All work

10 Workflow Shipped

Inbound email that sorts and routes itself

A services team was hand-sorting every inbound email before anyone could act on it. We built a classifier that reads, labels, and routes the shared inbox automatically.

Engagement
Client-services team
Sector
Professional services
Region
United States
Year
2025
Inbound email that sorts and routes itself - editorial illustration
How the system runs
Input
  • Inbound email
ArrAI
Classification & routing
Output
  • Routed to the right owner
  • Logged & queryable

/ The numbers

Auto-routed
no manual triage step
Every email
classified and logged
Flagged
when the call is unclear

01 The problem

Every email that landed in a shared inbox had to be read, understood, and manually routed to the right person or queue before any work could start.

At low volume it was a minor chore. At higher volume it became a daily bottleneck and a source of dropped messages.

02 The approach

We built a classification layer that reads each inbound email, works out what it is and what it needs, and routes it without a human triaging first.

The model was tuned against the team's own categories, so the labels match how they actually think about their work.

03 What we built

  • Email classifier tuned to the team's real categories
  • Automatic routing to the right person or queue
  • A structured data model, so every email is logged and queryable
  • Confidence handling, so unclear mail is flagged rather than mis-routed

04 The outcome

  • The shared inbox stopped needing a human gatekeeper
  • Messages reach the right place without waiting in a triage queue
  • Unclear emails get flagged, not quietly mis-filed

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