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Talent and HR

Recruiting Agent

It can resolve internal questions, coordinate documents, support recruiting, track onboarding and escalate sensitive decisions, focused on recruiting. It works with authorized system context, connected tools and verifiable evidence before closing or escalating a case.

Supports the team in recruiting: understands requests, checks sources, prepares recommendations and executes only actions allowed by permissions and policies.

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Signals, actions and outputs

This model keeps the agent from being just a conversation: it defines what it reads, what it can execute and what it leaves ready for the team.

Input signals

  • Recruiting requests or alerts
  • Recruiting operating data
  • HRIS
  • Eligibility criteria

Connected tools

  • Response generator
  • Document validator
  • Task creator
  • HRIS lookup

Agent actions

  • Classifies the request within recruiting and determines urgency, owner and confidence level.
  • Checks response generator and document validator before recommending or preparing an action.
  • Prepares drafts, tasks, alerts or updates so the team can act faster.
  • Prepares a review packet for HR or the employment owner when there is sensitive data, employment exception, payroll impact or disciplinary decision in recruiting.

Operating outputs

  • Actionable recruiting summary with cited sources
  • Recommendation with confidence, owner and next step
  • Evidence ready for review, audit or operational follow-up

How the agent operates

The cycle starts with context, applies rules, executes actions and ends with reviewable evidence.

01

Reads context

Checks authorized sources, messages, documents or process data.

02

Reasons with limits

Uses guardrails, thresholds and policies to prioritize and decide next steps.

03

Acts or escalates

Runs an automation, prepares an answer or assigns the case to an owner.

04

Leaves evidence

Stores summaries, decisions, errors, files and session traceability.

Operating governance

Guardrails

  • Employee data, payroll, benefits or recruiting evaluations require HR approval.
  • Uses only authorized response generator & document validator; records employee, policy, request, decision and owner.
  • Does not change salary data, benefits or employment decisions; prepares a policy-based recommendation for recruiting.

Channels

  • ATS/HRIS
  • Employee portal
  • Teams

Human handoff

Hands off to HR or the employment owner when there is sensitive data, employment exception, payroll impact or disciplinary decision in recruiting.

Evidence

Each interaction can stay linked to session, execution, user, source consulted and proposed or executed action.

Applied real-world pattern

Based on real HR-agent cases that resolve self-service, coordinate onboarding, support recruiting and keep human oversight for sensitive decisions.

HRIS
ATS
Payroll system
LMS

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Review Recruiting Agent with a real process

We validate sources, permissions, available tools and escalation criteria before proposing the first deployment.

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