Multi-Hop Reasoning: Why Enterprise Queries Require More Than Nearest Neighbor Search | 4MINDS
← Blog·April 9, 2026·Graph RAG

Multi-Hop Reasoning: Why Enterprise Queries Require More Than Nearest Neighbor Search

Compliance, legal, and finance queries require following chains of connected entities across documents. Graph RAG traverses these relationships. Flat vector RAG returns nearest neighbors — which is not the same thing.

ShareLinkedInX8 min read
See 4MINDS in your environment

4MINDS deploys on-prem and air-gapped on Kubernetes. No external attack surface. Built-in eval gate. Full audit trail.

Book a Demo →
Related Articles
Graph RAG

On-Premise LLM Deployment: The Enterprise Architecture Guide

14 min read→
Graph RAG

Air-Gapped LLM Deployment: What Enterprise Actually Requires (vs. What Google Won't Tell You)

12 min read→
Graph RAG

Graph RAG for Financial Services Compliance: Why Multi-Hop Queries Matter

8 min read→