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Playbook · Hiring & Mobility · Autonomy Tier: 1

Make interviews flow on their own — without losing the human touch.

Workflow A[i]gent is the execution layer for recruiting ops: interview scheduling flows, scorecard SLAs, escalation paths, and stage-based comms — designed to reduce no-shows, prevent stalled candidates, and keep humans in control.

What this playbook is

Where interview workflows leak (and how to stop it) · scope, design principles, and guardrails · role & ownership model across TA and hiring managers · system overview and ATS configuration notes · stage-by-stage workflow library (Screen → Offer) · SLAs, escalations, and measurement · Metrics Dictionary alignment

Who this playbook is for

Recruiting Ops, TA leaders, coordinators, and recruiters who want reliable, low-drama interviews — and who are tired of manually chasing people for feedback.

What this tool solves

No-shows & drop-off after scheduling | Late scorecards | Stalled candidates & unclear next steps | Inconsistent stage comms | Manual chasing and operational drag

1. Problem & Outcomes

1.1 The problem

Most interview processes silently leak:

  • Candidates no-show or drop after scheduling.
  • Interviewers don’t submit scorecards on time.
  • Hiring managers forget to deliver feedback.
  • Candidates get inconsistent instructions across stages.
  • Recruiters manually chase everyone, all the time.

This creates longer time-to-fill, slower decisions, inconsistent experience, and constant operational drag.

1.2 Outcomes we’re aiming for

  • Clean, predictable interview flows from screen → offer.
  • Scorecards submitted within agreed-upon SLAs.
  • Fewer no-shows and fewer “I never heard back” complaints.
  • Standard, role-appropriate candidate communications.
  • Recruiters focusing on real conversations instead of inbox herding.

2. Scope & Design Principles

2.1 In-scope

  • Phone screen → HM/Tech → Panel → Final → Offer → Pre-start.
  • Candidate, interviewer, and hiring manager communications.
  • Time-based triggers and SLA logic.
  • Email and calendar template library.
  • ATS-native automation rules and lightweight orchestration.

2.2 Out-of-scope (v1)

  • Automated note-taking or transcription.
  • LLM-generated feedback summaries.
  • Candidate sourcing or nurture campaigns.
  • Post-hire onboarding workflows.

2.3 Design principles

  • Candidate-first. Clear expectations, no surprises.
  • Low lift. Built on native ATS features wherever possible.
  • Observable. Every automation leaves a trail in the ATS timeline.
  • Configurable. Stages and templates can vary by role and region.
  • Fail-safe. Humans can always override or pause automations.

2.4 Global rules

  • Use the candidate’s local time in scheduling messages; show both candidate and host time zones where possible.
  • Always include self-serve reschedule/cancel options when supported.
  • Ask about accommodations in every invite and include a phone backup.
  • Do not include sensitive data in calendar bodies; link to secure docs instead.
  • Standardize subject formats: [Company] · [Role] · [Stage].

3. Roles & Responsibilities

Role Responsibilities
Recruiter Owns candidate comms, monitors automation logs, manually intervenes for exceptions.
Coordinator Manages calendar logistics, reschedules, and scheduling exceptions.
Hiring Manager Submits decisions & scorecards within SLA; participates in escalations.
Interviewers Conduct interviews and submit structured feedback promptly.
Recruiting Ops / ATS Admin Maintains templates, manages automation rules, owns SLA dashboards.
Owner Diane Wilkinson — design, implementation, and continuous improvement of Workflow A[i]gent.
Key idea: Automations carry the routine follow-ups; humans own tone, judgment, and exceptions.

4. System Overview

Workflow A[i]gent delivers four major capability areas:

  • Scheduling workflows: availability capture, reminders if candidates don’t respond, alerts when threads stall.
  • Stage-based workflows: confirmations, reminders, and follow-ups for each interview stage.
  • SLAs & escalations: scorecard due dates, automatic nudges, escalation paths when people are late.
  • Status & delay updates: structured check-ins when internal timelines slip.

4.1 ATS implementation (conceptual)

Assumes a modern ATS (Greenhouse/Lever/etc.) with:

  • Triggers on stage change and event booking.
  • Time-based rules (X hours after interview end; Y days in stage).
  • Reusable template library with tokens.
  • Audit trail (emails/tasks logged on the candidate timeline).

Where native automation falls short, use a thin orchestration layer (Zapier/Make/internal service) via webhooks/APIs.

5. Workflow Library

Each workflow is a reusable pattern: trigger → recipient → template → logging.

5.1 Trigger glossary

  • Stage change — triggered whenever a candidate moves into a new stage.
  • Event booked — triggered when an interview calendar event is created.
  • Time-based — triggered relative to interview start/end or time in stage.
  • Manual override — recruiter-triggered for exceptional or sensitive situations.

5.2 Scheduling & availability

Goal: reduce drop-off between “stage change” and “interview booked.”

ID Trigger Recipient Description
S1 Stage → Initial Screen Candidate Availability request with expectations and scheduling link.
S2 No reply after 48h Candidate Polite follow-up reminding them to book.
S3 No reply after 96h Recruiter Alert to review candidate and decide whether to nudge or close out.
S4 Stage → HM/Tech/Final Candidate Role-specific availability request and prep guidance.
S5 Event booked (any stage) Candidate Confirmation with calendar details and expectations.

5.3 Stage workflow pattern

  • Confirm — send immediately when the interview is booked.
  • Remind — send roughly 24 hours before.
  • Reinforce — optional same-day reminder, especially for panels.
  • Follow-up — send 2–4 hours after to thank and set expectations.
  • Scorecard nudges — to interviewers until feedback is in.

5.4 Scorecard & SLA automation

  • +2h after interview — first reminder to submit scorecard.
  • +24h after — second reminder plus ping to hiring manager.
  • +48h after — escalation to recruiting lead and HM’s manager.
  • Optional: block progression to the next stage until required scorecards are complete.

5.5 Status & delay updates

  • Structured “we’re still actively interviewing” notes when panels or debriefs take longer than expected.
  • Templates for roles on hold, hiring manager travel, or shifting priorities.
  • Optional “what’s happening behind the scenes” messages for late-stage or executive candidates.

5.6 Offer & pre-start workflows

  • Offer scheduling link or direct coordination from the recruiter.
  • Offer call confirmation with agenda.
  • Post-acceptance email covering paperwork, IT, and first-day expectations.
  • Reminder 1–2 weeks before start with logistics and prep materials.

6. Configuration & Implementation

Typical implementation steps:

  • Map current stages → Screen, HM/Tech, Panel, Final, Offer.
  • Define SLAs for each stage (scorecards, response times, etc.).
  • Create a template library (confirmation, reminder, follow-up, delay, regret).
  • Wire triggers using ATS automation features: on stage change, on event booked, on time since interview.
  • Pilot on 1–2 roles before expanding.
  • Train recruiters, coordinators, and hiring managers on what’s automated vs manual.
  • Monitor and tune: no-show rate, SLA adherence, average days per stage.

6.1 Role-based customization

  • Sales — heavier prep, expectation setting, panel logistics.
  • Engineering — linkage to assessments, code samples, portfolio reviews.
  • G&A — fewer stages and faster response expectations.
  • Leadership — more stakeholders, tailored messaging, longer cycles.

7. Metrics & Reporting

Suggested metrics:

  • No-show rate by stage.
  • Average days in each stage.
  • Percentage of scorecards submitted within SLA.
  • Candidate satisfaction (CSAT / NPS) where collected.
  • Template usage rate versus ad-hoc emails.
  • Volume of delay updates sent and roles covered.

7.1 Metrics Dictionary alignment

Workflow emits standardized timestamps and event objects that map to the shared Metrics Dictionary fields, enabling time-in-stage, time-to-offer, SLA adherence, and pass-through reporting.

Workflow Event Metrics Dictionary Field Used For
stage_entered_atstage_start_timeTime-in-stage calculations
interview_scheduled_atinterview_scheduled_timeSLA tracking, throughput
interview_start_atinterview_start_timeWait time and friction analysis
interview_end_atinterview_end_timeFeedback freshness calculations
scorecard_submitted_atscorecard_submitted_timeSLA compliance
offer_extended_atoffer_extended_timeTime-to-offer
delay_update_sent_atdelay_update_sent_timeDelay coverage & CX metrics

8. Future Enhancements

  • LLM-assisted delay updates from structured prompts and guardrails.
  • Automatically summarize interviews (future Interview A[i]gent) and attach structured notes to scorecards.
  • Dynamically choose templates based on candidate risk (e.g., critical hires, late-stage executive candidates).
  • Proactive SLA risk alerts in Slack / Teams when interviews or scorecards are trending late.
  • Interview quality analytics across interviewers and stages to inform training and calibration.

9. Fit in the A[i]gents Suite

  • Upstream: Screening A[i]gent decides who should move into interviews.
  • Core: Workflow A[i]gent orchestrates interview-stage comms, SLAs, and status updates.
  • Downstream: Metrics A[i]gent ingests clean events and timestamps to compute time-to-fill, pass-through, and SLA performance.

Together they form an AI-ready, automation-first recruiting operating system.

10. Risks & Mitigations

  • Risk: Over-automation makes the process feel cold.
    Mitigation: reserve key moments for human outreach; keep templates warm; allow pause/override.
  • Risk: Incorrect triggers send the wrong communication.
    Mitigation: test with dummy candidates; phased rollout; log every automation.
  • Risk: Hiring managers ignore SLAs.
    Mitigation: add escalation paths, publish SLA reports, and make compliance visible.
  • Risk: Workflows become stale as the business changes.
    Mitigation: review metrics quarterly; adjust templates/SLAs; keep a lightweight change-log.

Appendix A — Template Legend

Prefix Category Examples
SCHED_*SchedulingAvailability requests, follow-ups if no response.
CONF_*ConfirmationsScreen, HM/Tech, Panel, Final confirmations.
REM_*Reminders24h reminders, scorecard reminders.
COMMS_*Status / general commsDelay updates, hold messages.
REJ_*RegretsStage-specific rejection templates.
OFFER_*, ONB_*Offer & pre-startOffer extension, pre-start introductions.

Token placeholders (candidate name, role title, location, interview date) keep templates reusable across roles and offices.

Let's Connect

Open to roles in People Analytics, Talent Intelligence, People Ops, and Recruiting Operations — especially teams building internal AI capabilities.