•1 min read•from Towards Data Science
When Does Graph RAG Actually Add Value? A Hands-On Experiment

I built four AI retrieval architectures on a laptop and benchmarked them against the same set of documents and questions. Here’s what the results taught me about the trade-offs between plain RAG, graph RAG, and simply putting everything into a frontier model’s context window.
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Tagged with
#Graph RAG
#RAG
#Retrieval Architectures
#AI Retrieval
#Frontier Model
#Context Window
#Benchmarking
#Documents
#Questions
#Trade-offs
#AI
#Laptop
#Experiment
#Data Science
#Architecture
#Results
#Plain RAG
#Knowledge Graph
#Information Retrieval
#LLM