Atom Studios Atom Studios

A specialised AI assistant trained on French public-procurement documentation. Ask "what are the rules for procedure adaptée under €40k" — get a sourced answer with citations. Local LLM (Ollama), no data sent to third-party AI.

Why it's different

Local LLM only

Runs on Ollama on the same cluster. Your queries don't go to OpenAI or any external service.

Citations included

Every answer links back to the exact source document. Verifiable, not hallucinated.

French law specific

Trained on the actual Code de la Commande Publique, not a generic legal LLM.

Audience

Procurement officers and small-business owners bidding on public contracts.

Tech stack

FastAPIAngular 20PostgreSQLOllama

Internal note

Tier T1: Real corpus, public-facing, low traffic.