CUSTOMER SUPPORT

Auto-Draft Missing Macros for Human Approval

An agent-driven workflow that mines uncovered repeated replies, drafts ready-to-publish Zendesk macros for the top gaps.

CategoryCustomer Support
Enginepaperclip
Difficultyadvanced
Triggermanual
Steps5
Setup~25 min

How it runs

The automated pipeline, trigger to output.

  • TriggerOperator triggers run for a queue or window
  • ActionRead recent replies + existing macro catalogZendeskZendesk
  • LogicCluster uncovered repeats; rank by volume and impact
  • ActionDraft complete macros for top gapsZendeskZendesk
  • OutputRoute each draft to Slack for approvalSlack

What it does

It closes the loop from gap to draft. Instead of only reporting which macros are missing, it actually composes well-structured macro drafts (title, category, placeholders, tone-matched body) for the highest-impact gaps, then sends each to a reviewer in Slack with approve or edit buttons. Approved drafts are recorded for a human to publish in Zendesk.

When to use it

Use it when the bottleneck is writing macros, not finding gaps. Best for teams with a reviewer who is happy to approve drafts but does not have time to author from scratch.

How it works

  1. 1An operator triggers the run manually for a chosen queue or time window.
  2. 2The agent reads recent free-text replies and the existing macro catalog from Zendesk.
  3. 3It clusters the uncovered repeats and ranks them by volume and handle-time impact.
  4. 4For the top clusters it drafts complete macros with placeholders and consistent tone.
  5. 5A logic step holds each draft pending review.
  6. 6It posts every draft to Slack for approve, edit, or reject, then logs the approved set for publishing.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect ZendeskTickets, queues, knowledge base.
  2. 2
    Connect SlackChannels, DMs, threads, mentions.
  3. 3
    Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
  4. 4
    Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
  5. 5
    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.