The integration of AI agents like Gemini and Copilot into Excel has revolutionized productivity, but it has also introduced significant risks regarding Shadow AI and data exposure.

As AI models grow in complexity, the challenge of managing them within the familiar environment of Excel requires a shift toward high-fidelity data engineering.

The traditional struggle of manually copying charts and summarizing data into slides has been replaced by agentic automation.