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Case #4: Workplace AI for hiring decisions in California.
Project moved forward after scoping controls, narrowing use, and documenting oversight.
The team began by mapping legal exposure and operational risk by jurisdiction.
It then aligned technical controls with transparency, testing, and governance obligations.
An internal review approved deployment under a monitored rollout with incident reporting requirements.
Quarterly checkpoints were added to update controls as usage and regulation evolved.