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Using Cake for GraphRAG

GraphRAG is a Retrieval-Augmented Generation framework that enhances reasoning by structuring knowledge as graphs.
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Cake cut a year off our product development cycle. That's the difference between life and death for small companies

Dan Doe
President, Altis Labs

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Cake cut a year off our product development cycle. That's the difference between life and death for small companies

Jane Doe
CEO, AMD

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Cake cut a year off our product development cycle. That's the difference between life and death for small companies

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Vice President, Test Company

How it works

Enhance retrieval with structured knowledge graphs on Cake

Cake supports GraphRAG workflows by orchestrating data preprocessing, graph construction, and retrieval logic with observability and compliance built in.

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Graph-native retrieval for LLMs

Encode context as graphs to improve reasoning and reduce hallucinations.

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Built-in orchestration and caching

Use Cake to deploy and scale GraphRAG pipelines with dynamic retrieval logic.

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Secure and compliant data use

Apply governance policies for data lineage and access in knowledge-graph–powered systems.

Frequently asked questions about Cake and GraphRAG

What is GraphRAG?
GraphRAG is a Retrieval-Augmented Generation framework that structures external knowledge as a graph for more accurate responses.
How does Cake integrate GraphRAG?
Cake orchestrates GraphRAG pipelines, managing graph construction, data ingestion, and querying with built-in governance.
Why use a graph structure for RAG?
Graphs improve reasoning and retrieval accuracy by preserving relationships between entities and topics.
Can GraphRAG be used with LangChain or LlamaIndex?
Yes—GraphRAG can complement tools like LangChain and LlamaIndex, and Cake helps you compose them into full pipelines.
Is GraphRAG useful for enterprise use cases?
Absolutely—GraphRAG enhances accuracy for complex domains like legal, healthcare, and enterprise search.
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