Behind the Craft by Peter Yang

Behind the Craft by Peter Yang

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Behind the Craft by Peter Yang
Behind the Craft by Peter Yang
Build Your First AI Workflow to Summarize Slack Threads in Seconds
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Build Your First AI Workflow to Summarize Slack Threads in Seconds

React with an emoji 👀 to any Slack thread to get a summary via direct message

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Peter Yang
Jul 23, 2025
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Behind the Craft by Peter Yang
Behind the Craft by Peter Yang
Build Your First AI Workflow to Summarize Slack Threads in Seconds
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Dear subscribers,

Today, I want to show you how to build an AI workflow to save time in Slack daily.

This workflow lets you react with an emoji (👀) to any Slack thread and get an AI summary delivered to your DMs instantly.

No more headaches from reading through 30+ message threads with no context. Here's what we'll cover in 5 steps:

  1. Start a Zapier Zap

  2. Choose the emoji you want (I like 👀)

  3. Test each workflow step

  4. Use my personalized AI prompt

  5. Launch and optimize

As I wrote before, the fastest way to learn AI is to use it to solve your own problems. This workflow is beginner-friendly and takes less than 10 minutes to set up.

Slack Thread Summarizer thumbnail
Thanks to Reid, a Zapier PM, for creating the original template.

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Step 1: Start a Zapier Zap

Go to Zapier’s Slack thread summarizer template and click Try It. Then hover over the Zap and click “View Asset” and “Go to Zap” on the top right:

You'll see a draft Zap (Zapier's term for workflows) ready to go. Click the first step "1. Listen for a Slack reaction" and connect your Slack account.

You’ll need admin access to your Slack workspace to install this Zap. If you don’t have admin, create your own Slack workspace or join my AI community.

Step 2: Choose the emoji you want (I like 👀)

Go to Configure in the same "Listen for a Slack reaction" step. Choose your emoji reaction (I prefer :eyes: 👀) and select your Slack member ID from the dropdown.

Now go to your Slack workspace and use that emoji to react to a long thread. Back in Zapier, hit "Test trigger" in the Test section and your thread should appear as a record:


Step 3: Test each workflow step

Since you’re using a template, Zapier has already created the rest of the steps for you. But you still need to walk through and test each step. Here’s a quick rundown:

  1. Listen for Slack reaction. Watches for your chosen emoji from your member ID across your Slack workspace.

  2. Retrieve thread messages. Grabs all messages, replies, and reactions from that specific thread.

  3. Format messages for AI step. Cleans up Slack's raw data and formatting codes so the AI can read it properly.

  4. Summarize thread with AI. Sends the formatted conversation to AI with instructions. Zapier gives you free AI credits to start for OpenAI models.

  5. Send summary via Slack DM. Delivers the summary as a direct message with a link back to the original thread.


Step 4: Use my personalized AI prompt

In the “4. Summarize thread with AI” step, you’ll have a chance to customize the AI prompt that Zapier uses to convert a Slack thread into a summary.

The default prompt is okay, but I wrote a better one that creates a summary with clear takeaways, actual Slack usernames, and quotes in a clean, structured format. It’s perfect for busy PMs who want to catch up quickly without reading every message:

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