TICKET MANAGEMENT

Escalate repeat reopens to a Linear bug

Detects when the same underlying issue reopens across multiple tickets, uses an AI agent to cluster them by root cause.

CategoryTicket Management
EngineSim + Paperclip
Difficultyadvanced
Triggerschedule
Steps6
Setup~25 min

How it runs

The automated pipeline, trigger to output.

  • TriggerDaily schedule
  • ActionPull week's reopened tickets from ZendeskZendeskZendesk
  • ActionCluster tickets by root cause with AIOpenAI
  • LogicKeep clusters with 3+ reopened tickets
  • ActionCreate or update matching Linear bugLinearLinear
  • OutputNotify support + eng channel in SlackSlack

What it does

Groups reopened tickets by their shared root cause rather than by surface wording, then escalates clusters that point at a product defect into Linear. Instead of support re-solving the same ticket five times, engineering gets one bug with five pieces of evidence attached.

When to use it

Use this when reopens are not a docs or macro problem but a real product bug, and you need a clean handoff from support to engineering with the pattern already proven.

How it works

On a daily run the workflow pulls the week's reopened-after-solved tickets from Zendesk and passes their summaries to an AI agent that clusters them by likely root cause using OpenAI. Clusters with at least three tickets are treated as recurring defects. For each qualifying cluster the workflow searches Linear for an existing matching issue: if found it appends the new tickets as evidence, otherwise it creates a new bug with the cluster summary and reopen count. It then notifies the support and engineering channel in Slack with the Linear link.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect ZendeskTickets, queues, knowledge base.
  2. 2
    Connect OpenAIModels, embeddings, files.
  3. 3
    Connect LinearIssues, projects, cycles, triage.
  4. 4
    Connect SlackChannels, DMs, threads, mentions.
  5. 5
    Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
  6. 6
    Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
  7. 7
    Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.

Run this workflow in your colony.

14-day trial. No DevOps. No Sales call. Provisioned in under a minute.