EARLY SIGNALS · HUMAN JUDGEMENT
AI Detected Issues
Evidence-based exceptions from available records, with hypotheses clearly separated from facts.
2 high priority6 open observations0 resolved
Medium
1 overdue task in Sales
Sales · Identified Oct 31
Update the employee handbook (due 2026-10-28)
Needs review
Medium
1 overdue task in Operations
Operations · Identified Oct 31
Resolve priority service requests (due 2026-10-28)
Needs review
Medium
1 overdue task in IT
IT · Identified Oct 31
Ship reporting dashboard update (due 2026-10-28)
Needs review
High
Payroll reconciliation discrepancy
Marketing · Identified Oct 31
Calculated net differs from recorded payment for Maya Chen.
Needs review
Medium
Laptop docking stations: stock below threshold
IT · Identified Oct 31
2 units remaining; threshold 5.
Needs review
High
Q4 growth: budget exception
Sales · Identified Oct 31
Recorded actual cost exceeds the approved budget.
Needs review
Detection uses transparent rules: overdue tasks, planned work above 40 hours per active employee, at least three feedback responses averaging below 3/5, payroll reconciliation differences, low stock and budget exceptions. These observations are not confirmed root causes or predictive probabilities.