What makes Microsoft GraphRAG different? Comparing it with vector search RAG using the same internal documents

"I made internal documents searchable via RAG, but when I ask 'What problems have been recurring over the last six months?', it gives me irrelevant answers." If you have ever built a knowledge search ...
arcweb

From Nodes to Networks: Graph RAG in Supply Chains—Part 5

While Retrieval-Augmented Generation (RAG) improves the accuracy and relevance of AI output by grounding responses in structured knowledge, it still treats that knowledge largely as disconnected ...
InfoQ

Graph RAG: Building Smarter Retrieval Workflows with Knowledge Graphs

A monthly overview of things you need to know as an architect or aspiring architect. Unlock the full InfoQ experience by logging in! Stay updated with your favorite authors and topics, engage with ...

How to Fix RAG's "Old vs. New" Confusion (Technical Verification Part 3)

Internal Document RAG 8 Strategies, 42 Questions Part 31. IntroductionWhen RAG accuracy does not improve as expected, many teams start by trying more advanced methods. If Naive RAG is not enough, they ...
BIOENGINEER

Ontology-Guided Neuro-Symbolic GraphRAG Delivers Grounded, Auditable Answers

Researchers at the University of Naples Federico II have built a hybrid AI system that combines ontology-driven knowledge ...
Searchenginejournal.com

GraphRAG Is A Better RAG And Now It’s Free

Microsoft is making publicly available a new technology called GraphRAG, which enables chatbots and answer engines to connect the dots across an entire dataset, outperforming standard ...
InfoQ

Nikolaos Vasiloglou on Knowledge Graphs and Graph RAG

Unlock the full InfoQ experience by logging in! Stay updated with your favorite authors and topics, engage with content, and download exclusive resources. Lily Mara explains how to avoid high-risk ...
VentureBeat

AWS debuts advanced RAG features for structured, unstructured data

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More Getting enterprise data into large language models (LLMs) is a critical ...
Search Engine Land

RAG: The most important AI tool marketers have never heard of

To date, much of the early conversation about putting AI into production at scale has centered on the need for good prompt engineering — the ability to ask the right questions of this powerful ...
techtarget

Understanding the limitations and challenges of RAG systems

Because of its enhanced accuracy, organizations increasingly turn to retrieval-augmented generation for reliable generative AI deployment. However, RAG doesn't completely eliminate hallucinations. One ...
Active History

Can You Read Two Million Pages? An LLM Can Help.

In my MA thesis, I built one example of how GraphRAG can work for historians. From 20,000 early modern documents, I ...
techtimes

AWS Deploys GraphRAG in Pharma: 87% Cycle Reduction, 5x Hit Rate Documented

A worker stands near a Trainium3 UltraServer at an Amazon Web Services QA lab in Austin, Texas, on February 3, 2026. Tech titan Amazon is working to step out of Nvidia's shadow with custom "Trainium" ...