Ironically, for companies that were gonna use these automated reviews anyway, LLMs might actually help with cases like these. As much as I hate thinking about automated review even happening at all.
My rule of thumb is: if your company has <=50 employees, and there’s a VP/Director of HR, your life as a hiring manager will be miserable. “What happened to candidate X? The team gave them a ‘hire’.”
“Still checking references”, or some such bullshit as an excuse for dragging feet. “What do you do all day?”