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Generate PII-Safe Helpdocs from Crisp Support Chats with GPT-4.1-mini

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Created by: Cooper || cooper

Cooper

Last update

Last update 23 days ago

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Turn Crisp chats into Helpdocs

Automatically create help articles from resolved Crisp chats. This n8n workflow listens for chat events, formats Q&A pairs, and uses an LLM to generate a PII‑safe helpdoc saved to a Data Table.


Highlights

  • 🧩 Trigger: Crisp Webhook when a chat is marked resolved.
  • 🗂️ Store: Each message saved in a Data Table (crisp).
  • 🧠 Generate: LLM turns Q&A into draft helpdoc.
  • 💾 Save: Draft stored in another Data Table (crisphelp) for review.

How it works

  1. Webhook receives message:send, message:received, and state:resolved events from Crisp.
  2. Data Table stores messages by session_id.
  3. On state:resolved, workflow fetches the full chat thread.
  4. Code node formats messages into Q: and A: pairs.
  5. LLM (OpenAI gpt-4.1-mini) creates a redacted helpdoc.
  6. Data Table crisphelp saves the generated doc with publish = false.

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Requirements

  • Crisp workspace with webhook access (Settings → Advanced → Webhooks)
  • n8n instance with Data Tables and OpenAI credentials

Customize

  • Swap the model in the LLM node.
  • Add a Slack or Email node after store-doc to alert reviewers.
  • Extend prompt rules to strengthen PII redaction.

Tips

  • Ensure Crisp webhook URL is public.
  • Check IF condition: {{$json.body.data.content.namespace}} == "state:resolved".
  • Use the publish flag to control auto‑publishing.

Category: AI • Automation • Customer Support