PyData Berlin
From Months to Minutes: Accelerating Compliance Reviews with GenAI
Talk
Abstract
Transform time-consuming document compliance reviews into automated workflows with Generative AI. Through live demonstrations, learn how to build systems that extract policies from unstructured data, analyze the, conduct compliance assessments in minutes instead of weeks. Moreover, in some pipelines, you can already adjust non-compliant components to make the whole system compliant. Learn practical implementation patterns and ready-to-use templates to modernize your compliance workflows.
Prerequisites
- Basic understanding of GenAI concepts - No specific compliance expertise required
Description
In today's rapidly evolving regulatory landscape, organizations struggle with the mounting complexity of document compliance reviews. This session demonstrates practical approaches to transforming this challenging process using Generative AI, focusing on real-world implementations and tangible results.
What You'll Learn:
* How to build intelligent document processing pipelines that extract structured information from various document formats
* Techniques for automated policy analysis and compliance assessment
* Practical patterns for implementing compliance verification workflows
* Methods to automatically identify and remediate non-compliant components
* Strategies for ensuring accuracy and maintaining human oversight where needed
Live Demonstrations Will Include:
* Building a document analysis pipeline
* Implementing smart policy extraction from unstructured data
* Setting up automated compliance checks
* Creating compliance reports and remediation suggestions
* Handling edge cases and complex scenarios
Key Technical Components:
* Document processing architectures
* Prompt engineering for compliance use cases
* Quality control mechanisms
* Integration patterns with existing systems
* Error handling and validation approaches
Who Should Attend:
* Developers working on compliance automation
* Technical leaders modernizing compliance workflows
* Solution architects designing document processing systems
* Anyone interested in practical applications of GenAI
Speaker
Elizaveta Zinovyeva
Applied Scientist
Liza (Elizaveta) Zinovyeva is an Applied Scientist at AWS Generative AI Innovation Center and is based in Berlin. She helps customers across different industries to integrate Generative AI into their existing applications and workflows. She is passionate about AI/ML, finance and software security topics. In her spare time, she enjoys spending time with her family, sports, learning new technologies, and table quizzes.