~/ai-ticket-resolver $ ai --resolve --queue today

Solves the common tickets before an engineer opens them.

The AI Ticket Resolver reads each request, sends guided fixes for problems users can solve themselves, groups repeated reports into one incident and routes everything else. Engineers approve anything that changes a system.

AI Ticket Resolver
TW-4790 · WhatsApp · 09:04
Request

VPN won't connect from home, says authentication failed

Accounts · Head office · Windows laptop

Category: Network / VPN94%
Similar this week12 tickets
Reset MFA token for this userDeclineApprove

Account changes wait for an engineer.

Guided fix sent to user
  1. 1Check the laptop clock is set to automatic time
  2. 2Sign out of the VPN client and sign in with your new password
  3. 3Approve the sign-in request on your authenticator app
  • 09:04Ticket received on WhatsApp
  • 09:04Matched to article KB-031
  • 09:07User confirmed solved
$ai --help

What AI Ticket Resolver does.

Guided self-service fixes

Step-by-step instructions drawn from your own knowledge base, sent on the channel the user wrote from. The ticket closes when the user confirms it worked.

Duplicate grouping

Nine people saying "printer not working" at Plant 2 becomes one incident with nine linked reporters, all updated when it is fixed.

Urgency-aware routing

Reads words like "plant stopped" or "OT theatre" and raises priority. Sends the ticket to the engineer who owns that system and site.

Suggested replies for engineers

Drafts a reply and the likely fix from similar solved tickets. The engineer edits or sends it.

Knowledge gaps

Flags questions that keep coming back without a matching article, so your team writes the article once.

Approval gates

Account resets, software installs and permission changes are queued for an engineer to approve, with the reason shown.

$ai --trace

How it runs.

01

Reads

Understands the request in English or Hinglish.

02

Matches

Finds similar tickets and the right article.

03

Acts

Sends a guided fix, groups it or routes it.

04

Confirms

Closes only when the user says it is solved.

$ai --details

What the AI handles well, and where it stops.

  • Good at. Passwords, VPN, email setup, printers, Wi-Fi, common app errors.
  • Groups. Outages and repeated reports from the same site or system.
  • Routes. Hardware faults, ERP issues, access requests, anything unclear.
  • Never alone. Account resets, installs, permission changes, deletions.
  • Audit trail. Every suggestion and approval is logged on the ticket.
$cat /etc/access-rules

Access safety and responsible AI.

These rules are built into the product. They are not settings someone can switch off by mistake.

$ cat /etc/access-rules

Approval before change

AI never resets accounts, installs software or changes permissions without an engineer’s approval or the user’s own verified action.

Verified resets only

Users verify their identity before self-service password resets.

Company assets only

Device tracking covers company assets only. It never monitors personal activity.

Encrypted, never sold

Data is encrypted in transit and at rest, and never sold.

$man ai-ticket-resolver

AI Ticket Resolver questions.

01Does the AI change our systems on its own?
No. It guides users and suggests fixes. Resetting accounts, installing software or changing permissions needs an engineer’s approval or the user’s own verified action.
02Is our ticket data used to train models for other customers?
No. Your tickets and articles are used only to serve your own workspace.
03What if the AI picks the wrong fix?
The user tells it the fix did not work and the ticket goes straight to an engineer with everything already tried listed on it.

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