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Open Source Solutions sovereign AI chatbot service

Your AI, trained on your knowledge with information that never leaves

Have a private AI assistant grounded in your own wiki, documentation and internal knowledge - built on a self-hosted RAG stack, tested against your own known-answer questions before handoff.

  • Self-hosted RAG backend
  • Private infrastructure
  • Independent, open source stack
  • Deterministic retrieval
  • Your wiki, docs and trackers
  • No third-party AI provider
  • Golden-test QA before handoff
  • Answer quality monitoring
  • Model updates included
  • Exportable, never locked in
  • Expert support
  • GDPR-compliant by design

With ChatGPT, Copilot or any hosted AI chatbot, your prompts and the documents you paste into them are already no longer your private property. Contracts, client files, internal procedures, strategy notes: what you feed a generic chatbot can be logged, used for training, or exposed under a foreign jurisdiction that can access it or cut off the service - a hard fact for legal, healthcare and public-sector clients bound by data-residency rules. Your knowledge is one of your most critical digital assets.

Our approach leaves no room for compromise, because a chatbot that hallucinates or leaks data isn't worth deploying. We built a deterministic retrieval pipeline on proven Open Source software: your content is ingested, always retrieved and grounded before the model answers - never left to the model's own judgment. Before handoff, we test it against questions you already know the answers to. Your data stays on sovereign infrastructure in France or Europe, and everything remains under your control.

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How we keep your chatbot accurate

A complete, reliable and fully managed AI chatbot service. You keep control of your content and your data; we handle everything else: ingestion, tuning, quality monitoring and continuous availability.

Your visitors, clients or team get instant answers grounded in your own wiki, docs and trackers — embeddable on your website or available on your intranet, from any device. And because the pipeline runs on open source models, you are never locked in. You can change models, hosting or providers without rebuilding anything, and take your data with you whenever you want.

Our services

OpenSource Solutions handles the deployment, content ingestion and ongoing management of your chatbot. We ingest your content, tune the retrieval pipeline, then continuously apply model and security updates as soon as they are released.

You have nothing to do: focus on your core business, with no disruption and no costly new skills to build in-house. Whether you are an existing hosting client or a new prospect with compliance requirements, we adapt the deployment to your infrastructure and GDPR obligations.

Far more than a website widget: reaching your whole organization

Depending on your needs, we deploy the best-suited setup: embedded on your public website for visitors and clients, available on your internal intranet for your team, or both at once — answering questions from the same grounded content, scoped to what each audience is allowed to see.

It all stays compatible with the CMS you already run — Tiki, WordPress, or whatever you use — and answers in French or English. This compatibility is your gateway: adopt what you need today, evolve tomorrow without disruption. And to anchor the transition for good, we train your team, because a tool that's well understood beats one that's merely tolerated.

A chatbot deployment that fits your organization

Add-on

On quote

For existing hosting clients - No new hardware
  • Content ingestion and tuning
  • Golden-test QA before handoff
  • Retainer added to your existing invoice
  • Model and content updates included
  • Rides on infrastructure we already operate
Get started

Standalone

On quote

Isolated tenant on our infrastructure
  • Everything in Add-on, plus:
  • Deployed on sovereign OSS infrastructure
  • Dedicated, isolated tenant
  • Setup fee + monthly retainer
  • Same terms as our other managed services
Assess my needs

Full sovereignty

On quote

Your data within your walls
  • Everything in Add-on, plus:
  • Deployed on your own hardware
  • Full physical control of your data
  • No jurisdiction question at all
  • Deployment, maintenance and monitoring
Request a study

A sovereign ecosystem around your chatbot

A sovereign chatbot service does not stand alone: it relies on a whole ecosystem that secures it and guarantees your independence. Drawing on our experience with Open Source and the operation of critical infrastructure, we have selected and battle-tested every building block of this set. Backup, access control, password management, continuous monitoring: these services plug directly into your chatbot to strengthen its resilience against both disasters and attacks.

And because regulation is tightening - GDPR, NIS2 - growing demands from insurers and clients, not being able to prove that you did what was needed costs you dearly, very dearly. An insurer that refuses to pay out, a client who takes you to court, a contract lost because your client demands guarantees you cannot demonstrate: these are risks that don't forgive. Each month, depending on your level of protection, we document the measures in place, the test results and the answer-quality tracking in a maintenance and compliance report. Zero risk does not exist, but the day something happens, you have the proof, in black and white, that the right measures were in place to protect and control your client data, and that, on your side, what was needed was done. Here is a sample of the services that revolve around your chatbot:

Offsite Backup
Encrypted offsite backup of your ingested content and vector database, on private infrastructure in France, with documented restore testing. Learn more

Sovereign WireGuard VPN
Restrict access to your chatbot's admin dashboard and ingestion pipeline to your strict authorized addresses only, through an encrypted tunnel. Learn more

Password Management
Enterprise password vault to protect access to your chatbot backend and your tools. Learn more



Give your knowledge a voice — talk to us

Contact us to scope a private chatbot grounded in your own content, hosted on your infrastructure.

Contact us!