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QRKTech

Digital coworker role · AI Service Desk Agent

AI ticket triage that answers in minutes and gets sharper every night.

It reads every ticket like a seasoned dispatcher: who, what, where, how urgent, and which device. Then it routes the ticket, asks what’s missing, warns people about emergencies, and learns from how each ticket actually turned out.

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A day as AI Service Desk Agent
  1. 07:02
    PSATriages a vague ticket and links the user’s laptop.
    Verified
  2. 07:03
    PSAAsks the requester two clarifying questions.
    Sent
  3. 07:42
    TeamsWarns the lead about a possible site-wide outage.
    Escalated
  4. 09:10
    PSARoutes a backup failure alert as urgent.
    Verified
  5. 23:00
    ReviewReviews the day’s routing against outcomes.
    Learned

Illustrative day.

§ 01The job

What it does, day to day.

  1. 01

    Intake & enrichment

    Identifies the requester, company, site, device, and related history before making any decision.

  2. 02

    Classification & routing

    Sets work type, urgency, and affected users, cleans up the summary, and routes to the right queue with a written rationale.

  3. 03

    Clarifying questions

    Asks for the missing details instead of guessing, so technicians start with a usable ticket.

  4. 04

    Connecting related tickets

    Spots when several tickets are really one problem and tells the technician who already owns it.

  5. 05

    Emergency & security escalation

    Alerts the on-call lead about outages and possible compromises within minutes, and labels what’s unverified.

  6. 06

    Nightly self-review

    Compares each decision with the outcome and turns verified lessons into its playbook.

§ 02Control

You set the limits. We measure the return.

Waits for a person

  • Anything outside the triage role
  • Closing or resolving tickets
  • Customer emails beyond triage questions
  • Remediation on devices

What we measure

  • Time to first response
  • Routing accuracy and reroutes
  • Tickets with the device attached
  • Escalation speed on outages and security events
§ 03Systems

Connects to the tools your team uses.

  • HaloPSA
  • ConnectWise PSA
  • Autotask
  • Zendesk
  • Freshservice
  • ServiceNow
  • N-able N-central
  • Huntress
  • Microsoft Teams

Examples, not a fixed list. We build a connector scoped to exactly what this role needs, through an API, MCP server, command-line tool, or tested steps recorded from your team’s own workflow.

§ 04Case studies

See it on the job.

Managed IT · Service desk

Minutes

to a first question or routing update on PSA tickets

Service desk triage that answers in minutes and grades its own work every night

Read the case study
MSPs & IT servicesService technician’s assistantPicks up where triage leaves off. It investigates each ticket with device and history evidence, briefs the technician on what’s known and what to test next, and refuses to call anything resolved until the outcome is verified.Property managementProperty maintenance coordinatorRuns the maintenance queue end to end. It triages every request, catches emergencies, proposes the vendor and time, keeps residents updated, and matches the invoice when the job is done.

Where this role fits

Other roles

§ 05FAQ

Common questions, answered.

Does it answer the phone?

No. It handles tickets that arrive through your service desk system: email, portal, and monitoring alerts. Your people keep the phones and the hard cases.

How does it learn without retraining a model?

It keeps a record of every decision. Each night it compares those decisions with how the tickets turned out, verifies the lessons, and adds them to a written playbook you can read and edit. No model fine-tuning is involved.

Can a malicious ticket trick it?

Ticket content is treated as untrusted evidence, never as instructions. Even if it were fooled, its role only allows triage actions, and the server enforces that.

Next step

Hire your first AI Service Desk Agent.

We’ll sit down with the people who do it, map the steps, and put a number on the time. If a digital coworker is the right tool, you’ll know what it would return before you commit. If it isn’t, we’ll say so.

Start a conversationor email hello@qrktech.com