Automate Q&A email responses with Amazon Bedrock Knowledge Bases
Machine Learning Blog
This article discusses automating Q&A email responses using Amazon Bedrock Knowledge Bases and Amazon Simple Email Service (SES), leveraging generative AI and retrieval augmented generation (RAG) technologies.
- Solution enables automated email responses by connecting user queries to company-specific information
- Uses Amazon Titan embeddings and Claude Sonnet 3.5 for generating contextually relevant responses
- Workflow includes uploading domain-specific documents to S3, creating vector embeddings, and processing incoming emails
- When an email arrives, a Step Functions workflow retrieves relevant information and generates a response
- Complex cases are forwarded to internal support teams for manual review
The solution aims to improve efficiency in email management, particularly for HR departments, by using generative AI to provide accurate and timely automated responses.
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