State of AI Bias in Talent Acquisition - Download Report

AI Bias Auditing

Real-time auditing to build trust and stay compliant

Warden AI Dashboard

Robust Methodology

Always-on bias auditing to demonstrate trust and guard against claims

Continuous auditing

  • Always-on compliance checks
  • Real-time dashboards and reports
  • Catch and fix risks early

Real-world proprietary data for all protected groups

  • The Audit dataset that's complete, balanced, and diverse
  • Real-world data with consent to use
  • Coverage across age, disability and all protected classes

Live dashboards and reports

  • Real-time, interactive dashboards
  • Corporate-friendly PDF Audit Reports
  • Provide stakeholders with reliable oversight

Legal-grade audit trails

  • Timestamped record of every audit
  • Versioned datasets for use in investigations
  • Chain-of-custody audit trails

Cutting-edge evaluation techniques

  • Accurate and defendable audits with complementary techniques
  • Disparate impact analysis examines group-level bias for systemic differences in outcomes
  • Counterfactual analysis examines whether demographic proxies (like name and education) impact the AI

Warden Dataset

The only solution with full coverage of protected classes

The Warden Dataset powers our audits with real-world, representative data - enabling coverage across 10 protected classes and compliance with key global regulations.

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