The questions that come up during scoping. If yours isn’t here, get in touch!
An AI use case, or a sovereignty requirement for your data?
Use case framing, Mistral vs. alternatives benchmark, or production integration: we start from where you are.
75011 Paris