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title: Developing a RAG solution - Chunk enrichment phase
description: Learn about the importance of augmenting chunks with metadata like title, summary, keywords, entities, and more. Learn common cleaning operations you can perform on chunks that might improve vector matches.
author: robbagby
ms.author: robbag
ms.date: 04/18/2024
ms.topic: conceptual
ms.service: architecture-center
ms.collection: ce-skilling-ai-copilot
ms.subservice: azure-guide
azureCategories:
- ai-machine-learning
products:
- ai-services
- azure-cognitive-search
- azure-openai
- azure-machine-learning
name: Chunk enrichment
summary: Learn about the importance of augmenting chunks with metadata like title, summary, keywords, entities, and more. Learn common cleaning operations you can perform on chunks that might improve vector matches.