CUSTOMER SUPPORT

Live Deflection-Failure Catcher: Draft KB Article When the Bot Fails

When an Intercom resolution bot fails to deflect a conversation and it escalates to a human, this captures the unanswered question, drafts a Notion KB article on the spot.

CategoryCustomer Support
Enginesim
Difficultyintermediate
Triggerevent
Steps6
Setup~15 min

How it runs

The automated pipeline, trigger to output.

  • TriggerIntercom conversation escalates from bot to humanIntercomIntercom
  • LogicConfirm bot deflection failed (no article resolved it)
  • ActionExtract question and check for duplicate KB titleOpenAI
  • ActionDraft a how-to article for the new gapOpenAI
  • ActionCreate draft in Notion review databaseNotionNotion
  • OutputDM the topic owner in Slack to approveSlack

What it does

It treats every bot deflection failure as a signal that the knowledge base has a hole. The moment a conversation escalates from the AI bot to a human agent, it records what the customer actually asked and turns that into a proposed article so the gap is closed before the same question returns.

When to use it

Ideal for teams running an Intercom Fin/resolution bot who want their self-serve content to learn from every miss in near real time, rather than in a quarterly audit.

How it works

  1. 1An Intercom conversation event triggers when a bot conversation is reassigned to a human team.
  2. 2A filter confirms the bot attempted and failed deflection (no article resolved the issue).
  3. 3An OpenAI step extracts the underlying question and checks it against existing Notion KB titles to avoid duplicates.
  4. 4If no close match exists, it drafts a concise how-to article.
  5. 5It creates the draft in a Notion review database tagged by product area.
  6. 6It direct-messages the mapped topic owner in Slack with the draft and an approve link.

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.

Run this workflow in your colony.

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