Memgraph + DeepSeek for Retrieval Augmented Generation (RAG)

Learn how FI Consulting built a scalable, domain-aware RAG system using Memgraph and DeepSeek to deliver accurate, trusted answers—without breaking the GPU budget.

What’s in the Webinar?

• How FI Consulting uses Memgraph to structure, filter, and ground their RAG system.
• Why graphs are essential to eliminate LLM hallucinations and handle domain-specific language.
• A live demo of FI's full RAG pipeline—from document chunking to retrieval to LLM-powered answers.
• Infrastructure tips for running cost-effective RAG workloads without massive GPUs.

What You’ll Learn

• Why LLMs alone can’t deliver reliable answers on internal, complex data.
• How to use graph relationships to improve retrieval and reduce noise.
• The role of NER (Named Entity Recognition) and vector search in high-precision RAG.
• How FI Consulting optimized their setup to balance cost, performance, and scale.