AI Solutions
Triage & Classification
Routing tickets, applications, or claims to the right queue automatically, based on what they actually say — not a keyword rule that breaks the moment phrasing changes.
Routing · Classification · Workflow Automation
What it is
Triage is usually the first human touchpoint in a workflow, and it's almost always a classification problem: read the thing, decide where it goes. That's a pattern AI handles well when the categories are well-defined, freeing the team that used to do first-pass sorting for the judgment calls that actually need them.
How it works
- 01Map the current queues
What categories exist today, who owns each one, and what a misroute actually costs — a wrong queue is the failure mode to design against.
- 02Set the escalation path
Anything ambiguous or high-stakes routes to a human by default, not through the automated path, until the model has proven itself on that category.
- 03Wire into your existing tools
Routes into the ticketing, CRM, or claims system you already run — this isn't a separate inbox to check.
- 04Review misroutes
A regular pass over what got routed wrong, feeding back into the categories or thresholds — not a one-time tune-and-forget.
Benefits
- First-pass sorting off your team's plate for well-defined categories
- Faster time-to-right-queue, which is usually the biggest lever on response time
- A defined escalation path for anything ambiguous, instead of a forced guess
Frequently asked
How is this different from a rules engine?
A rules engine breaks when phrasing changes; this classifies based on meaning, not keyword matches, so it holds up as the incoming volume gets messier.
What if the categories change over time?
Categories are expected to shift — the setup is built to be updated as your queues change, not locked to what existed at launch.
Also under AI Solutions
Not sure this is the right fit yet?
A scope call is a lower-commitment way to find out before anything gets built.