AI and Source Documents: How to Stop LLMs from Hallucinating
The scene: an AI assistant was deployed on client documents. A week later the manager writes: "It said our regulation states X. I opened the regulation — X is not there. What do we do?"
SINTARIS Blog
Engineering articles on AI assistants, RAG, hybrid retrieval, on-prem deployment, GDPR and 152-FZ compliance for SMB in EU and CIS.
Taris: The AI Assistant That Keeps Data at the Client's Side
When a small business owner asks "which AI assistant should we install?", they usually get one of two extremes:
Business process automation with local AI: it saves your best people, not money
When did you last work through an ordinary day at your company, line by line? Let's do it for a moment. One office worker answers maybe 30 identical requests a day: delivery status, a price,…
Hybrid-RAG for workplace safety with n8n: what works — and what doesn't
A safety officer is up on the scaffolding and needs an answer right now. Which fall-protection equipment is mandatory for work at heights above three metres on a wet surface? He has his phone, he…
AI and Personal Data: What You Can and Cannot Do Without Fines
This request appears in almost every first project. Inside the company there is already a CRM with client names, phone numbers, and sometimes medical or financial details. Someone saw a ChatGPT…
AI Content Factory: How We Produce a Month of Content in a Day
A typical 2025–2026 scene: the marketing director opens ChatGPT, asks "generate 10 posts about our SaaS," gets 10 equally warm, faceless, slightly fake texts. Two weeks later the company account has…