ai.ServiceManager
Organization pending Hive contextNo identity
Sample dataSample data — illustrative only. No PSA or Hive services are connected.

Improvement

What the service desk keeps paying for twice, and what would stop it.

Open findings
3
Affected tickets
26
Last 30 days
Avoidable effort
21.2h
Adopted proposals
0
Requires human approval

17 tickets this month experienced the same workflow gap

high confidence
Pattern
Change-gated tickets sit unattended because no approval reminder is issued.
Impact
Average 3h 40m of avoidable wait per affected ticket.
Proposal
Add an approval reminder step after 2 hours of change-gated wait.
17 occurrences · 11.4h avoidable

Mailbox migration failures reopen without recorded root cause

high confidence
Pattern
6 tickets closed without a root cause; 4 reopened within 10 days.
Impact
Repeat effort and declining client temperature at Cedar Ridge.
Proposal
Require a root cause field before closure on migration-category tickets.
6 occurrences · 7.2h avoidable

Northwind runbook is missing tunnel recovery steps

moderate confidence
Pattern
3 technicians rediscovered the same IKE rollback procedure independently.
Impact
Estimated 2.6 hours of duplicated diagnosis.
Proposal
Publish the SD-47755 rollback procedure into the Northwind runbook.
3 occurrences · 2.6h avoidable