Using AI to Hire? Build In Compliance From the Start

Used well, artificial intelligence can meaningfully augment talent acquisition, which is why so many companies now rely on it to make or inform decisions about applicants. But if your company is going to use these tools, you need to start by designing a compliant architecture — not layering on compliance after you’ve already chosen your tools and built your processes.

AI hiring is being actively regulated at the city, state and international levels. Common threads run across jurisdictions: transparency, human oversight, nondiscrimination and the right to explanation. While no U.S. state law outright bans AI in hiring, several states have enacted laws that effectively prohibit its use if it produces discriminatory outcomes. There are also regulations establishing requirements around notice, audits, impact assessments, data retention and appeal processes. Employers must meet these standards to use AI tools lawfully.

Regulators aren’t looking for checkbox compliance. Your company won’t be compliant simply by selecting an AI-powered screening tool, having it bias-audited, posting required notices on your careers page and building a human-review process. Beyond those steps, you must be able to prove that using the tool doesn’t lead to discrimination in hiring.

Algorithmic discrimination is hard to detect — and even if your company uses a tool built by a third-party vendor, your company is the liable party if the automated system creates a disparate impact on protected classes.

The Department of Labor has released workforce guidelines emphasizing AI literacy and advising meaningful human review of all AI-driven applicant screening. When operating in the AI and automated decision-making space, work with human resources experts and legal counsel.

© YC Partners 2026