AI Ticket Triage

Freshdesk AI Automation

Freshdesk ships its own AI assistance, and for standard support workflows it is the sensible starting point. Custom work earns its place when triage has to consider data Freshdesk does not hold.

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Where Freshdesk's own features run out

Freshdesk's native automation — dispatch rules, scenario automations, and its AI features on the higher plans — covers a great deal. Keyword and condition-based dispatch rules in particular are underused, and we have more than once found that the right answer for a client was a dozen well-written dispatch rules rather than anything involving a model.

Rules reach their limit in a specific place: they match on what the ticket literally says. A rule cannot tell that a politely worded message describes an outage, that this is a customer's third attempt at the same problem, or that the account in question is on an enterprise plan with a stricter response commitment. For that, triage needs to read meaning and to look things up elsewhere.

So the honest sequence is: exhaust dispatch rules, then consider the native AI if your plan includes it, then build only if routing genuinely depends on your own systems or your categories do not fit. We would rather tell you that than take a project you did not need.

What we build on top of Freshdesk

Categorisation into your own fields

Ticket type, category and subcategory, plus any custom fields your reporting already depends on, so existing dashboards keep working.

Priority from real signals

Account value, repeat contact about the same issue, outage language, contractual response commitments — assessed together rather than by keyword.

Group and agent assignment

Applying the routing rules your senior agents apply, including the undocumented ones that currently live in one person's head.

Reply drafts as private notes

Grounded in your solution articles and resolved tickets, left for an agent to review and send.

Summaries for handover

Long threads reduced to the problem and its state, written to a field so it is visible in list views and at shift change.

Escalation by rule

Complaints, cancellations, legal and security matters routed on first mention and never drafted against.

Integration details

  • Webhooks from automation rules on ticket create and update, so triage runs within seconds of arrival.
  • The ticket API used to set fields, which means your existing automations and SLA policies act on the result exactly as they do now.
  • Rate limits respected per plan, with a queue so a historical backfill does not exhaust your allowance.
  • Resolved ticket history read as the training signal — how your team actually categorised and answered, rather than how a process document says they should.
  • A custom app in the agent view where there is something worth showing, such as similar past tickets or the reason for a routing decision.
  • Fully reversible: switch it off and Freshdesk behaves exactly as before.

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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