Manager policy guidance
Managers constantly need policy guidance on leave, performance, accommodations, and discipline — but HR teams can't scale 1:1 support. AI can deliver policy-grounded answers while ensuring consistency and flagging sensitive situations for HR review.
What this workflow is
Providing managers with real-time, policy-aware guidance on people decisions — from leave approvals and accommodation requests to performance conversations and disciplinary steps.
Why teams struggle with it
HR teams are overwhelmed with routine policy questions. Managers get inconsistent answers depending on who they ask and when. Some managers avoid asking entirely and make decisions without guidance, creating risk.
Why generic AI often fails here
Generic AI doesn't know your company's policies, employment law nuances by jurisdiction, or when a question crosses from routine to legally sensitive. It gives plausible but potentially dangerous advice that sounds authoritative.
Where AI can actually help
Policy-grounded answers to routine manager questions. Automatic escalation when questions involve legal risk, protected characteristics, or complex situations. Consistent guidance regardless of which manager asks or when.
Inputs the system needs
- Company HR policies (leave, performance, discipline, accommodations, etc.)
- Jurisdiction-specific employment law summaries
- Escalation rules and sensitivity triggers
- Manager role and reporting relationships
- Historical HR case patterns (anonymized)
Outputs the system produces
- Policy-grounded answer with citations
- Confidence score and escalation recommendation
- Suggested next steps for the manager
- Referral to HR when sensitivity thresholds are triggered
- Anonymized usage analytics for HR team
Controls that matter
- Every answer must cite the specific policy section
- Sensitivity triggers must route to HR immediately
- The system must never give legal advice
- HR retains the ability to override or correct any guidance
- All interactions must be logged for compliance review
When this is not a good fit
When HR policies are not documented, when the organization has fewer than 50 employees and HR can handle questions directly, or when policy interpretation requires union negotiation context.
Manager guidance complexity matrix
- ROUTINE + LOW RISK: Leave balance questions, benefits enrollment timing, expense policy → Full AI automation
- ROUTINE + MEDIUM RISK: Accommodation requests, return-to-work processes → AI draft with HR review
- COMPLEX + HIGH RISK: Performance improvement plans, termination steps, harassment reports → HR-led with AI documentation support
- SENSITIVE + LEGAL: Discrimination complaints, whistleblower reports, litigation holds → Immediate HR escalation, no AI guidance