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Home n8n Workflow
January 22, 2026

AssemblyAI to Google Sheets, meeting notes done

Lisa Granqvist Partner Workflow Automation Expert
  • AssemblyAI credentials can expire or be pasted into the wrong credential type. If things break, check your AssemblyAI dashboard key and the n8n credential mapping first.
  • If you’re using Wait nodes or external transcription, processing times vary. Bump up the wait duration if downstream nodes fail on empty responses.
  • Default prompts in the OpenAI Chat Model nodes are generic. Add your brand voice and your preferred “action item” format early or you’ll be editing outputs forever.

Frequently Asked Questions

How long does it take to set up this meeting notes automation?

About 30 minutes if your API keys and Sheet are ready.

Do I need coding skills to automate meeting notes?

No. You’ll connect credentials and paste in a few IDs. The only “technical” part is mapping fields into your Google Sheet columns.

Is n8n free to use for this meeting notes automation workflow?

Yes. n8n has a free self-hosted option and a free trial on n8n Cloud. Cloud plans start at $20/month for higher volume. You’ll also need to factor in AssemblyAI transcription costs and (if you use it) OpenAI API usage.

Where can I host n8n to run this automation?

Two options: n8n Cloud (managed, easiest setup) or self-hosting on a VPS. For self-hosting, Hostinger VPS is affordable and handles n8n well. Self-hosting gives you unlimited executions but requires basic server management.

Can I customize this meeting notes automation workflow for Slack delivery?

Yes, and it’s a common tweak. You can route the final summary and action items to Slack by enabling or expanding the Slack node after the “Verify Action Items” logic, then formatting the message from the structured output (notes schema + tasks schema). Some teams post to a project channel, others DM owners their tasks. You can also add a Telegram notification in the same spot if that’s where your team lives.

Why is my AssemblyAI connection failing in this workflow?

Usually it’s an invalid or expired API key, or the request is pointing to the wrong AssemblyAI endpoint. Regenerate your key in AssemblyAI, update it in n8n credentials, and retest the “Send to AssemblyAI” HTTP request. If it fails only on longer recordings, check payload size limits and make sure the “Fetch Recording File” step is returning a valid audio file (not an HTML download page). Rate limits can also show up if you process a backlog all at once.

How many recordings can this meeting notes automation handle?

On n8n Cloud Starter, you can handle a few thousand workflow executions per month, and higher plans handle more. If you self-host, there’s no execution cap; it mainly depends on your server and how quickly AssemblyAI returns transcripts. In practice, most teams run this per meeting without thinking about limits, then revisit capacity when they start processing bulk backlogs.

Is this meeting notes automation better than using Zapier or Make?

Often, yes. This workflow benefits from branching logic (the “Verify Action Items” check) and structured AI outputs, which is easier to manage in n8n without paying extra for every path. Self-hosting is also a big deal if you run a lot of meetings. Zapier or Make can still be fine for a simple “transcribe then post summary” setup. Talk to an automation expert if you want a quick recommendation based on your volume and tools.

Once this is running, meeting notes stop being a chore you dread and start being a system you can trust. The workflow handles the repetitive stuff. You handle the work that actually moves projects forward.

Meeting ends, everyone says “great sync,” and then… nothing. The recording sits in a folder, action items live in someone’s head, and you waste another chunk of your day stitching together what was decided.

Marketing managers feel it when campaign decisions get fuzzy two days later. A sales lead feels it when next steps vanish after a key call. Ops folks chasing owners and due dates get the worst of it. This meeting notes automation turns your recording into clean notes and assigned follow-ups without you babysitting the process.

Below you’ll see exactly what the workflow does, the results you can expect, and what you need to run it in n8n.

The Problem: Meeting “Outcomes” Don’t Stick

Manual note-taking sounds simple until you’re doing it every week, for every call, across different people and tools. Someone forgets to hit record. Someone else “will send notes later.” Then Monday rolls around and you’re replaying a 45-minute meeting at 1.5x speed just to find the one decision that changed the project. It’s not only time. It’s trust. If your team can’t reliably find decisions and owners, meetings quietly create more work than they remove.

It adds up fast. Here’s where it usually breaks down.

  • Recordings land in Drive or a platform download, and nobody wants to hunt for the right file.
  • Notes end up inconsistent, so searching “what did we agree on?” becomes a guessing game.
  • Action items get written, but not tracked, which means follow-ups depend on memory.
  • You spend about 1 hour after meetings just turning talk into tasks.

How This Automation Works

The full n8n workflow, from trigger to final output:

n8n Workflow Template: AssemblyAI to Google Sheets, meeting notes done

The Solution: Turn Recordings Into Notes and Tasks Automatically

This workflow starts the moment your meeting platform (or your storage system) tells n8n a recording is ready. n8n grabs the audio file, sends it to AssemblyAI for transcription, then hands the transcript to an AI agent that drafts structured meeting notes. Next, a second AI pass extracts action items, owners, and due dates in a predictable format (so you’re not cleaning up a wall of text). After a quick validation check, the workflow appends the meeting summary and the action items to a Google Sheet, which becomes your searchable source of truth. If you want updates pushed to your team, Slack and Telegram are also in the workflow’s toolset, so notifications can be added or expanded.

The workflow begins with a webhook and some config variables you control (like default due date and an admin email). AssemblyAI does the heavy lift on transcription, then the OpenAI chat model helps turn raw transcript into crisp notes and task lists. Finally, Google Sheets gets the meeting log so the information is usable next week, not lost forever.

What You Get: Automation vs. Results

Example: What This Looks Like

Say your team runs 4 meetings a week, and you usually spend about 45 minutes per meeting turning a recording into notes, plus another 15 minutes copying action items into a tracker. That’s roughly 4 hours a week of pure admin. With this workflow, you drop the recording into the webhook flow (or let your meeting tool call it), then wait for transcription and AI processing to finish. Your hands-on time becomes about 5 minutes to confirm the sheet looks right, so you’re getting around 3 hours back most weeks.

What You’ll Need

  • n8n instance (try n8n Cloud free)
  • Self-hosting option if you prefer (Hostinger works well)
  • AssemblyAI for audio transcription from recordings.
  • Google Sheets to store summaries and action items.
  • AssemblyAI API key (get it from your AssemblyAI dashboard).

Skill level: Intermediate. You’ll connect credentials, paste a webhook URL into your meeting tool, and map fields into a Google Sheet.

Don’t want to set this up yourself? Talk to an automation expert (free 15-minute consultation).

How It Works

A recording hits your webhook. The “Meeting Ready Hook” receives a payload from your meeting platform or recording workflow, which tells n8n where the audio file lives.

The workflow fetches the file and transcribes it. n8n pulls the recording with an HTTP request, then sends it to AssemblyAI. When the transcript comes back, it’s packaged into a clean payload for the AI steps.

AI drafts notes and extracts tasks. A langchain-style AI agent uses an OpenAI chat model to create structured meeting notes, then a second AI agent derives action tasks and runs them through a structured output schema so the format stays consistent.

Validated action items land in Google Sheets. The workflow normalizes the tasks, checks if anything is missing, and appends the meeting log to your chosen sheet, so you can filter by date, project, owner, or status.

You can easily modify where the recap goes (Slack, Telegram, email) based on your needs. See the full implementation guide below for customization options.

Step-by-Step Implementation Guide

Step 1: Configure the Webhook Trigger

Set up the inbound webhook so your meeting platform can notify n8n when a recording is ready.

  1. Add and open Meeting Ready Hook.
  2. Set HTTP Method to POST.
  3. Set Path to meeting-recording-ready.
  4. Set Response Mode to lastNode.
  5. Copy the webhook URL and configure your meeting tool to send payloads that include recording_url, meeting_title, start_time, participants, and meeting_id.
Use the Test event URL while configuring your meeting platform to avoid triggering live runs during setup.

Step 2: Connect AssemblyAI and Prepare Inputs

Configure variables and send the recording to AssemblyAI for transcription.

  1. Open Config Variables Setup and set the following assignments: assemblyAiApiKey to {{ $env.ASSEMBLYAI_KEY }}, defaultDueDateDays to 7, and adminEmail to [YOUR_EMAIL].
  2. Open Fetch Recording File and set URL to {{ $json.recording_url }}. Ensure the response format outputs a file to recording.
  3. Open Send to AssemblyAI and set URL to https://api.assemblyai.com/v2/transcript and Method to POST.
  4. Set JSON Body to { "audio_url": "{{ $json.recording_url }}", "speaker_labels": true } and enable Send Body and Send Headers.
  5. Set the header Authorization to {{ $('Config Variables Setup').first().json.assemblyAiApiKey }}.
  6. Open Compose Notes Payload and set assignments: meetingTitle to {{ $('Meeting Ready Hook').first().json.meeting_title || 'Meeting' }}, meetingDate to {{ $('Meeting Ready Hook').first().json.start_time }}, participants to {{ $('Meeting Ready Hook').first().json.participants || 'Not provided' }}, and transcript to {{ $('Send to AssemblyAI').first().json.text }}.
Credential Required: Connect your httpHeaderAuth credentials in Send to AssemblyAI so the Authorization header is sent securely.

Step 3: Set Up the Meeting Notes AI Pipeline

Generate structured meeting notes using the agent and a connected OpenAI model.

  1. Open Draft Meeting Summary and set Text to Meeting Title: {{ $json.meetingTitle }} Date: {{ $json.meetingDate }} Participants: {{ $json.participants }} Transcript: {{ $json.transcript }}.
  2. Ensure Draft Meeting Summary has Has Output Parser enabled.
  3. Open OpenAI Chat Model Notes and select model gpt-4.1-mini.
  4. Open Notes Output Schema and verify the manual schema includes title, date, participants, agenda, key_decisions, next_steps, and executive_summary.
Credential Required: Connect your OpenAI credentials in OpenAI Chat Model Notes. The Notes Output Schema is a sub-node; credentials belong on the parent model node.

Step 4: Derive and Normalize Action Items

Extract action items from the notes and transcript, then standardize due dates and metadata.

  1. Open Derive Action Tasks and set Text to Meeting Notes: {{ JSON.stringify($json.output) }} Transcript: {{ $('Compose Notes Payload').first().json.transcript }}.
  2. Enable Has Output Parser in Derive Action Tasks.
  3. Open OpenAI Chat Model Tasks and select model gpt-4.1-mini.
  4. Open Tasks Output Schema and keep the manual schema for action_items with required fields description, owner, and priority.
  5. Open Normalize Action Items and confirm the JavaScript uses {{ $('Config Variables Setup').first().json.defaultDueDateDays }} and adds meeting_id and meeting_title from Meeting Ready Hook.
  6. Open Verify Action Items and set the condition to Array → Not Empty with Left Value {{ $json.action_items }}.
Credential Required: Connect your OpenAI credentials in OpenAI Chat Model Tasks. The Tasks Output Schema is a sub-node; credentials belong on the parent model node.

Step 5: Configure Output and Logging

Process action items and write a meeting log to Google Sheets. Verify Action Items outputs to both Handle Action Items and Append Meeting Log in parallel when the array is not empty.

  1. Open Handle Action Items and review the JavaScript placeholders for creating tasks and sending notifications.
  2. Open Append Meeting Log and set Document ID to [YOUR_ID] and Sheet Name to [YOUR_SHEET_NAME].
  3. Confirm the column mappings in Append Meeting Log use expressions such as {{ $('Draft Meeting Summary').first().json.output.title }} and {{ $('Normalize Action Items').first().json.action_items.length }}.
  4. Keep Operation set to appendOrUpdate and Authentication set to serviceAccount.
Credential Required: Connect your googleApi credentials in Append Meeting Log.

Step 6: Test and Activate Your Workflow

Validate the end-to-end flow and enable the workflow for production use.

  1. Click Execute Workflow and send a sample payload to the Meeting Ready Hook test URL.
  2. Confirm that Send to AssemblyAI returns a transcript and that Compose Notes Payload includes meetingTitle, meetingDate, participants, and transcript.
  3. Verify that Draft Meeting Summary outputs structured notes and Normalize Action Items returns an action_items array.
  4. Check the target Google Sheet to confirm Append Meeting Log wrote or updated the row.
  5. Turn the workflow Active for production use once the test run completes successfully.
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Common Gotchas

  • AssemblyAI credentials can expire or be pasted into the wrong credential type. If things break, check your AssemblyAI dashboard key and the n8n credential mapping first.
  • If you’re using Wait nodes or external transcription, processing times vary. Bump up the wait duration if downstream nodes fail on empty responses.
  • Default prompts in the OpenAI Chat Model nodes are generic. Add your brand voice and your preferred “action item” format early or you’ll be editing outputs forever.

Frequently Asked Questions

How long does it take to set up this meeting notes automation?

About 30 minutes if your API keys and Sheet are ready.

Do I need coding skills to automate meeting notes?

No. You’ll connect credentials and paste in a few IDs. The only “technical” part is mapping fields into your Google Sheet columns.

Is n8n free to use for this meeting notes automation workflow?

Yes. n8n has a free self-hosted option and a free trial on n8n Cloud. Cloud plans start at $20/month for higher volume. You’ll also need to factor in AssemblyAI transcription costs and (if you use it) OpenAI API usage.

Where can I host n8n to run this automation?

Two options: n8n Cloud (managed, easiest setup) or self-hosting on a VPS. For self-hosting, Hostinger VPS is affordable and handles n8n well. Self-hosting gives you unlimited executions but requires basic server management.

Can I customize this meeting notes automation workflow for Slack delivery?

Yes, and it’s a common tweak. You can route the final summary and action items to Slack by enabling or expanding the Slack node after the “Verify Action Items” logic, then formatting the message from the structured output (notes schema + tasks schema). Some teams post to a project channel, others DM owners their tasks. You can also add a Telegram notification in the same spot if that’s where your team lives.

Why is my AssemblyAI connection failing in this workflow?

Usually it’s an invalid or expired API key, or the request is pointing to the wrong AssemblyAI endpoint. Regenerate your key in AssemblyAI, update it in n8n credentials, and retest the “Send to AssemblyAI” HTTP request. If it fails only on longer recordings, check payload size limits and make sure the “Fetch Recording File” step is returning a valid audio file (not an HTML download page). Rate limits can also show up if you process a backlog all at once.

How many recordings can this meeting notes automation handle?

On n8n Cloud Starter, you can handle a few thousand workflow executions per month, and higher plans handle more. If you self-host, there’s no execution cap; it mainly depends on your server and how quickly AssemblyAI returns transcripts. In practice, most teams run this per meeting without thinking about limits, then revisit capacity when they start processing bulk backlogs.

Is this meeting notes automation better than using Zapier or Make?

Often, yes. This workflow benefits from branching logic (the “Verify Action Items” check) and structured AI outputs, which is easier to manage in n8n without paying extra for every path. Self-hosting is also a big deal if you run a lot of meetings. Zapier or Make can still be fine for a simple “transcribe then post summary” setup. Talk to an automation expert if you want a quick recommendation based on your volume and tools.

Once this is running, meeting notes stop being a chore you dread and start being a system you can trust. The workflow handles the repetitive stuff. You handle the work that actually moves projects forward.

Need Help Setting This Up?

Our automation experts can build and customize this workflow for your specific needs. Free 15-minute consultation—no commitment required.

Lisa Granqvist

Workflow Automation Expert

Expert in workflow automation and no-code tools.

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