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AI workforce orchestration · Use case

Prepare candidate records and coordinate interview scheduling

Collect candidate answers, coordinate interview scheduling and keep follow-up visible with AI workers. Recruiters stay in control of hiring decisions.

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An AI specialist and human owner coordinate a business request and its next action.
AI roles · Connected work · Your people
WHAT STARTS THE WORK

An applicant needs screening against an agreed, reviewable rubric.

AI AGENTSWORKFLOW STEPSHUMAN DECISIONS3 roles, defined access6 stages, each with an owner2 decision owners1AcknowledgeCandidate care worker2ScreenScreening worker3RecordScreening worker4Recruiter reviewRecruiter5ScheduleScheduling worker6Send candidate updateCandidate care workerScreening workerScheduling workerCandidate care workerRecruiterHiring managerCONTROLS AROUND EVERY STAGE4 operating rules · 4 decision rules · 5 channels · records to verify

AI agents

  • Screening worker
  • Scheduling worker
  • Candidate care worker

Human decisions

  • Recruiter
  • Hiring manager

Workflow steps

  1. AcknowledgeCandidate care worker
  2. ScreenScreening worker
  3. RecordScreening worker
  4. Recruiter reviewRecruiter
  5. ScheduleScheduling worker
  6. Send candidate updateCandidate care worker

4 operating rules · 4 decision rules · 5 channels · records to verify

Illustrative design. Systems, permissions, human coverage and outcomes must be configured and validated for your deployment.
THE RESULT TO CHECK

A screening record and interview request for recruiter review. Hiring decisions remain human judgments.

On this page

Where recruiting work gets held up

Give recruiters more time for candidate conversations and decisions. Voxistry AI workers collect answers to approved job-related questions, respond to process enquiries and coordinate interview requests through connected systems. Recruiters see the available answers, participation requests and unfinished follow-up in one reviewable record.

  • Candidate answers arrive across forms, calls and messages, leaving recruiters to reconstruct the same job-related information.
  • Incomplete answers, opt-outs and accommodation requests need a clear recruiter path rather than being treated as negative indicators.
  • Interview scheduling consumes recruiter time across candidate and panel availability, with uncertain saves and unavailable slots needing follow-up.

Fictional example: an unavailable interview slot

For one role, a candidate provides answers and requests Tuesday at 10:00. The answers are saved, a recruiter approves an interview, then the preferred panel slot becomes unavailable before confirmation. The interview and invitation remain unconfirmed.

01

Save the candidate's answers

The screening worker saves the candidate-provided answers against the approved job-related questions. An incomplete answer or opt-out remains visible for recruiter review and is not treated as a negative candidate indicator.

02

Check the approved Tuesday request

The recruiter approves an interview for the role. The scheduling worker requests Tuesday at 10:00, but the preferred panel slot becomes unavailable before confirmation. The record shows no booked slot and no delivered invitation.

03

Return alternate-time follow-up to staff

The recruiter receives the saved answers and unavailable-slot context to choose an alternate time. If no recruiter accepts that follow-up, the named recruiting fallback keeps it pending; attendance and hiring decisions remain separate human outcomes.

What a first pilot should improve

Agree the outcomes with your recruiting team and compare them with your current process.

  • Capture candidate-provided answers against the approved job-related questions and show incomplete or opted-out items for recruiter review.
  • Submit permitted interview scheduling requests against configured availability, distinguishing requested, saved, accepted and confirmed slots from invitation delivery and attendance.
  • Give recruiters useful process context and candidate-provided information while they own advancement, rejection, accommodations and alternate participation paths.

Who handles the work

Example division of work between AI workers and your team.

AI worker

Screening worker

Asks approved job-related questions and records candidate-provided answers and unanswered items.

  • Rubric coverage and capture
  • Acts within policy — asks only approved criteria questions
AI worker

Scheduling worker

Requests permitted slots against candidate and panel availability, then records save, acceptance, confirmation and invitation states.

  • Interview logistics
  • Acts within policy — books only into permitted panel slots
AI worker

Candidate care worker

Answers approved process and role questions and records opt-outs, accommodation requests and open follow-up.

  • Candidate experience
  • Acts within policy — approved role and process content only
Human owner

Recruiter

Reviews candidate-provided answers, decides advancement or rejection and arranges alternate participation paths.

  • Recruiter decisions and candidate support
  • Full authority
Human owner

Hiring manager

Owns role assessment, interview judgement and the hiring decision.

  • Hiring decision
  • Full authority

How the work could flow

Use this sequence to agree the workflow and test each step before launch.

01Candidate care worker

Acknowledge

Which role and approved process information apply, and does the candidate request an alternate path?

02Screening worker

Screen

Which approved job-related questions have candidate-provided answers, and what remains incomplete or opted out?

03Screening worker

Record

Was the candidate-provided record saved, and which gaps or requests need recruiter review?

04Recruiter

Recruiter review

What recruiter decision and candidate support path are requested next?

05Scheduling worker

Schedule

Which permitted slot is requested, saved, accepted and confirmed, and was the invitation delivered?

06Candidate care worker

Send candidate update

Is a candidate update or staff follow-up due, and was the intended process message delivered?

Decisions your team keeps

Proposed operating requirements to configure and verify, including what happens when a system or human handoff is unavailable.

  • No worker advances, rejects, or ranks a candidate — screening produces a record, not a decision.
  • Screening questions are limited to the approved, job-related rubric agreed with the hiring team.
  • Agree which screening responses and rubric notes should be retained, with appropriate access and retention settings, so recruiters can review the available record.
  • Incomplete answers, opt-outs and accommodation requests remain visible for recruiter review and are not negative candidate indicators.
  • Job-related questions only, from an approved rubric, with no inferred candidate attributes.
  • Advancement and rejection require the agreed human recruiter review.
  • Retain the configured candidate-provided record for recruiter review with appropriate access and retention settings.
  • Route accommodation, accessibility and alternate participation requests to the recruiter-owned process.

The Voxistry tools behind this workflow

Explore how the selected tools support this candidate-screening process, then confirm the actions and records your setup can provide.

Agent Studio

Run approved job-related question flows and capture candidate-provided answers without ranking or rejection.

Explore

Workflow Studio

Coordinate review, scheduling, acceptance and fallback states across the candidate journey.

Explore

Integrations

Save candidate answers and scheduling requests to the ATS and connected calendars when configured.

Explore

Security & Governance

Scope access, retention and approval records for candidate information and recruiter review.

Explore

Systems and channels to connect and test

Systems to connect

Scope these around the selected implementation.

  • Applicant tracking system
  • Interview calendars
  • Assessment tooling
  • Messaging gateway

Channels to evaluate

Select and validate the required provider pathways.

  • Voice
  • WhatsApp
  • SMS
  • Web chat
  • Email

What to measure

Pilot measurement definitions, not claimed customer results.

Application to reviewable record

Answer capture time

Measure time from application or enquiry to a record containing the candidate-provided answers and any unanswered or opted-out items for recruiter review.

Approved questions recorded

Question coverage

Measure whether the approved job-related questions were presented and which answers remain incomplete; a rubric alone does not establish fairness or compliance.

Request to confirmed slot

Scheduling state

Track requested, saved, accepted and confirmed slots separately from invitation delivery and attendance.

Start with one role

01Stage 1

One high-volume role

Start with one role and approved job-related questions. Recruiters review records, incomplete answers and opt-outs before adding volume.

02Stage 2

Add scheduling and candidate care

Connect permitted panel calendars and messages. Measure requested, saved, accepted and confirmed slots separately from invitation delivery and attendance.

03Stage 3

Extend the role families

Extend to adjacent role families only after fresh recruiter review of questions, records, alternate paths and connected-system permissions.

Questions about this workflow

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