State of AI Bias in Talent Acquisition - Download Report

California FEHA: New AI Compliance Rules for Vendors and Employers Deploying HR Tech

AI Regulation

/

08 Sep 2025

California FEHA: New AI Compliance Rules for Vendors and Employers Deploying HR Tech

What California FEHA’s ADS regulations mean for HR Tech vendors and employers: scope, documentation, and compliance essentials.

On October 1, 2025, updates to California’s Fair Employment and Housing Act (FEHA) will take effect, creating one of the most comprehensive state-level frameworks for regulating AI in employment. 

These rules impose direct responsibilities on both employers and HR Tech vendors who use Automated Decision Systems (ADS).

The new regulation also offers a glimpse into how choices made about testing employment decision-making systems, implementing AI or otherwise, can help, or hurt, a vendor or employer in the court. 

AI and Automated Decision Systems under California FEHA

FEHA defines Automated Decision Systems (ADS) as technology that makes or meaningfully influences employment-related decisions using algorithms or AI. 

Examples of ADS in employment include:

  • Resume parsers or automated candidate screening tools

  • AI-powered video interview scoring systems

  • Hiring recommendation engines

  • Performance evaluation platforms

  • Termination or workforce reduction tools

Discrimination categories under FEHA

The law prohibits discrimination across 18 protected characteristics in California employment law, including: 

  • Race
  • Religious creed
  • Color
  • National origin
  • Ancestry
  • Physical disability
  • Mental disability
  • Medical condition
  • Genetic information
  • Marital status
  • Sex
  • Gender
  • Gender identity
  • Gender expression
  • Age
  • Sexual orientation
  • Reproductive health decision-making
  • Military and veteran status

Requirements for HR Tech platforms under California FEHA

Under the amended FEHA, HR Tech vendors classified as ADS “developers” face new implications if their systems influence employment decisions.

Bias testing

While not prescriptive like NYC LL144, bias testing under FEHA is essentially a compliance ‘must,’ courts will treat a lack of testing as evidence of negligence. 

Important note: The courts and regulators will treat the quality, scope, and recency of testing as central in deciding liability. 

Record keeping

Vendors must retain testing results and system documentation for at least 4 years. 

Joint liability

Vendors may be held jointly liable with employers if their ADS tools contribute to discriminatory outcomes. 

Requirements for employers under California FEHA

Employers who deploy ADS systems must also adhere to strict compliance measures.

Notices to candidates and employees

Employers must provide notice whenever an ADS tool is used to evaluate candidates or employees.

Human oversight

High-stakes employment decisions (such as hiring or termination) require human review and cannot rely solely on ADS tools.

Safeguards

Employers must implement “reasonable” safeguards to ensure their use of ADS does not result in unlawful discrimination.

Record retention

Employers must retain relevant ADS documentation and bias testing results for 4 years.

Timeline for California FEHA compliance

  • Signed into law: 2024

  • Effective date: October 1, 2025

How Warden AI helps with California FEHA compliance

Warden AI provides independent auditing and certification of AI employment systems, helping both vendors and employers prepare for compliance:

  • Coverage of all applicable protected characteristics. Our continuous auditing is built on a robust methodology covering the broadest scope of protected characteristics through continuous auditing and monitoring.

  • Generated time-stamped audit trails of system behavior for both pre-market testing and live systems.

  • Show live dashboards and reports. Demonstrate a commitment to AI fairness by sharing live bias audit information across multiple protected classes.

By partnering with Warden, HR Tech platforms and employers can build trust, transparency, and compliance into every stage of AI development and deployment.

Learn more: Join our upcoming webinar on California’s FEHA 

Understand more about California’s FEHA law by joining our upcoming webinar with Maneesha Mithal, Partner at Wilson Sonsini (and former FTC Division Director). 

We will be breaking down what these new FEHA rules mean in practice and how HR tech vendors and employers can prepare. 

Sign up to join our webinar here.

Join the companies
building trust in AI

Request Demo