Integration

Zendesk for AI workflows

Zendesk is a common home for tickets and macros—AI should augment agents, not fight the taxonomy you already built.

Official vendor: zendesk.com

Why Zendesk + Aristral

We ground suggestions in macro libraries and help centre articles, route with intent labels, and log model-assisted replies for QA sampling.

What we build with Zendesk

01

Auto-classify inbound tickets by intent (billing, technical, account) using a fine-tuned classifier, then apply the right macro and route to the correct team.

02

Surface the three most relevant help centre articles and a draft reply whenever an agent opens a ticket — reducing average handle time without removing human judgement.

03

Build a QA sampling pipeline that flags model-assisted replies for supervisor review on a 10% sample, logging outcomes to improve future suggestions.

Often paired with

SlackHubSpotcustom RAG

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