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AI-FOR-HR-RECRUITING5 MIN READ

Redirect the Lookalike Request in the Room

Coach a hiring manager away from incumbent-lookalike prompting without losing the useful performance insight.

The manager wants an AI lookalike prompt. Pick Sam's best response. Kickoff meeting Can we ask AI for candidates like Maya? fromTop Recruiter response fromBottom Reframed prompt Let's list the behaviors behind her success. I can translate what makes Maya effective into job behaviors, but I do not want her identity or profile to become the AI target. Best. It preserves the useful performance insight while blocking proxy-heavy lookalike prompting. Yes, if we remove her name first, the prompt should be neutral enough. Weak. Removing the name does not remove proxy signals such as school, career path, timing, network, or…

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