CUSTOMER SUPPORT

Summarize repeated Intercom conversations into a draft macro and article

Groups recent Intercom conversations by recurring intent, and for the most common topics with no canned reply.

CategoryCustomer Support
Enginesim
Difficultyintermediate
Triggerschedule
Steps7
Setup~15 min

How it runs

The automated pipeline, trigger to output.

  • TriggerDaily schedule fires
  • ActionFetch recent Intercom conversationsIntercomIntercom
  • ActionGroup by recurring intent and rankOpenAI
  • LogicKeep high-volume intents lacking a saved reply
  • ActionDraft article and saved-reply textOpenAI
  • ActionSave article draft to NotionNotionNotion
  • OutputPost saved-reply suggestion to SlackSlack

What it does

It mines your Intercom inbox for the questions agents type fresh answers to over and over, then produces both a public help article and an internal saved-reply draft so the next agent answers in one click.

When to use it

Use it when your Intercom team is re-typing similar answers and your saved replies and help center have not kept pace with what customers actually ask.

How it works

  1. 1A daily schedule starts the run.
  2. 2It pulls recent closed Intercom conversations and extracts the customer's intent from each.
  3. 3An LLM groups conversations by recurring intent and ranks them by volume.
  4. 4A filter keeps only high-volume intents that lack an existing saved reply.
  5. 5For each kept intent, an LLM drafts a customer-facing help article and a concise internal saved-reply, both built from the agents' best historical responses.
  6. 6The article draft is saved to a Notion review database and the saved-reply suggestion is posted to the team's Slack for quick adoption.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect IntercomConversations, contacts, articles.
  2. 2
    Connect OpenAIModels, embeddings, files.
  3. 3
    Connect NotionPages, databases, comments.
  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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