Answer: Amazon Kendra

Amazon Kendra is an intelligent search service powered by machine learning that enables natural language search capabilities across enterprise data. It performs semantic search, understanding the meaning and context of queries rather than just keyword matching. As a retrieval layer for RAG (Retrieval-Augmented Generation), Kendra can efficiently retrieve relevant information from enterprise knowledge bases to provide context for large language models, improving the accuracy and relevance of generated responses. **Key features of Amazon Kendra:** - Semantic search capabilities - Natural language query understanding - Connects to various data sources (S3, SharePoint, databases, etc.) - Machine learning-powered relevance ranking - Enterprise-grade security and access controls **Comparison with other options:** - **Amazon Textract**: Extracts text and data from documents (OCR service) - **Amazon Polly**: Text-to-speech service - **AWS Step Functions**: Serverless workflow orchestration service Amazon Kendra is specifically designed for enterprise search and retrieval use cases, making it the ideal choice for RAG implementations.

Author: Ritesh Yadav