Every ticket. Read.
Categorized in seconds.

TriageAssist reads every inbound ticket the moment it arrives. Extracts intent, urgency, category, sentiment, and client context — and writes the structured classification straight back to the ticket. Categorization only. Routing stays in your dispatcher's hands.

< 2s
Avg classify time
94%
Classification accuracy
Concurrent tickets
TRIAGE · LIVE
14:07:22
📨
“Email is down for the whole office”
Acme Corp · email · 14:07:22
UNCLASSIFIED
CATEGORIZATION ONLY PSA SYNC AUDIT-LOGGED

Categorized in 1.4s.

Intent, urgency, category, sentiment, and client context written to ConnectWise #48291. Dispatcher made the routing call in six more seconds.

Six dimensions of every ticket. Written to the PSA in seconds.

No human reads the ticket first to figure out what it is. TriageAssist does that work — extracts the structured classification, attaches the context, and hands it to your dispatcher already understood.

Intent recognition

Knows that "my printer is jammed" and "can't print" are the same issue. Trained on 10M+ MSP tickets across PSAs, ITSMs, and channels.

Intent · 94% accuracy

Urgency scoring

"Our email is down for the whole office" → P1. "When you get a chance…" → P4. Contract SLA, business-hours, and tier weighting baked in.

Urgency · auto-priority

Category tagging

Two- and three-level taxonomy. Email · M365 · Outage. Endpoint · Hardware · Printer. Tags written back to your PSA category fields directly.

Taxonomy-aware

Sentiment + tone

Frustrated, panicked, neutral, friendly. Surfaces VIP escalation tone before a tech opens the ticket. No more "didn't realize they were that mad."

Sentiment-aware

Client & contract context

Tier, SLA, headcount, contract scope, VIP flags — pulled from your PSA / CRM and attached to the ticket alongside the classification.

CRM-aware

Mass-impact correlation

Five tickets in ten minutes saying "email is down" on the same tenant get linked as duplicates of one P1 — instead of opening five tickets and burning five SLAs.

Auto-deduped

Ingest → parse → classify → contextualize → write.

Every ticket runs the same five-step protocol the moment it lands. TriageAssist categorizes — your dispatcher routes. The two stay cleanly separated, by design.

  1. Ingest

    Ticket arrives from any channel — email, Teams, SMS, voice, portal, chat — and lands in the classification queue.

  2. Parse

    Subject, body, attachments, sender metadata, channel signal — all extracted into a structured input.

  3. Classify

    Intent, urgency, category, sentiment scored. Confidence levels reported. Low-confidence tickets flagged, never silently mis-tagged.

  4. Contextualize

    Client tier, contract SLA, VIP flag, recent ticket history, and any matching active P1s attached to the record.

  5. Write

    Classification + context written back to the PSA fields. Dispatcher routes from a fully understood ticket in seconds.

TriageAssist classifies. Your dispatcher routes.

We do not auto-route, auto-assign, or auto-escalate. Routing decisions stay where they belong — with your dispatcher, your on-call rules, and your team's judgment. TriageAssist's job is to make sure they're routing from a fully understood ticket, every time.

Read every ticket

No ticket sits in a queue waiting for a human to read it first. TriageAssist reads it the moment it arrives — across every inbound channel.

Sub-2-second

No silent mis-routing

Below the confidence threshold, TriageAssist flags the ticket and surfaces it for human review. It will not silently push an ambiguous ticket into an L1 dead-end.

Honest-by-default

Mass-impact spotted early

Five "email is down" tickets in ten minutes get correlated into one P1 instead of five separate SLA timers. Your dispatcher sees the pattern before they see five tickets.

Auto-correlated

VIP & contract aware

Sentiment + client tier + contract SLA show up next to the classification. Your dispatcher sees "VIP, panicked, P1 contract" before they assign — not after the escalation hits.

Tier-aware

Tunable per-MSP

Your taxonomy. Your priorities. Your weights. The model is tuned on your historic outcomes — not a generic SaaS one-size-fits-all classifier.

Per-tenant

Every decision logged

Why was this tagged P1? Why was the category Endpoint and not M365? Every classification is auditable — and the model learns from your dispatcher's overrides.

Auditable

Always on. Every channel. Every ticket understood.

No queue waiting on a human dispatcher to read it. No SLA ticking on an unread inbox. No P1 sitting behind a printer ticket.

24/7
Always classifying
Holidays · weekends · 3am · < 2s response
Concurrency
100 tickets in 60s · same response time
6
Inbound channels
Email · Teams · SMS · Voice · Portal · Chat
94%
Classification accuracy
Measured against dispatcher overrides over 90 days

Classification fields, populated automatically.

Category, sub-category, priority, sentiment, client context, related-ticket links, confidence score — written directly to the PSA fields your dispatchers already work in.

Numbers from MSPs running TriageAssist.

Average results across the first 90 days post-rollout.

87%
Faster time to first read
From dispatcher-eye to classified-and-ready
62%
Reduction in mis-categorized tickets
Measured against dispatcher overrides
+3.4×
P1 detection speed
Mass-impact patterns spotted in real time
100%
Tickets read
Including the 3am ones · including the 47 that came in at 9:00

What we like about TriageAssist is that it doesn't pretend to dispatch for us. It does the reading and tagging — the part our team was wasting an hour on every morning — and leaves the routing call where it belongs.

James Wagner
iTeam · ConnectWise partner

The triage layer that
does the reading, not the dispatching.

Book a 30-minute demo. We'll run live tickets from your tenant through TriageAssist — classification, context, confidence, and the structured tags written back to your PSA fields in real time.