Life Science — Automated Compliance Audit Preparation for AI Models

Overview

The purpose of this DAG is to streamline the preparation process for compliance audits related to AI models in the life sciences industry. It integrates both internal and external data sources, ensuring comprehensive coverage of all necessary documentation. The ingestion pipeline begins with the collection of relevant documents from various sources, including internal compliance databases, external regulatory repositories, and AI model documentation. Processing steps include document aggregation

The purpose of this DAG is to streamline the preparation process for compliance audits related to AI models in the life sciences industry. It integrates both internal and external data sources, ensuring comprehensive coverage of all necessary documentation. The ingestion pipeline begins with the collection of relevant documents from various sources, including internal compliance databases, external regulatory repositories, and AI model documentation. Processing steps include document aggregation, compliance verification, and quality control checks. During the compliance verification phase, the DAG conducts tests to ensure that all documents meet regulatory standards, while access checks confirm that only authorized personnel can view sensitive information. Quality controls are implemented throughout the process, with automated notifications sent to relevant stakeholders in case of compliance failures. The outputs of this DAG include a comprehensive audit preparation report, a compliance status dashboard, and a notification log for any compliance issues identified. Key performance indicators (KPIs) monitored include the time taken for audit preparation and the document compliance rate. This automated approach not only reduces the manual effort involved in audit preparation but also enhances the accuracy and reliability of compliance documentation, ultimately driving business value by ensuring regulatory adherence and minimizing risks associated with non-compliance.

Part of the Enterprise Search solution for the Life Science industry.

Use cases

• Increased efficiency in audit preparation processes
• Enhanced accuracy in compliance documentation
• Reduced risk of regulatory non-compliance
• Improved stakeholder communication through notifications
• Streamlined access to necessary audit materials