Wuming AI

Aug 11, 2026 · Artificial Intelligence

Can AI Reliably Process Critical Data? A 10‑Minute End‑to‑End Test with Four Excel Tables

The author evaluates the Office Xiaoxuan AI assistant by feeding it 8,137 attendance records and three related business tables, then walks through file reading, data cleaning, cross‑table verification, and interactive dashboard generation, completing the entire workflow in about ten minutes while highlighting transparency, cost tracking, and verification limits.