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Employers are increasingly deploying artificial intelligence (AI) across the talent life cycle, from candidate sourcing and ranking, to pre-hire assessments, to onboarding, performance reviews, development, promotions, and retention.

While these tools promise efficiency and consistency, they also introduce heightened legal risk if they produce biased outcomes. Many states, localities, and international jurisdictions require proactive AI