What is RAG Pipeline?
What does 'RAG Pipeline' mean?
An architecture for retrieval-augmented generation, where relevant documents are fetched from a knowledge source and passed to a language model as context before it answers. The pipeline covers ingesting and chunking content, generating embeddings, storing them for retrieval, and assembling the final prompt. It is the standard way to ground model output in private or current data instead of relying on what the model memorised during training.
List of software with RAG Pipeline 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].