The demo will showcase the Shelf platform's capabilities in monitoring and evaluating GenAI conversations, as well as assessing the quality of data fueling GenAI algorithms. The platform enables users to see the exact answers which are hallucinated or inaccurate in their GenAI app, and pinpoints the underlying data issues responsible for these inaccuracies. This empowers users to continuously improve their GenAI implementation by giving them the understanding of which issues are most critically impacting user or customer satisfaction and by allowing them to address issues at their source. The Shelf team will demonstrate practical, real-world examples, including enterprise GenAI implementations like MS Copilot and common data repositories such as Sharepoint, showing how the platform detects inaccurate GenAI responses and links them to data quality issues.