An HR policy and benefits assistant that cites the handbook

Employees ask in Slack or Teams how many PTO days roll over or whether a provider is in network, and get an answer drawn from your actual documents with a link to the source. Anything about their own situation goes to a person.

01the problem and who owns it

HR teams answer the same questions every week: holiday schedule, expense limits, parental leave basics, how to add a dependent. The answers exist in a handbook and benefits guides nobody can search, so people message HR directly, and HR becomes a help desk.

People ops owns the policy content, benefits administration owns plan details, and legal cares about every word. The assistant has to quote those sources exactly, not paraphrase them into new promises.

02what the AI does, step by step

1. Index the approved sourcesThe handbook, benefits summaries, plan documents, holiday calendar, and HR FAQs are split into passages and indexed with their effective dates. Only documents HR marks as published are included.
2. Classify the questionEach question is sorted into general policy, benefits detail, personal situation, or sensitive. Harassment reports, medical leave specifics, and pay disputes go straight to a person with a confidential handoff.
3. Retrieve and answer with citationsFor general questions the model answers only from retrieved passages and links the section it used. If the sources do not cover it, it says so and offers to open an HR ticket.
4. Respect location and plan differencesThe employee's work location and benefits plan come from the HRIS, so a state-specific leave rule or a different medical plan is not answered from the wrong document.
5. Hand off cleanlyEscalations create an HR case with the question and the assistant's retrieved context attached, so the employee does not have to repeat themselves.
6. Report gapsUnanswered and escalated questions are grouped weekly so HR can see which policies are unclear or missing.

03systems it connects to

• Document sources. Handbook and plan documents in Google Drive, SharePoint, Confluence, or Notion.
• HRIS. Workday, BambooHR, or Rippling for location and plan enrollment, read only.
• Chat. Slack or Microsoft Teams as the front door.
• HR case management. An HR ticketing queue for escalations.

04human checkpoints

• Source approval. HR and legal approve which documents the assistant may quote, and a new handbook version is reviewed before it replaces the old one.
• Answer sampling. An HR partner reviews a sample of answers each week for accuracy and tone.
• Sensitive topics never automated. Leave determinations, accommodation requests, investigations, and pay questions are always answered by staff.

05what to measure

• Answer acceptance. Share of questions resolved without escalation, checked against the sampled accuracy review.
• HR inbox volume. Routine questions reaching HR directly, before and after launch.
• Citation accuracy. How often the linked passage actually supports the answer.
• Gap list size. Questions the sources could not answer, which should shrink as HR fills them.

06risks and guardrails

• Answers read as promises. An employee may treat a wrong answer about leave or benefits as a commitment. Show the source on every answer and state that the plan document governs.
• Health and personal data. Employees will volunteer medical details. Do not store chat content longer than needed, restrict who can read logs, and keep the assistant away from claims data. Review ERISA and privacy implications with counsel.
• Stale documents. An outdated handbook in the index produces confident wrong answers. Tie indexing to a publishing step, not a folder sync.

07build vs buy

If your HRIS or service desk already offers a knowledge assistant over your documents, try it first; for a single handbook and one benefits plan it may be enough.

Custom development fits when policies vary by state, entity, or union agreement, when answers need HRIS context to pick the right document, or when you need strict control over what is logged and who can read it.

08related playbooks

Browse every hr and recruiting playbook or the full library.