Written for HR professionals, legal counsel, and the people who have to make the call. No thought leadership, no frameworks with acronyms. Just how this works in practice.
Internal HR teams can handle a lot. A harassment complaint involving a senior leader, a situation with legal implications, or any case where impartiality matters is not one of them.
A defensible report is not just thorough. It documents the process, explains credibility assessments, ties findings to evidence, and is honest about what the evidence does not support.
Procedural fairness is not just a legal concept. It is the standard by which every workplace investigation is judged, by the parties, by legal counsel, and by any adjudicator who later reviews the file.
Legal teams are thinking about AI liability. Boards are thinking about AI risk. HR teams are often not at that table yet. They need to be.
Hiring algorithms, performance management software, and scheduling tools all carry bias risk. Most organizations do not know what is in the systems they are already using. That is a compliance problem.
Most organizations deploy AI screening and hiring tools without a policy framework, bias audit, or clear accountability structure in place. Here is what needs to happen first.
Four checklists I use in real engagements: shadow AI and acceptable use, contractor classification, worker classification self-check, and BC pay transparency readiness.
A brief, confidential call to understand what is going on and whether an investigation, an audit, or something lighter is the right response.