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HR & Workforce ops

Shift swaps. Attestation. Attrition risk.

The problem

What was breaking.

Shift swap requests pile up in three channels: Slack, email, the HRIS itself. Nothing reconciles.

Attestation deadlines slip through cracks — managers find out at the audit window.

Attrition signals are visible in the data weeks before they're visible to managers.

What we did

The moves.

  • Autopilot auto-approves shift swaps within policy (same role, same shift class, within hours).
  • Predictive flags attrition risk per employee with confidence interval and signal trace.
  • Observatory 1:1 Prep tab pre-loads talking points from the last 30 days of signal.
  • Unified audit log makes attestation export a one-click affair.
Results · first 90 days

The numbers.

SWAP APPROVAL
<2min
median, autopilot
ATTRITION
−2.1pt
vs prior YoY
1:1 COVERAGE
94%
+5pt quarter

1:1s used to be five minutes of small talk because nobody had context. APO drops three concrete talking points before the meeting. People feel seen.

Hana Y.
People Operations

Have a lifecycle in HR & Workforce ops?

Bring it. We'll wire APO in read-only against it for 30 days.