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Support & comms

Ticket Triage & Routing AI Agent

AI triage agent: detects topic, language and urgency of a request and routes it to the right queue or specialist. Less manual sorting, the request reaches the person who can solve it faster.

When the volume of requests grows, it isn’t support that tires first — it’s the sorting: someone manually reads every email and chat, decides whose topic it is and how urgent, and forwards it on. That’s a bottleneck and a source of delay. The triage and routing agent takes exactly that segment — it parses the flow and routes each request to where it gets solved.

What it does

It reads an inbound request from any channel and detects topic, language and request type by meaning, not by a keyword list. It scores urgency by matching signals against your SLA rules and routes the request to the right queue, team or specific specialist — accounting for skill and current load. The output is a helpdesk ticket already tagged with category, priority and assignment, not a raw email in a shared pile.

Where the line is

Triage decides the route but does not “push through” ambiguous cases. For borderline categories a confidence threshold is set: below it the request goes to a general queue for manual sorting rather than being sent on a guess. Routing is reversible — a specialist can reroute a request, and the agent takes that into account. In engineering terms it’s an operational AI agent, and as a standalone layer it fits neatly into a multi-agent system ahead of the executor agents: first understand and route, then solve.

How the chain works

  1. 01
    Request classification · light model

    Detects topic, language and request type from the text, not keywords — works on real-world wording.

  2. 02
    Urgency and priority scoring · rule + model

    Matches signals against your SLA rules and assigns priority, separating the urgent from what can wait.

  3. 03
    Routing to a queue · rule + integrations

    Routes the request to the right queue, team or specialist by skill and load through your helpdesk or CRM.

Integrations

Telegram GigaChat Bitrix24

+ any external API

Cost calculator

200
2
Tokens, ₽/mo
Development, ₽
Support, ₽/mo

Estimate at a blended per-token rate (input+output). Exact cost depends on context length, number of calls and the share of manual review — we scope it to your process.

related cases

faq

Straight answers

Why a separate triage agent if there's a support agent?
Triage doesn't answer the request, it addresses it correctly. It's a separate cheap layer in front of the support line or live operators: parse the flow, read topic and urgency, route to where it gets solved. It's equally useful whether a human or an agent answers next.
What does routing key off?
Topic, language, urgency, customer type and whatever you put into the rules. The model detects topic and language by the meaning of the text; priority and direction are a mix of model and explicit SLA rules, so the decision is predictable and explainable.
What if the agent mislabels the category?
Routing is reversible: the specialist who receives the request can reroute it in one action, and the agent treats that as a signal. For borderline cases a confidence threshold is set — below it the request goes to a general queue for manual sorting rather than being guessed.
Which systems does it integrate with?
Your helpdesk or CRM where queues and tickets live: Bitrix24, Jira Service Management, custom systems — via their APIs. The agent creates a ticket with the category and priority set and assigns it by your distribution rules.

Next step

Let's design an AI-native automation layer for your operations.

DBCV