AI & RAG

Weekly digest of question topics your help center has no article for

Aggregates a week of Intercom questions the answer bot couldn't resolve, clusters them into topics that have no matching article at all.

CategoryAI & RAG
Enginesim
Difficultybeginner
Triggerschedule
Steps5
Setup~5 min

How it runs

The automated pipeline, trigger to output.

  • TriggerWeekly digest schedule
  • ActionFetch unresolved bot conversationsIntercomIntercom
  • ActionCluster questions, tag coverageOpenAI
  • LogicDrop covered clusters, rank gaps by volume
  • OutputEmail ranked missing-content digestGmailGmail

What it does

Where the other auditors fix existing articles, this one finds the *holes* — topics customers keep asking about that your help center simply doesn't cover. It clusters a week of unresolved answer-bot questions, drops clusters that already map to an article, and ranks the genuinely-uncovered topics by volume so you know what to write next.

When to use it

Run it weekly to drive your content roadmap. Useful for support and knowledge-ops leads deciding which new articles will deflect the most future tickets.

How it works

  1. 1A weekly schedule starts the digest.
  2. 2Fetch the past week of Intercom conversations the bot failed to resolve.
  3. 3An OpenAI step clusters the questions into distinct topics and tags each as 'has article' or 'no article'.
  4. 4A logic step drops clusters that already map to existing content, keeping only true coverage gaps.
  5. 5Rank the remaining gaps by conversation volume.
  6. 6Email leadership a ranked digest of missing topics with example questions and estimated deflection impact.

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 GmailRead, draft, send, label.
  4. 4
    Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
  5. 5
    Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
  6. 6
    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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