Policy guidance
Leave guidance can differ by location and effective policy date.
Organize policy questions and document workflows with role-limited access.
Planning guidance, not a claim of installed capabilities or customer results. Validate scope and feasibility before deployment.
HR teams answer policy questions while protecting highly sensitive employee information. A policy-focused agent workflow can help locate approved guidance without making hiring, promotion, or disciplinary decisions.
Leave guidance can differ by location and effective policy date.
Different roles need different approved document checklists.
A general policy question may turn into a confidential grievance.
Coordinate policy retrieval, checklist drafting, and permission checks. Evaluate models on jurisdiction and policy-version distinctions; agents should ask for authorized review rather than infer employee eligibility.
Keep source version, tool inputs, and execution status with each draft. Missing evidence remains visible.
A version-linked answer with eligibility left to the HR specialist.
Define acceptanceProposed capabilities must be tested against representative inputs. Unsupported or low-confidence results belong in a review queue, not an automatic decision.
Hypothetical: a leave question depends on location and a policy revision. The agent identifies the applicable documents and flags missing context for an HR specialist instead of granting or denying leave.
Leave guidance can differ by location and effective policy date.
A draft or exception needs source verification before it can leave the workspace.
Draft answers to policy questions with version references.
A version-linked answer with eligibility left to the HR specialist.
Receive a bounded task and permission-limited documents. Record source versions and reject access outside the agreed scope.
Route retrieval, calculation, or drafting to selected models and scoped tools. Preserve failures, evidence, and approval boundaries in the run record.
An assigned person checks evidence, records the outcome, and follows the existing operational procedure. Rejected signals feed back into evaluation.
Evaluate answer completeness, sensitive-data handling, and escalation behavior.
Accepted observations / reviewed observations. Count missed cases separately against the manual reference.
Target: agree before pilotRecord minutes per reviewed item, including rework and escalations. Compare the same task with the manual baseline.
Target: agree before pilotRecord whether stale inputs, denied access, and unavailable sources stop or visibly degrade the workflow.
Target: agree before pilotEstablish a manual baseline, agree acceptance thresholds with the operational owner, and compare review effort as well as accuracy. Any benefit must be measured in the pilot; no savings or ROI are promised here.
Pilot with approved policy documents and synthetic employee questions. Test access boundaries between general guidance and confidential cases, then require HR approval of all answers during evaluation.
Review policy ownership, regional versions, document permissions, and model data residency requirements. CCTV and personnel monitoring are not prerequisites; begin without employee case files.
| Check | Required evidence |
|---|---|
| Source access | Approved formats, source versions, licenses, and read permissions. |
| Tool boundaries | Sandbox, denied-command tests, credential isolation, and context limits. |
| Compute & recovery | Model endpoint, per-run budget, timeout behavior, and resumable evidence. |
A workflow is not a universal connector. Verify file formats, authentication, tool permissions, model context limits, and failure recovery in the actual environment before committing to a setup.
Example: export an approved onboarding checklist into a document workspace. HRIS access needs a separate purpose and field-level permission assessment; employee record changes are not included.
These are example integration plans, not live connectors. Confirm schemas, least-privilege credentials, delivery acknowledgements, retry limits, and duplicate handling in a sandbox before enabling data exchange.
Keep health, salary, grievance, and disciplinary records out of general policy prompts. Prohibit candidate ranking, protected-trait inference, and automated employment decisions.
Approve reviewer roles and test a denied-access case before launch.
Set retention, deletion ownership, and encryption for stored and transmitted evidence.
Log access and decisions; rehearse incident escalation and rollback.
Before launch, approve purpose and lawful access, role-based permissions, encryption configuration, retention and deletion rules, audit logging, and incident ownership. Verify these controls in the chosen environment; this page does not claim compliance certification.
Hypothetical pilot: ask synthetic leave questions spanning two policy versions. HR reviewers check citations and escalation, and verify that a request for another employee’s salary is denied.
A proposed evaluation exercise, not a deployed case study. There are no named clients, claimed results, or implied endorsements.
No. This scope is policy assistance, not automated hiring or employee scoring.
Not for the initial policy pilot. Use approved guidance and synthetic questions.
An authorized HR specialist, with the relevant policy and context visible.
Bring one bounded task, approved inputs, tool permissions, and a named reviewer. Outline the team workflow in a planning brief before choosing models and execution resources.