Use Case: AI Hiring Compliance

Defend Against
Bias Class Actions

Independent, third-party bias audits for AI hiring tools. Mathematical proof of fairness for NYC LL 144 and federal courts.

$1.5B
Settlement Precedent

Class action settlements in AI bias and privacy cases

85%
Preference Rate

of AI resume screeners found to prefer white-associated names

$1,500/day
NYC Fines

per violation for using unaudited automated hiring tools

The Litigation Wave

Your AI Hiring Tool is a Lawsuit Waiting to Happen

The legal landscape has shifted. Mobley v. Workday established that AI vendors can be held directly liable for employment discrimination. NYC Local Law 144 requires annual bias audits for any automated employment decision tool. Research proving systemic bias in AI resume screeners gives plaintiffs ammunition.

This isn't about good intentions. It's about mathematical proof. When the lawsuit arrives, "we thought it was fair" won't hold up. You need documented, third-party validation.

The Lucid Approach

Replace Assumptions with Attestation

Lucid's Hiring Fairness Auditor runs rigorous disparate impact testing on your AI hiring tools. You get the independent bias audit required by NYC LL 144 and the mathematical documentation needed to defend against federal discrimination claims.

Technical Mechanism

How It Works

Four-Fifths Rule Analysis

Automated disparate impact testing across all protected categories—race, gender, age, disability status.

Synthetic Dataset Testing

Validate fairness without exposing actual candidate data, using statistically valid synthetic populations.

Tamper-Proof Audit Trail

All testing runs in a hardware-secured environment (TEE), ensuring results are mathematically valid and unmanipulated.

Proven Results

Value Proof

100%
NYC Compliance

Generates the Public Summary required by Local Law 144

Court-Ready
Legal Defense

Cryptographically signed audit certificates for litigation defense

All EEOC
Protected Categories

Testing across race, gender, age, national origin, disability

NYC LL 144
Local Law 144
EEOC
Guidelines
Colorado
AI Act
Title VII
Civil Rights

Shield Your Organization from AI Discrimination Claims

Get the mathematical proof of fairness before plaintiffs' attorneys come asking.