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What is RAG Pipelines?

What does 'RAG Pipelines' mean?

Retrieval-augmented generation pipelines connect a language model to a body of private or up-to-date data. Documents are split into chunks, converted to vector embeddings and stored so that a user's question can retrieve the most relevant passages, which are then passed to the model as context for its answer. This grounds responses in real source material and reduces reliance on what the model memorised during training.

List of software with RAG Pipelines functionality

About the reviewer

Rajat Gupta is the founder of Spotsaas. Over the past two years, he has reviewed 2,000+ tools across CRM, HR, AI, and finance — applying hands-on product research and a background in commerce and the CFA program to evaluate software through a business and ROI lens. His goal: help teams make software decisions they won't regret.

Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].