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Semantic Search and Generative AI Integration

Semantic Search and Generative AI Integration

1
posts
2023

This post introduces watsonx Discovery, an add-on to watsonx Assistant that leverages generative AI for informational tasks. It utilizes an IBM-packaged Elasticsearch for semantic, federated, and vector search over business content. This enables conversational search powered by retrieval-augmented generation (RAG), combining a chat interface, a robust retrieval system, and enterprise-ready LLMs. It contrasts with Watson Discovery, which focuses on document understanding and processing for intelligent business processes. watsonx Discovery is designed for scalable, content-grounded conversational answers, supporting English language and available on Cloud Pak for Data.

2023

Watson Discovery versus watsonx Discovery: A comparison

12/13/2023

This post introduces watsonx Discovery as a new capability for semantic search and generative AI integration. It details its architecture, which includes an IBM-packaged Elasticsearch for semantic, federated, and vector search, and its integration with watsonx Assistant for conversational search using RAG. The post highlights the three key components for enterprise-quality RAG: a conversational AI platform, a retrieval system, and enterprise-ready LLMs. It also contrasts watsonx Discovery with the existing Watson Discovery, emphasizing their different focuses: document processing vs. conversational semantic search.