State of AI Bias in Talent Acquisition - Download Report

AI Bias Auditing

Real-time auditing to build trust and stay compliant

Example Dashboard

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.

Datasets comparison table

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building trust in AI