Data Preparation for AI Agents

Agentic AI promises to revolutionize corporate analytics by allowing users to receive instant, data-backed answers via natural-language queries. However, integrating an LLM into a corporate data warehouse without foundational preparation creates unreliable systems, as AI agents cannot fix flawed data or undocumented columns. Highlighting this challenge, the UN is partnering with Google to prepare global data for AI agents after a UNICEF test revealed that leading AI models struggled to accurately retrieve global development statistics.