Agent Library · By platform · Service desk · Requests · Incidents

The desk clears its own routine half.

A JSM queue in a mid-market company is mostly repetition with a thin layer of genuine judgement running through it. Separating those two is the entire opportunity — and it is exactly what an evaluated classifier is good at.

Routine and judgement arrive mixed
A password reset and a genuine incident land in the same queue with the same urgency.
Approvals stall
Requests wait on an approver who does not know they are waiting.
SLA breaches are noticed after the fact
The clock is visible and nobody is watching it.
The agents

5 agents. Each one earns its autonomy.

Agent
What it does
Autonomy
Human gate
Request Triage
Classified by type, urgency and required approval, then routed with the context attached.
Notify
Approval Router
Identifies the right approver, chases them, and escalates when the window is closing.
Auto
Approval itself stays human
Incident Summariser
Timeline, impact and draft RCA assembled while the incident is fresh, from your own records.
Review
SLA Watch
Watches the clock across the queue and escalates before a breach, not after.
Flag only
Knowledge Curator
Turns resolved requests into knowledge-base articles so the same question is answered once.
Review
Autonomy key — Auto: executes above 95% confidence. Notify: executes at 85–95% with notification and undo. Review: always queued for a human. Flag only: never acts, alerts a person.
What changes

Three shifts, not a feature list.

The routine half clears itself
Your small IT team stops spending mornings on repetition.
Approvals stop stalling silently
The approver knows they are the blocker, before the requester escalates.
Breaches become near-misses
Escalation happens while the SLA is still recoverable.
The eval bench

What these agents have to pass before they touch real work.

  • Classification accuracy against 200 historic requests with known correct routing
  • Zero autonomous approvals — verified structurally, not by policy
  • SLA flag lead time measured against actual breach history
Written against your data, not ours. The bench is built during Blueprint and runs on every deploy from then on.
Related

Where this connects.

By function
Service desk · Access · Assets
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By platform
Delivery · Engineering ops
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By platform
Freshdesk · Freshservice
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