AI Ticket Triage and Reply Drafting
Your agents spend the first part of every ticket working out what it is about and who should own it. Triage does that step and drafts a reply. An agent still presses send — which is the point, not a limitation.
Discuss your projectWhat it does
Categorises
Against your own taxonomy, not a generic one. If your team distinguishes a billing dispute from a billing question because they go to different people, the model learns that distinction.
Prioritises
Using signals a keyword rule cannot read: an account's value, whether this is a third contact about the same problem, whether the customer is describing an outage, and how annoyed they sound.
Routes
To the right queue, team, or individual, applying the same rules a senior agent applies — including the ones that were never written down and currently live in one person's head.
Drafts a reply
Grounded in your help documentation and your past resolved tickets, in your tone, with the specifics of this customer's account filled in. The agent edits and sends.
Summarises long threads
A fourteen-message escalation becomes a short statement of the problem, what has been tried, and what the customer is now asking for. Worth most at handover between shifts.
Flags what it should not touch
Legal threats, regulatory complaints, security reports, cancellations, press enquiries. These are escalated immediately and never drafted against, by rule rather than by judgement.
It works inside your helpdesk
Your agents keep using Zendesk, Freshdesk, Intercom, HelpScout, or whatever they use now. Nothing moves to a new interface, because a support team will not adopt a second tool to do the job the first tool already does.
Triage runs on the ticket as it arrives and writes back into the system you already have: tags and custom fields set, priority set, assignment made, and the draft reply added as an internal note or a pending reply the agent opens and sends. The agent's workflow gains a head start and loses nothing.
That also means the project is reversible. If it does not earn its place, switching it off returns you to exactly where you were, with your ticket history intact and nothing stranded in a vendor's system. We would rather sell you something you can turn off.
Why build this rather than buy a triage product
Several good products do a version of this — Zendesk's own AI, Intercom's Fin, and others. Where custom is justified:
| Helpdesk AI add-on | Custom triage | |
|---|---|---|
| Setup | Switch on, some configuration | Weeks of build |
| Pricing | Per agent or per resolution, monthly | Build cost, then model usage |
| Your own taxonomy | The categories the vendor supports | Exactly yours, however idiosyncratic |
| Reads your other systems | Rarely | Billing, orders, entitlements, whatever decides the answer |
| Routing logic | Rule builder, limited depth | Any rule you can state |
| Changing helpdesk later | Locked to the vendor | Portable |
| Data handling | Vendor's policy | Your choice, including self-hosted models |
Try the add-on first. It is cheap to trial and it may be enough. Custom earns its cost when routing depends on data living outside the helpdesk, when your categories do not fit a vendor's model, or when per-resolution pricing at your volume exceeds a build.
How we roll it out — shadow mode first
No triage system touches live tickets on day one. This sequence exists because the alternative is discovering the model's blind spots in front of your customers.
- 01
Learn from your closed tickets
We work from your resolved history: how tickets were actually categorised, who they went to, and what the replies that resolved them looked like. Your archive is the specification.
- 02
Shadow mode
It runs on every incoming ticket and records what it would have done, changing nothing. You compare its decisions against your agents' for a few weeks and see the disagreement rate per category. This is where you find out whether it is good enough, before any risk is taken.
- 03
Switch on the safe half
Categorisation and routing go live first, because a misrouted ticket is recoverable in minutes. Drafting follows. Sensitive categories stay excluded.
- 04
Drafts, never auto-sends
Replies are prepared for an agent to approve. We do not recommend fully automatic replies, and we will argue against it if you ask for it — the downside of one confidently wrong auto-reply to the wrong customer outweighs the time saved on a hundred right ones.
- 05
Tune on disagreements
Every correction an agent makes is a signal. We review the disagreement log monthly at first and adjust categories, thresholds, and the documentation the drafts draw on.
Common questions
Tell us what you need
Describe the problem and we will come back with scope, timeline, and a rate. No obligation to proceed.
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