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Automated Support Ticket Triage

A workflow that reads incoming support requests, categorises and prioritises them, routes them to the right owner and can draft replies for a person to approve.

The problem

When support requests arrive by email, forms, chat and messaging apps, somebody has to read each one, decide what it is, judge how urgent it is and pass it on. That sorting is repetitive, but it matters: a missed urgent request or a ticket sitting with the wrong person turns a small issue into a complaint.

The work also grows with volume. As requests increase, the people best placed to solve hard problems end up spending their time on sorting and on answering questions that already have a documented answer. Triage automation takes over the sorting and first-draft stage, so the team's time goes to the work that needs judgement.

What it automates

Collecting requests from email, web forms and messaging channels into one place

Classifying each request by type, product or topic

Assigning a priority based on rules you define, such as keywords, customer type or stated deadlines

Routing to the right person, team or queue

Retrieving relevant answers from your knowledge base or previous replies

Drafting a suggested response for a team member to review, edit and send

Flagging duplicates, repeat contacts and unhappy or urgent messages

How it works

Review current tickets

We look at a sample of past requests to identify the categories, priorities and owners that make sense for your team.

Set the rules and the knowledge

We agree how each category is handled and connect the documents, FAQs or past replies the system may use when drafting.

Connect your helpdesk and channels

The workflow is wired into the tools you already use so that tags, assignments and drafts appear in your normal view.

Run in review mode

At first the system suggests categories and replies while people approve everything. We measure where it is wrong and adjust before loosening any controls.

Automate what is proven

Categories where suggestions are consistently right can be sent automatically, if you choose. Sensitive topics stay with a person.

A good fit when

Your team spends a lot of time reading and sorting requests before any real work starts

Many requests are variations on questions you have already answered

You have a helpdesk, shared inbox or CRM that can accept tags and assignments through an integration

You can supply reasonably accurate documentation or examples of good replies

Honest limits

Classification and drafts will sometimes be wrong. We recommend human review for a period and permanently for complaints, refunds, legal matters or anything sensitive.

The quality of drafted replies depends on the quality of your source material. Out-of-date or missing documentation leads to weaker suggestions.

Customer messages contain personal data, so you should check that processing, retention and any use of third-party AI services fit your data protection obligations.

Built by

  • Support Automation

Real builds

  • AI-powered client support system

Where this applies

  • E-commerce
  • Telecom and Utilities
  • Financial Services
  • Recruitment

Frequently asked questions

What is support ticket triage?

Triage is the first pass over an incoming request: working out what it is about, how urgent it is and who should handle it. Automating it means that step happens as soon as the message arrives, and people receive an organised queue.

Will the system reply to customers on its own?

Only if you want it to. The default is to draft a reply for a person to approve. Once a category has proven reliable you can allow automatic replies for it, while keeping sensitive topics under manual control.

Which helpdesk tools can it work with?

We can typically integrate with tools that offer an API or webhooks, and with email and shared inboxes. The right approach depends on the tool you use, and we confirm feasibility before agreeing a build.

How does it know what to say?

It uses the knowledge you connect, such as help articles, policies and past good replies, and the rules you set. When it cannot find a reliable answer it should say so and route the ticket to a person instead of guessing.

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