Build a Slack AI Assistant with n8n: Thread Summaries, Task Creation, and a Team Q&A Bot

Slack is where work happens — and where it gets lost. Long threads bury decisions, action items evaporate, and the same questions get asked weekly. An n8n-powered Slack assistant fixes all three: mention it to summarize a thread, turn a message into a task, or ask it anything about your team's knowledge.

The problem: context and action items get lost in Slack

Important decisions live inside 40-message threads nobody re-reads. Action items mentioned in passing never make it to a task list. New teammates ask questions that were answered in a channel months ago. The information exists — it's just not retrievable when you need it.

How the n8n workflow solves it

This workflow listens for mentions of your bot in Slack and routes the request: summarize the current thread, extract and create a task, or answer a question using your team's knowledge — all replied right back in the channel.

  • Triggers when the bot is mentioned in any channel or thread
  • Detects intent: summarize, create task, or answer a question
  • Summarizes long threads into the key points and decisions
  • Turns messages into structured tasks in your tool of choice
  • Answers questions from a connected knowledge base

⚡ Skip the build — get the ready-to-import template

This exact workflow is packaged as Slack AI Assistant — Thread Summaries, Task Creation & Team Q&A Bot: import the JSON, plug in your credentials, and it runs in minutes.

Get the template on Gumroad →

Step by step: building the automation

  1. Set up the Slack app — Create a Slack app with the right scopes and connect it to an n8n Slack Trigger that fires on mentions.
  2. Route the intent — Use an AI or switch node to classify what the user is asking for: summary, task, or Q&A.
  3. Summarize threads — Pull the thread messages and prompt an LLM to return decisions, owners, and next steps.
  4. Create tasks — Extract the action and push it to your task manager (Notion, ClickUp, Linear, etc.).
  5. Reply in Slack — Post the result back in the thread so the whole team benefits, not just the requester.

What you get out of it

  • No more re-reading giant threads to find the decision
  • Action items captured the moment they're mentioned
  • Instant answers to repeat questions without pinging a human
  • Lives inside Slack, so adoption is effortless

Frequently asked questions

Where does the Q&A knowledge come from?

You connect a knowledge source — docs, a vector store, or a Notion base. The bot retrieves from it to answer accurately.

Which task tools are supported?

Any tool with an API node in n8n: Notion, ClickUp, Linear, Asana, Trello, and more.

Is our Slack data sent anywhere unsafe?

Data flows through your own n8n instance and the AI provider you choose. You control the keys and the deployment.


Ready to automate?

You can build this from scratch — or save hours and start today. Slack AI Assistant — Thread Summaries, Task Creation & Team Q&A Bot is a production-ready n8n workflow you import in one click.

Get this template on Gumroad →