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Industry · EDUCATION & PUBLISHINGFunction · IT Service Management
UC-126

Recurring-Incident Root-Cause Mining

Clusters the full ticket history into recurring root causes and turns them into an engineering fix-once backlog.

4-8Build Duration
15-35xIndicative ROI

The Challenge

The same login issue, sync failure and how-do-I are answered a thousand times because nobody mines the ticket history for causes. Recurring load is treated as normal.

How It Works

  • Ingests the full ticket history, incident categories and cross-system tags.
  • ML clustering groups tickets into recurring drivers and ranks them by load.
  • Delivers a clustered recurring-cause report and an engineering fix-once backlog.

What It Removes

  • Same issues re-answered instead of fixed once
  • Ticket history mined by no one
  • Recurring load accepted as normal
Input Data RequirementsFull ITSM ticket history, incident categories, cross-system and portal tags
Output FormatClustered recurring-cause report, ranked engineering fix-once backlog
Recurring causes shrink month by month instead of being re-answered forever.
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