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AI Apps

Getting the Right Thing to the Right Person Instantly

Triage and routing apps for enquiries, tickets, applications and claims: classify, extract, route with context and draft a reply, with a fallback owner.

Updated 2 min readBy SpiderHunts Technologies

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Quick answer — TL;DR

Classify what it is, extract the specifics, enrich from what you know, route to the right person with context attached, and draft a first reply. The value is mostly in the speed of the first response, not in the classification itself.

Speed is the actual product

For inbound enquiries, tickets and applications, response time dominates almost every other variable. The constraint is rarely willingness — it is that nobody saw it, or that the person who saw it could not act.

So triage automation is not really about sorting. It is about the right person knowing within seconds, with everything they need already attached.

What the application does

  • Classifies what has arrived, into your categories rather than generic ones
  • Extracts the specifics — what, when, how much, which account
  • Enriches from your own systems: history, status, value, previous contacts
  • Routes by category, region, value or workload, with a fallback owner
  • Drafts a first reply for a human to send in one click
  • Escalates anything untouched after a defined period

The fallback owner matters most

Most triage failures are not misclassifications. They are items routed to someone on holiday, or to a queue nobody owns. A fallback owner and an escalation timer prevent more lost enquiries than any accuracy improvement.

Classification accuracy in practice

On well-defined categories with clear examples, high accuracy is achievable and easy to verify. Where your own team disagrees about which category something belongs in, that disagreement caps the system and is worth resolving first.

We measure per category rather than overall, because a system that is 95% accurate but wrong on your highest-value category is worse than one that is uniformly 88%.

Cost

Triage with routing, enrichment and drafting typically £15,000–£35,000 depending on how many systems supply the context and how many downstream destinations exist.

FAQ

Frequently asked questions

The questions readers ask us after this guide.

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Should it reply automatically?

For acknowledgement, yes. For substantive replies to considered purchases or complaints, keep a human in the loop — the draft saves the time, the person keeps the judgement.

What about misrouted items?

Recipients should be able to reroute in one click, and every reroute is captured as training signal. That feedback loop is what improves accuracy in practice.

Can it detect urgency?

It can flag signals — language, account value, keywords. Determining genuine urgency where safety or clinical judgement is involved should stay with a person.

How quickly can it run?

Seconds. The design constraint is usually how fast your other systems can supply context, not the classification.

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