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What Employers Must Know Before Using AI in Hiring and Workforce Decisions

September 26, 2026
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5 min read

AI tools are changing how companies hire, evaluate, and manage employees -- but they're also opening the door to serious legal exposure. From algorithmic bias to data privacy gaps, the regulatory landscape is evolving faster than most HR teams realize.

The core risk is straightforward: when AI decides who gets screened, ranked, or selected for a role, it effectively replaces human decision-making. That triggers a web of federal, state, and local obligations -- even when the tool only "substantially assists" rather than fully replaces a human.

Three Core Risks to Understand

  • Bias: AI trained on historical data can inadvertently discriminate. A tool that favors candidates from certain neighborhoods, for example, could create disparate impact along racial or national origin lines -- potentially violating Title VII, the ADA, or the ADEA.
  • Privacy: Third-party vendors processing employee data create GDPR, CCPA, and state-level privacy obligations, including data retention schedules and individual rights requests.
  • Compliance gaps: New York City requires independent bias audits and public disclosure. California's new rules take effect in 2027. Illinois, Colorado, Connecticut, and Texas all have AI-specific requirements.

Questions to Ask Before You Buy

Before purchasing any employment AI tool, employers should assess whether the tool can explain its decisions, whether bias testing has been performed with their own data, and whether vendor contracts address liability and data security. Companies operating across borders face even more complexity -- the EU AI Act classifies many employment AI systems as "high-risk," with obligations including human oversight and worker notification, scheduled to take effect in 2027.

Ongoing monitoring is not optional. Bias audits should be a recurring practice, not a one-time check. Because testing results may become evidence in litigation, Ogletree recommends conducting audits under the direction of counsel to help preserve attorney-client privilege.

Read the full article on Ogletree