New Legal Risks Emerge Over AI Bias and Privacy in Hiring Tools

3 min readSources: National Law Review

Lawsuits and new laws spotlight bias, privacy, and compliance risks in AI hiring tools.

Why it matters: Legal professionals must navigate evolving regulations and lawsuits as AI increasingly influences employment decisions. Understanding these risks is critical for advising clients and corporate compliance strategies.

  • August 2026 lawsuit alleges Eightfold AI collects secretive applicant reports, possibly violating FCRA.
  • ACLU filed an FTC complaint in May 2024 against Aon for misleading bias-free AI hiring claims.
  • NYC’s Local Law 144 mandates annual bias audits and transparency reports for AI hiring tools, but compliance is low.
  • EU AI Act, starting August 2026, enforces strict AI governance with heavy penalties for violations.
  • 40% of hiring managers cite bias and privacy as major AI hiring challenges, per 2026 survey.

As AI tools become central in hiring and workplace decisions, legal challenges over bias and privacy are increasing. In January 2026, a class-action lawsuit in California accused Eightfold AI of creating secret applicant reports without disclosure, potentially breaching the Fair Credit Reporting Act (FCRA). Experts call the case a "pivot point," highlighting the legal scrutiny on AI hiring systems (Fortune).

Similarly, the American Civil Liberties Union (ACLU) filed a May 2024 complaint with the FTC against Aon for deceptively marketing its AI hiring tests as bias-free despite risks of discrimination based on race and disability (ACLU). This has intensified regulatory focus on fairness and transparency in automated employment decision tools (AEDTs).

New York City's Local Law 144, effective July 2023, requires annual bias audits and public disclosures for AEDTs used in hiring and promotion. However, a 2024 study found only 18 of 391 employers posted bias audits and just 13 posted transparency notices, revealing weak compliance (arXiv).

On a broader scale, the EU AI Act, phased in starting August 2026, mandates strict AI governance including data management, audit logging, and transparency. Non-compliance can lead to fines of up to 15 million or 3% of global annual revenue (TechRadar). This sets a high bar for organizations using AI in employment decisions worldwide.

A 2026 survey by Workable found 40% of hiring managers identify bias and privacy as major concerns with AI hiring tools, underscoring the operational and legal challenges companies face (Workable). Legal advisors warn that employers must demonstrate their AI-driven hiring practices are job-related, fair, and legally defensible to withstand regulatory and litigation pressures.

AI is widely used to draft job descriptions, target ads, and rank candidates, but courts and regulators are increasing the demand for accountability, transparency, and fairness in these automated processes.

By the numbers:

  • 40% — hiring managers citing bias and privacy as key AI hiring challenges.
  • 18 of 391 — NYC employers posting required bias audit reports under Local Law 144.
  • Up to 15 million or 3% of global revenue — EU AI Act penalties for non-compliance.

Yes, but: Compliance with AI regulations such as NYC's Local Law 144 remains low, indicating gaps between legal mandates and employer practices.

What's next: Phased enforcement of the EU AI Act begins August 2026, increasing regulatory scrutiny of AI hiring tools globally.