Streamline financial workflows with generative AI for email automation
Machine Learning Blog
This article discusses how to streamline financial workflows using generative AI for email automation. It covers extracting data from email attachments, classifying documents, and summarizing documents using intelligent document processing (IDP) and large language models (LLMs).
Specifically, the article covers:
- Challenges with manual data extraction from emails and attachments
- Solution overview with a pipeline for data extraction, classification, enrichment, and human review
- AWS architecture using services like Amazon S3, Textract, Comprehend, and Bedrock
- Steps to read emails, attachments, extract data using LangChain and Textract
- Using LLMs for document summarization within the IDP workflow
- Expanding the solution with personalized data augmentation and security best practices
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