Your data · bring a CSVOne row per unit, a column that says which units failed, and the columns you suspect: supplier, lot, plant, line, firmware, region. The agent screens every factor, rules out confounders, proves the cause and scopes the exact units, with the same statistics and evidence gate as the demo. Optional columns (failure date, symptom text, days in field, serial) unlock more checks.