Insights & Briefings

Governance analysis and risk briefings on AI-driven hiring systems and workforce decision infrastructure.

Eightfold AI and the Transparency Lawsuit

Eightfold AI and the Transparency Lawsuit

A lawsuit against Eightfold AI shifts legal scrutiny from algorithmic outcomes to process transparency, consent, and disclosure. This briefing examines how skills inference and candidate ranking systems raise new compliance risks under employment and consumer protection law, and what organizations should understand about governance and accountability in AI-mediated hiring.

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When the ATS Becomes the Defendant

When the ATS Becomes the Defendant

Algorithmic hiring systems are facing a new level of legal scrutiny. As courts begin to evaluate whether automated hiring tools can produce unlawful disparate impact, organizations must treat AI-mediated hiring as governed infrastructure rather than neutral technology. This briefing examines what the Workday lawsuit signals for accountability, risk, and oversight in modern hiring systems.

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Designing AI-Ready Hiring Systems

Designing AI-Ready Hiring Systems

Hiring systems are under strain from years of operational debt, fragmented technology, and inconsistent evaluation practices. This briefing presents a governance-first framework for integrating AI into hiring systems, clarifying where AI adds value, where human judgment must remain central, and how organizations can preserve accountability as automation scales across the hiring lifecycle.

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