Definition

What Is a Recovery Playbook?

A recovery playbook is not improvisation under pressure. It is a proven sequence of interventions, matched to a specific failure pattern, executed at the right moment in the failure cycle.

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The Definition of a Recovery Playbook

A recovery playbook is a structured, pre-defined sequence of recovery interventions that Majhi OS executes when a specific failure signal or combination of signals is detected on an active mandate. Rather than requiring a recruiting manager to diagnose the failure mode and design an intervention under pressure, the system matches the signal pattern to the appropriate playbook and executes it — notifying the team of the actions taken and the expected outcomes.

Recovery playbooks are the execution layer of autonomous hiring. They convert observability data (what is happening) and intelligence (what this pattern means) into action (what to do about it) — without the delay introduced by human review, escalation, and decision cycles.

Types of Recovery Playbooks

Outreach Recovery Playbook

Triggered by response rate below threshold. Launches a new outreach sequence targeting a different pool segment, with revised messaging. Reactivates candidates who did not respond to the original sequence.

Brief Revision Playbook

Triggered by two consecutive shortlist rejections with approval below 40%. Surfaces a brief calibration review with the hiring manager, structured around the specific gaps in the rejected shortlists.

Recruiter Reassignment Playbook

Triggered when recruiter load exceeds threshold and mandate health is declining. Routes the mandate to a recruiter with capacity and relevant market coverage, with a handoff brief prepared automatically.

Escalation Playbook

Triggered when a mandate passes the SLO breach threshold without an offer pending. Surfaces a structured escalation summary to recruiting leadership, with the failure timeline, interventions attempted, and recommended next steps.

"The value of a playbook is not that it is better than what a skilled recruiter would do — it is that it happens without waiting for the skilled recruiter to notice the problem, form a diagnosis, and find time to act. The speed of execution is the value."

Playbook Trigger Thresholds

Outreach recovery triggerResponse rate below 8% sustained for 2 weeks
Brief revision trigger2 consecutive shortlists with approval below 40%
Reassignment triggerRecruiter load above 5 + health score below 50
Escalation triggerSLO breach + health score below 30

See It Running on a Live Mandate

The 45-minute Mission Walkthrough uses your actual mandate as working context — not a demo. See how Majhi OS monitors, predicts, and recovers your hiring system in real time.

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