TICKET TRIAGE & ROUTING AUTOMATION — AUTOMATION SPRINT

Jake McMahon
Jake McMahon — ProductQuant
B2B SaaS · Product · Growth
A triage and routing system live in your support stack — incoming tickets classified and routed correctly without a human touching them.

Ticket Triage & Routing Automation

Automated system that classifies, prioritises, and routes incoming support tickets to the right team or agent without manual review.

Book a Scoped Call → See Deliverables ↓

Free diagnostic · Blueprint sprint with money-back guarantee · Full handoff

WHAT YOU HAVE AT THE END

Triage System Classification model live in your support stack
Routing Rules Configurable rules your CS lead manages directly
Accuracy Dashboard Classification accuracy, routing outcomes, escalation rate
Edge Case Handler Low-confidence tickets flagged for human review
Handoff Package Integration docs, routing playbook, maintenance guide

Fixed price · Everything stays with you

Ticket Triage & Routing Automation — in plain terms.

Here’s what this looks like in practice:

AUTOMATIC CLASSIFICATION

Every ticket gets a category before anyone reads it

The system reads incoming tickets and assigns a category, severity, and priority — instantly, without a human touching them. Your team opens the queue and sees sorted, prioritised work.

SMART ROUTING

Tickets reach the right agent without a triage step

High-severity bugs go to tier-2. Billing questions go to the billing team. Feature requests go to product. No manual re-routing, no tickets sitting in a general queue for hours.

ESCALATION DETECTION

High-risk tickets surface immediately — not after they escalate

The system flags tickets from churned accounts, enterprise customers, or users showing frustration signals — before they become incidents.

VOLUME HANDLING

Your team scales capacity without scaling headcount

When ticket volume spikes — after a feature launch or an outage — the system absorbs the volume. Nothing sits unread. No SLA misses from backlog overflow.

ENTRY POINT
Free Diag.

Every engagement starts with a free 45-minute diagnostic. We map your situation and tell you whether this sprint is the right fit before you spend a dollar.

GUARANTEE
Money-Back

Blueprint sprint has a money-back guarantee. If the agreed deliverable isn’t met, you pay nothing. No conditions, no argument.

OWNERSHIP
Full Handoff

Everything built during the engagement — code, models, documentation — is yours. No lock-in, no ongoing dependency.

THE PROBLEM

Manual triage kills response time

“"Our tier-1 agent spends 90 minutes each morning sorting and re-routing tickets. That's time not spent solving problems."”

CS TEAM LEAD

Tickets reach the wrong team

“"We have a routing doc but people ignore it or don't know it exists. Complex tickets get answered by the wrong person and have to be re-routed."”

OPERATIONS MANAGER

SLA misses from backlog overflow

“"We're hitting SLA during normal volume. One bad week and we're miss 40% of tickets. We can't staff for the spike."”

DIRECTOR OF CS

Escalations with no warning

“"Enterprise clients escalate to their account manager and we're blindsided. We should have caught it three tickets ago."”

VP CUSTOMER SUCCESS

WHAT THE BLUEPRINT SPRINT UNCOVERS

The gap between where you are and where you need to be.

Classification accuracy depends on your ticket vocabulary

The model is trained on your historical tickets — not generic support data. The audit includes a labelling session to ensure the categories match how your team actually thinks about tickets.

Routing rules need human override — always

No system is 100% accurate. The routing automation includes an edge-case handler that flags low-confidence tickets for human review, so nothing gets mis-routed without a safety net.

Escalation detection is the highest-ROI feature

Classification and routing reduce labour. Escalation detection prevents churn. The sprint includes both — but escalation detection is where we focus the model tuning.

Integration matters more than the model

A perfectly accurate model that doesn't integrate with Zendesk, Freshdesk, or Intercom is useless. The sprint starts with integration requirements — not model architecture.

WHY THIS IS DIFFERENT

Ticket routing automation that can't detect escalation risk is a cost play, not a retention play.

Most triage automation projects focus on classification accuracy — getting the category right. That's useful. But the highest-value feature is escalation detection: flagging tickets from at-risk customers before they become incidents.

Every system we build includes an escalation risk layer trained on your historical churn data. Tickets from accounts showing at-risk signals get routed immediately — to the right person, with context. Not into a general queue three hours later.

THE METHODOLOGY

The Automation Build System

Three phases. Mapped process to live automation.

PHASE 1

Map

Document the current workflow. Identify every manual touchpoint, decision point, and handoff.

→
PHASE 2

Build

Develop classification models, routing rules, and integration connectors. Test against real data.

→
PHASE 3

Automate

Deploy to your stack. Monitor accuracy, handle edge cases, and hand over full operational control.

After handoff: your team manages rules and thresholds — no retraining required for routine updates.

WHAT YOU GET

Everything your team needs to launch and maintain the system.

FULL ENGAGEMENT
Complete Ticket Triage & Routing Automation

A triage and routing system live in your support stack — incoming tickets classified and routed correctly without a human touching them.

  • Production triage and routing system live in your support stack
  • Classification model with escalation risk detection
  • Configurable routing rules your CS lead manages directly
  • Accuracy and routing dashboard: classification rates, SLA compliance, escalation rate
  • Edge-case handler with human review queue
  • Integration documentation and maintenance guide

FIT CHECK

Is this the right sprint for your team?

GOOD FIT
CS and ops teams at B2B SaaS companies where support volume

The situation

CS and ops teams at B2B SaaS companies where support volume has outpaced headcount

What changes

  • Production triage and routing system live in your support stack
  • Classification model with escalation risk detection
  • Configurable routing rules your CS lead manages directly

You have a triage and routing system live in your support stack — incoming tickets classified and routed correctly without a huma.

Jake McMahon

Jake McMahon — ProductQuant

Jake McMahon
B2B SaaS · Product & Growth · Behavioural Psychology & Big Data (Master’s)

I work with B2B SaaS product and operations teams to build and deploy the systems they need — without consuming their engineering capacity or waiting 18 months for the roadmap.

Every engagement starts with a free diagnostic and a scoped blueprint sprint with a money-back guarantee. If the sprint doesn’t hit the agreed target, it costs you nothing.

What does my team need to provide?
Data access, a point of contact, and a clear picture of the outcome you need. No engineering time required during the build phase.

Teams Jake has worked with

FormDR
Virtuagym
HackingHR
Scale Insights
Gainify

PRICING

Start with a free diagnostic. Commit when you’re confident.

STEP 1

Free Diagnostic

Free

45-minute scoped call

  • We map your current situation and data
  • We tell you whether this sprint fits your problem
  • You get a written summary of what we’d build
  • No commitment required to book
Book Diagnostic →
START HERE

STEP 2

Triage & Routing Blueprint Sprint

$2,500–$3,500

Fixed scope · 2 weeks · Money-back guarantee

  • Audit of your current ticket volume, categories, and routing patterns
  • Labelled dataset of 500–1,000 historical tickets for model training
  • Baseline classification model with accuracy metrics per category
  • Escalation risk model trained on your churn and at-risk signals
  • Integration architecture for your support stack (Zendesk / Freshdesk / Intercom)
  • Edge-case handling design: what triggers human review
Start Sprint →

STEP 3 (OPTIONAL)

Full Engagement

$15K–$40K

Scope-dependent · Full production build

  • Production triage and routing system live in your support stack
  • Classification model with escalation risk detection
  • Configurable routing rules your CS lead manages directly
  • Accuracy and routing dashboard: classification rates, SLA compliance, escalation rate
  • Edge-case handler with human review queue
  • Integration documentation and maintenance guide
Discuss Scope →

If the blueprint sprint doesn't deliver a baseline classification model with documented per-category accuracy, the sprint is free.

Questions.

Or book a call →
Which support platforms do you integrate with? +
Zendesk, Freshdesk, Intercom, and Help Scout via their native APIs. If you use a different platform, we scope integration in the discovery phase.
What if our historical tickets aren't labelled? +
The sprint includes a labelling session where we work with your CS lead to categorise a sample of historical tickets. This is the training data for the model.
What accuracy can we expect? +
Depends on your ticket vocabulary and category complexity. After the blueprint sprint, we give you actual accuracy metrics from your data — not a benchmark number.
What happens to tickets the model isn't confident about? +
They go to a human review queue with the model's best guess and confidence score attached. Your agent reviews and corrects — those corrections feed back into the model over time.
How much time does setup require from our CS team? +
The labelling session takes approximately 3–4 hours with your CS lead. After that, no engineering or CS time is required during the build.

Your support queue, sorted and routed — before your team opens it.

Blueprint sprint with money-back guarantee. Escalation detection included.

Book a Scoped Call → Email Jake →