Gamut
Customer Success & Support

Support Ticket Triage & Draft Reply Agent

Triage every inbound ticket, draft a KB-grounded reply for agent review, and flag gaps automatically.

Updated

Connects with

ZendeskZendeskIntercomIntercomFreshdeskFreshdeskHelp ScoutHelp ScoutNotionNotionConfluenceConfluenceSlackSlack
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The problem it solves

Support queues fill faster than agents can categorize, prioritize, and answer them, so SLAs slip and the same questions get re-answered from scratch. This agent triages each new ticket, drafts a reply grounded in your knowledge base in your support voice, and flags the gaps when no article covers the question. Your team reviews and sends instead of starting from a blank screen.

Who it's for

  • SaaS support and customer success teams
  • Consumer and retail support desks running a high-volume inbox
  • Fintech and insurance support teams handling regulated questions
  • Healthcare and education support operations
  • Small businesses standing up their first help desk software

What it does

  1. 1

    Pull new and untriaged tickets

    Read tickets from your helpdesk that are new or untriaged since the last run, collecting subject, body, requester, channel, tags, and the full thread.

  2. 2

    Categorize each ticket

    Assign exactly one primary category from your taxonomy and note any secondary category in an internal comment.

  3. 3

    Set priority against your SLA

    Apply your priority rules across Urgent, High, Normal, and Low tiers and record which SLA clock now applies.

  4. 4

    Draft a KB-grounded reply

    Search your knowledge base for a match and draft a reply in your support voice, citing the exact article used in an internal note.

  5. 5

    Flag knowledge-base gaps

    When no article covers the question, the agent refuses to guess, logs a KB gap on the ticket, and adds it to a running gap list.

  6. 6

    Hold or auto-send by policy

    Every reply is a draft by default; only categories you explicitly opt in can auto-send, and never for urgent, angry, ungrounded, or promise-making tickets.

  7. 7

    Escalate and route

    Urgent tickets and anything needing a human promise are assigned to the right owner or queue and flagged in Slack.

  8. 8

    Compile the weekly Voice-of-Customer digest

    Roll up volume, top themes, category and priority mix, SLA performance, recurring KB gaps, and churn-risk tickets into one weekly summary.

Key benefits

  • Agents review and send instead of writing every reply from scratch
  • Replies stay grounded in your knowledge base and cite the article used, so nothing is invented
  • Consistent categorization and SLA-based priority across the whole queue
  • Recurring KB gaps surface every week, telling you exactly which articles to write next
  • Refunds, credits, discounts, and dates are always left as drafts for human approval
  • A weekly Voice-of-Customer digest turns ticket noise into themes, sentiment, and SLA tracking

Sample use cases

A how-to question about a documented feature lands in the queue.

The agent categorizes it, sets Normal priority, drafts a reply grounded in the matching help center article, cites it in an internal note, and leaves the draft for an agent to send.

A customer asks for a refund after a billing error.

The agent flags the billing dispute, drafts only KB-grounded language, never promises the refund itself, and routes the ticket to a human with a heads-up in Slack.

Several tickets ask about a setting that has no help article.

The agent declines to invent an answer, logs a KB gap on each ticket, and surfaces the recurring gap in the weekly digest so the team knows what content to write.

Friday afternoon arrives after a busy support week.

The agent posts a Voice-of-Customer digest covering volume, top themes, category and priority mix, SLA breaches, recurring KB gaps, and churn-risk tickets needing attention.

Key integrations

  • Zendesk

    Helpdesk where tickets are read, categorized, prioritized, and where draft replies and internal notes are written.

  • Intercom

    Alternative helpdesk and inbox for triaging conversations and saving draft replies for agent review.

  • Freshdesk

    Alternative helpdesk for pulling untriaged tickets and recording category, priority, and citations.

  • Help Scout

    Alternative helpdesk for managing a high-volume support inbox and drafting grounded replies.

  • Notion

    A knowledge base source the agent searches to ground replies and detect missing articles.

  • Confluence

    A knowledge base source for support articles the agent cites when drafting answers.

  • Slack

    Where the weekly Voice-of-Customer digest and escalation alerts are posted.

Because the agent records every category, priority, draft, citation, and gap directly on the ticket, your team keeps a full audit trail of how each decision was made. For regulated topics like billing disputes, security, health, and legal, it stays strictly within KB-grounded language and escalates anything ambiguous to a human.

The KB-gap list compounds over time, so the same missing topics show up repeatedly in the weekly Voice-of-Customer digest. That gives support and content teams a ranked, evidence-backed list of the articles worth writing next instead of guessing.

Getting started

  1. Import the workspace — Add the Support Ticket Triage & Draft Reply template to Gamut to set up the agent workspace.
  2. Run agent onboarding — The onboarding interview launches automatically to capture your helpdesk, knowledge base, Slack channel, category taxonomy, priority and SLA rules, reply voice, and which categories may auto-send.
  3. Give it a first task — Ask it to triage your last 10 tickets without sending or changing anything, showing how it would categorize, prioritize, draft, cite, and flag gaps.

Frequently asked questions

Does the agent send replies on its own?

No. Every reply is a draft saved on the ticket for an agent to review and send by default. Only categories you explicitly opt in during onboarding can auto-send, and even then it holds back anything urgent, angry, ungrounded, or that makes a promise.

Which help desk software and knowledge bases does it work with?

It connects to common help desk software including Zendesk, Intercom, Freshdesk, and Help Scout, and reads from a knowledge base such as a help center, Notion, Confluence, Google Docs, or Guru. Slack is recommended for the weekly digest and escalation alerts.

How is this different from triaging tickets manually or with a generic chatbot?

Unlike a generic bot, every drafted answer is grounded in your knowledge base and cites the article it used, and the agent flags a gap rather than guessing when no article covers the question. It also keeps a human in the loop on sends and never promises refunds, credits, or dates on its own.

Is this email help desk software or a full helpdesk workflow?

It is a helpdesk and support workflow, distinct from general email inbox triage. It expects tickets, a category taxonomy, a knowledge base, and SLAs, which is what separates it from basic email help desk software.

What happens when the knowledge base does not answer a question?

The agent will not invent an answer. It logs a KB gap on the ticket, adds it to a running gap list with the ticket link and hit count, and surfaces recurring gaps in the weekly digest so you know which articles to write next.

How much does it cost to run?

The template itself is free to import and needs no separate API keys; accounts are connected through Gamut during onboarding. Your only costs are your existing helpdesk and knowledge base subscriptions and Gamut usage, which makes it a practical fit for small business help desk software setups.