PerformanceReviewDriftDetector
Alerts managers when employee performance ratings deviate significantly from historical patterns, helping catch bias and inconsistency in annual reviews before they're finalized.
The Problem
Managers often rate employees inconsistently year-over-year due to recency bias, team changes, or seasonal performance fluctuations. A high performer suddenly rated as 'meets expectations' or a struggling employee jumping to 'exceeds' gets missed until the review is live, creating legal liability and damaging trust. Most HRIS systems have no flagging mechanism for these anomalies.
Target Audience
HR managers and department heads at mid-market companies (50-500 employees) using ADP, Workday, or Bamboo HR who conduct annual performance reviews.
Why Now?
Performance review season (Oct-Dec) is underway, and companies are increasingly worried about legal exposure from rating discrimination after high-profile lawsuits.
What's Missing
HRIS platforms focus on workflow, not anomaly detection. Managers lack a simple pre-submit sanity check that catches their own bias before it becomes permanent record.
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