AI ticket triage and routing that learns from your operators
Email, web forms, alerts, and system events land in one queue as tickets - or cases, if you work in a regulated function. Latch Workflow classifies each one, proposes a route and a priority, and flags the ones running against an SLA. When an operator overrules the route, that correction becomes training signal inside your own deployment.
One queue. One ticket record.
The customer reply and supporting files are already on the ticket instead of buried in a shared inbox.
Propose the queue, name the missing context, and show why this ticket looks like the ones that get escalated.
Re-route, escalate, reject, merge, or run a plugin action - a Stripe refund or an ERP update - without leaving the ticket.
What happens when triage routes a ticket to the wrong team
A disputed card payment arrives by email. Triage reads it as a refund request and suggests the payments queue. It belongs with the chargeback team, and the operator moves it.
That single re-route is the mechanism. Here is what the system does with it.
A shared inbox routes nothing
A shared inbox centralises incoming messages and stops there. Nobody owns a thread until someone claims it, and the second reply usually starts from scratch. Ticket routing assigns the owner, the queue, and the due time at intake, so the work is placed before anyone reads it twice.
Escalation policy runs on the queue
Each ticket carries a due time and an escalation policy from the moment it lands. Breaches surface in the queue rather than in a weekly report, and triage learns which ticket types your team escalates early so it stops promoting the ones they never do.
Context switching drops fast
When every issue starts in the same place, teams stop reassembling context from inboxes, spreadsheets, admin panels, and Slack threads before they can decide what to do.
Handoffs start with the full picture
Suggestions, customer context, attachments, and available actions are all on the ticket. When the first handoff happens, the next team sees the real state of the issue - not a forwarded email with half the story.
Triage is where plugins become useful
Once the operator understands the issue, they should be able to take the next step from the same ticket. That is why ticket triage and plugin actions belong together.
Follow the control path from intake to evidence
These pages work together: intake shapes the ticket, approvals gate sensitive actions, maker-checker enforces independence, security controls the deployment boundary, and auditability preserves the proof.
Enforce separation between the person preparing an action and the person approving it.
Route sensitive actions through role checks and approval gates before they run.
Keep decisions, blocked attempts, approvals, and action results on the same record.
Deploy where ticket data, identity, and the AI models you choose stay inside your environment.
Questions about how the queue actually works
Common questions about ticket triage, routing, and what happens to the corrections your operators make.
How is this different from a shared inbox?
A shared inbox centralises messages. It does not assign an owner, apply an escalation policy, or track an SLA clock. Latch turns each inbound message into a ticket with an owner, a queue, a due time, and an action history. If two people handle twenty messages a week between them, a shared inbox is enough and this is not worth the change.
What does the AI decide, and what does the operator decide?
Triage classifies the ticket, proposes a queue and priority, and flags missing context. The operator accepts, adjusts, or rejects the suggestion, and nothing routes or runs on its own. Every accepted and every corrected decision is kept as a labelled example, so the next suggestion on a similar ticket reflects what your team actually did.
Do our corrections train a shared vendor model?
No. Classification and routing run inside your own deployment - on-premise, private cloud, or air-gapped. Ticket text, attachments, and the corrections operators make stay behind your boundary. There is no pooled model that improves for other customers because of your queue.
Can teams adopt this without changing every workflow at once?
Yes. Teams can start by bringing intake and ticket routing into one place while keeping downstream systems as they are, then add sensitive actions through plugins over time.
How does context stay attached to the ticket?
The ticket record holds the issue description, who reported it, attachments, notes, routing changes, approvals, and action results in one place. When the ticket is handed off or escalated, all of it travels with the ticket.
Walk through your own intake and triage flow
Follow how email, tickets, and exceptions land in one queue, where triage suggests a route, and where approvals and plugin actions take over.