Why Graph Based RAG Is The Future?

Aniket Hingane
6 min readMar 15, 2024

You need to ground LLMs w/ Graphs Not Vectors for Enterprise AI, next part we will build one !

Businesses are more and more using Generative AI to use what they know and the information they have. But just using language models by themselves might not give the full picture of what’s going on inside the company. Why — These models are taught using information from public sources, so they might not fully get company’s unique details.

The Solution? RAG (Retrieval-Augmented Generation) !

In a very simple form, RAG involves selecting the appropriate data (from internal company store) to respond to a question and providing it to the large language model (LLM). Subsequently, the LLM can analyze the data and produce a response.

How we are doing this so far?

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Aniket Hingane

Passionate about applying AI to practical uses,I simplify complex concepts & designs in concise articles, making complexity accessible one short piece at a time