CUSTOMER SUPPORT

Nightly Macro-Drift Audit Against Help-Center Articles

Each night, compares every Zendesk macro against its linked Confluence help-center article and flags macros whose canned text now contradicts the current published doc.

CategoryCustomer Support
Enginesim
Difficultyintermediate
Triggerschedule
Steps6
Setup~15 min

How it runs

The automated pipeline, trigger to output.

  • TriggerNightly schedule fires the audit
  • ActionList active macros and their linked help-center pagesZendeskZendesk
  • ActionFetch current Confluence article bodiesConfluenceConfluence
  • ActionLLM classifies each macro as aligned, stale, or contradictoryOpenAI
  • LogicKeep only stale and contradictory macros
  • OutputPost ranked drift digest to support-ops SlackSlack

What it does

This workflow runs a nightly audit that catches support macros that have silently fallen out of sync with the help center. It pulls every active Zendesk macro, finds the Confluence article each macro references, and asks an LLM to judge whether the canned reply still matches what the article says today. Any contradiction becomes a triaged drift report.

When to use it

Run this when your help center is updated more often than your macros, and agents keep pasting answers that no longer match the documented policy (refund windows, SLA timing, feature availability). It is built for support ops teams who own both the macro library and the knowledge base.

How it works

  1. 1A nightly schedule fires the audit.
  2. 2List all active macros from Zendesk and the help-center page each one links to.
  3. 3Fetch the current published body of each linked Confluence article.
  4. 4For each macro, the LLM compares canned text to the live article and classifies it as aligned, stale, or contradictory with a short rationale.
  5. 5Filter to only stale and contradictory results.
  6. 6Post a ranked drift digest to the support-ops Slack channel with macro name, conflict, and article link.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect ZendeskTickets, queues, knowledge base.
  2. 2
    Connect ConfluenceSpaces, pages, blueprints.
  3. 3
    Connect OpenAIModels, embeddings, files.
  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.

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