AI-Assisted People Ops Workflows With Privacy, Review Gates, and Lightweight Governance

A guided, multi-course journey that builds this skill from the ground up. Work through the chapters in order, or jump to any lesson.

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The People Ops Trust Standard for AI DraftingDrafting vs. Decision: What the Model Can Write and What You Must OwnWhy Plausible Outputs Fail: Three HR Failure Modes and the Gate That Catches ThemFrom Request to Ready-to-Review: Intake, Workflow Choice, and QA Rubric
The Pre-Prompt Data Screen: What Never Goes Into a Drafting PromptMinimize the Prompt Without Losing the Drafting ObjectiveRedaction and Placeholder Techniques for Real HR InputsJurisdiction Flags and How to Record Uncertainty Without Freezing WorkPHI Boundaries, Privacy Requests Routing, and Audit Notes for AI-Assisted Drafts
The Stop-Sign Map: What AI Must Not Do in Employee Lifecycle WorkThe Review Gate Checklist: From Draft to Safe-to-PublishRisk Triggers: When to Rewrite, When to Stop, and When to EscalateDisclaimers, Escalation Paths, Ownership, and Audit Trail
Onboarding Plans as Structured Outputs: Tasks, Owners, Dependencies, EscalationsMulti-Channel Welcome Communications With Voice and Inclusion StandardsRecurring HR Announcements: A Prompt Template That Forces Clarity and VerificationPolicy Alignment Checking: Removing Invented Rules and PromisesPrivacy-Minimized Comms, Support Pathways, and Prompt Versioning for Repeatability
The Policy Drafting Standard: Structure, Source-of-Truth, and Non-Negotiable BoundariesDrafting a Handbook Page With a Prompt That Refuses to Invent PolicyBuilding Employee FAQs That Avoid Individualized AdviceDrafting Manager Toolkits That Standardize Escalation Without Directing OutcomesChange Control and Publication Review for AI-Assisted Knowledge Assets
Voluntary Offboarding Drafts That Stay Neutral and OperationalStop-Sign Boundaries in Offboarding: When AI Use Must Stop and EscalatePreparing Qualitative Feedback Inputs: Redaction, Separation, and Exclusion LogsWriting a Qualitative Synthesis Brief With Calibrated Language and LimitsQuoting and High-Risk Routing: Protect Identity and Avoid Mishandling AllegationsFinal Review Gate and Lightweight Governance Mini-Kit