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aileaders · Use case · Human resources

HR answers, within the right scope.

Help teams find current policies and agreements, prepare an onboarding journey or search for a clause—without confusing information retrieval with an HR decision.

HR assistant · Review required

Illustrative example — adapt to your rules

Question

“How many days can I take after changing my contract?”

Prepared researchLeave · individual situation to check

Passage found

Leave policy · applicable rule

The general rule is cited; an individual balance still needs checking in an authorized source.

HR review

Cited reply · request clarification if the record is incomplete
Permitted outputDraft ready — no decision made on the record

The mission

Make policies useful without overriding individual rights.

An HR agent can guide people to policies and leave rules, assist with onboarding, find contracts or collective agreements, and prepare a response from authorized sources. Access remains defined by role and document; an incomplete personal query should be reviewed by HR.

Agent configuration

A clear scope before the work begins.

Illustrative read-only view: sources and actions are defined for the pilot, not enabled by fictional controls.

Illustrative configuration · read only
MissionAnswer and guide

Find policies and leave rules, assist onboarding and research an authorized clause.

Authorized sourcesPolicies · onboarding · contracts and agreements

Current documents and individual files accessible under document-level rights.

Read toolsSearch · read · cite

Consult only documents and data available to the relevant role.

Write toolsReply · checklist · HR request

Recording or sending only if the integration allows it, with permission and human approval.

Review and successHR review before a decision

Success means an accepted cited answer, respected access rights and appropriate escalation, measured with time and total cost.

A supervised workflow

Trigger, read, prepare, approve, output.

  1. 01

    Trigger

    An employee question, onboarding step or clause search is selected.

  2. 02

    Read

    The agent consults policies, onboarding materials, contracts or agreements authorized for that role.

  3. 03

    Prepare

    It gathers cited passages, flags missing versions or data and prepares a reply or checklist.

  4. 04

    Approve

    HR checks the rule, access rights and individual context before any decision or communication.

  5. 05

    Output

    After approval, a reply or task can be recorded in a connected tool if the integration and permissions allow it.

Sources, tools and control

People’s access rights are part of the scope.

Scoping defines which sources each role can access. Access to general policies does not imply access to contracts, individual files or sensitive data.

Read

  • Approved internal policies, leave rules and HR procedures
  • Onboarding materials and role-related documents
  • Contracts, company agreements and collective agreements only under defined document permissions

Prepare or write

  • Cited reply, onboarding checklist or clause to review
  • Clarification request or escalation to the right HR contact
  • Record update or sending only when the integration allows it and an authorized person approves

Human decision

HR remains responsible for interpretation, individual decisions and sensitive communications. Permissions are tested with representative roles before the pilot.

Measure before expanding

A smoother service and dependable answers.

Create a sample of HR questions and searches before the pilot, then have the relevant teams review results. The examples on this page are illustrative; no outcome rate is assumed.

01

Time

Compare research, response and onboarding-preparation time, including requests taken over by an advisor.

02

Quality

Check source and version, citation accuracy, document-rights handling and whether escalations were appropriate.

03

Total cost

Include platform, models, tokens, hosting, integration, operations and HR review.

Time released is not automatically cash saved. Compare total cost with accepted responses and observed quality.

Start with a pilot

Test one HR request without widening access.

01

Choose

Select a contained workflow, such as policy and leave questions, with an HR owner.

02

Scope

Inventory policies, onboarding materials, contracts and agreements; define rights, exclusions and approvals.

03

Compare

Assess time, source quality, access handling and total cost before extending to other files.

FAQ

Frequently asked questions

Which HR topics can a pilot cover?

The scope can include policies and leave, onboarding, and research across contracts and agreements, provided sources and access rights are defined separately.

Can a manager access an individual file?

Only if the source permissions and role allow it. Document rights should be checked with representative roles; the agent must not widen access.

Does the agent make HR decisions?

No. It prepares a cited reply or checklist. HR checks the context and approves any decision or sensitive communication.

Continue exploring

Scope a first HR use case.

Define the workflow, sources—policies, onboarding, contracts and agreements—document rights and human approvals.

Individual files and record updates require explicit permissions and approval.