CUSTOMER SUPPORT

Autonomous Macro-Doc Reconciliation Agent

An agent that continuously reconciles the entire Zendesk macro library against Confluence, opens a tracked Linear issue for each genuinely outdated macro.

CategoryCustomer Support
Enginepaperclip
Difficultyadvanced
Triggerschedule
Steps6
Setup~25 min

How it runs

The automated pipeline, trigger to output.

  • TriggerScheduled reconciliation cycle
  • ActionInventory macros and resolve cited pagesZendeskZendesk
  • ActionRead current Confluence page statesConfluenceConfluence
  • LogicClassify drift and discard false positives
  • ActionCreate tracked issue per confirmed driftLinearLinear
  • OutputPost run summary to SlackSlack

What it does

This runs an autonomous reconciliation agent over your whole knowledge surface. It reasons across every macro and every cited Confluence page, decides which mismatches are real drift versus acceptable paraphrasing, and turns confirmed problems into an organized, owner-assigned backlog in Linear.

When to use it

Use it when macro drift is a standing operational problem, not a one-off cleanup — large support orgs where docs and macros change constantly and you need an ongoing, accountable workflow rather than a raw list of links to chase.

How it works

  1. 1A scheduled cycle wakes the reconciliation agent.
  2. 2The agent inventories macros from Zendesk and resolves every referenced Confluence page and its current state.
  3. 3It reasons per macro to classify the drift type — dead link, renamed page, or contradicted content — and discards false positives.
  4. 4Branch: skip macros judged still-accurate; route confirmed drift onward.
  5. 5For each confirmed issue, create a Linear ticket with the macro, the broken reference, the drift category, and a suggested owner.
  6. 6Post a run summary to Slack with counts by drift type and links to the new issues.

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 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.

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