Designed an AI system that surfaces trends, anomalies, and comparisons the moment a chart is inserted in Excel. Increased chart retention by 15%, validated Copilot’s value for non-coders, and repositioned Excel as an analytical assistant—not just a calculation tool—with 65% positive sentiment.
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