Fairness Monitoring • Privacy-first • Browser-based
EthicAI — Fairness Audit Dashboard
EthicAI helps you evaluate whether a classification model produces unequal outcomes across protected groups (e.g., sex, race). Run a demo audit instantly or upload your own model outputs to generate fairness metrics, visual summaries, and a downloadable report.
Upload or Guided Merge
Upload a single audit-ready CSV, or use guided mode to merge a dataset and a separate predictions export by ID.
Fairness Metrics + Visuals
See selection rate and error rates by group, plus Demographic Parity Difference and Equal Opportunity Difference.
Stakeholder-ready Report
Download a shareable HTML Fairness Report and a risk rating summary to support responsible deployment decisions.
Privacy note
Files are processed locally in your browser. No data is uploaded to a server.