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Automatically transcribe Telegram voice messages with OpenAI Whisper & Google Workspace

Trung TranTrung Tran
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2/3/2026
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πŸŽ™οΈ VoiceScribe AI: Telegram Audio Message Auto Transcription with OpenAI Whisper

> Automatically transcribe Telegram voice messages and store them as structured logs in Google Sheets, while backing up the audio in Google Drive.

πŸ§‘β€πŸ’Ό Who’s it for

  • Journalists, content creators, or busy professionals who often record voice memos or short interviews on the go.
  • Anyone who wants to turn voice recordings into searchable, structured notes.

βš™οΈ How it works / What it does

  1. User sends a voice message to a Telegram bot.
  2. n8n checks if the message is an audio voice note.
  3. If valid, it downloads the audio file and:
    • Transcribes it using OpenAI Whisper (or your LLM of choice).
    • Uploads the original audio to Google Drive for safekeeping.
  4. The transcript and audio metadata are merged.
  5. The workflow:
    • Logs the data into a Google Sheet.
    • Sends a formatted confirmation message to the user via Telegram.

If the input is not audio, the bot politely informs the user that only voice messages are accepted.

βœ… Features

  • Accepts only Telegram voice messages.
  • Transcribes via OpenAI Whisper.
  • Logs DateTime, Duration, Transcript, and Audio URL to Google Sheets.
  • Sends user feedback message via Telegram with download + transcript link.

πŸš€ How to set up

Prerequisites

  • Telegram Bot connected to n8n (via Telegram Trigger)
  • Google Drive & Google Sheets credentials configured
  • OpenAI or Whisper API credentials (for transcription)

Steps

  1. Telegram Trigger
    Start the flow when a new message is sent to your bot.
  2. Check Message Type
    Use a conditional node to confirm it's a voice message.
  3. Download Voice Message
    Download the .oga file from Telegram.
  4. Transcribe Audio
    Send the binary audio to OpenAI Whisper or your transcription service.
  5. Upload to Google Drive
    Backup the original audio file.
  6. Merge Outputs
    Combine transcription with Drive metadata.
  7. Transform to Row Format
    Prepare structured JSON for Google Sheets.
  8. Append to Google Sheet
    Store the transcript log (DateTime, Duration, Transcript, AudioURL).
  9. Send Confirmation to User
    Inform the user via Telegram with their transcript and download link.
  10. Unsupported Message Handler
    Reply to users who send non-audio messages.

πŸ“„ Example Output in Google Sheet

| DateTime | Duration | Transcript | AudioURL | |-----------------------|----------|--------------------------------------------|------------------------------------------------------------| | 2025-08-07T13:12:19Z | 27 | Dα»± Γ‘n Outlet Activation lΓ ... | https://drive.google.com/uc?id=xxxx&export=download |

🧠 How to customize the workflow

  • Swap Whisper with Deepgram, AssemblyAI, or other providers.
  • Add speaker name detection or prompt-based tagging via GPT.
  • Route transcripts into Notion, Airtable, or CRM systems.
  • Add multi-language support or summarization steps.

πŸ“¦ Requirements

| Component | Required | |---------------------|----------| | Telegram API | βœ… | | Google Drive API | βœ… | | Google Sheets API | βœ… | | OpenAI Whisper API | βœ… | | n8n Cloud or Self-hosted | βœ… |

Created with ❀️ using n8n

Automatically Transcribe Telegram Voice Messages with OpenAI Whisper and Google Workspace

This n8n workflow automates the transcription of voice messages received in Telegram, saves the audio file to Google Drive, records the transcription in Google Sheets, and sends the transcribed text back to the Telegram chat.

What it does

  1. Listens for Telegram Voice Messages: Triggers when a new voice message is received in a configured Telegram chat.
  2. Filters for Voice Messages: Ensures the incoming message is indeed a voice message.
  3. Downloads Voice Message: Retrieves the voice message file from Telegram and saves it to a specified Google Drive folder.
  4. Transcribes Audio: Uses OpenAI's Whisper model to transcribe the downloaded audio file into text.
  5. Records Transcription: Appends the original sender, the transcription, and a link to the Google Drive file to a Google Sheet.
  6. Sends Transcription to Telegram: Posts the transcribed text back to the Telegram chat where the voice message originated.

Prerequisites/Requirements

  • n8n Account: A running n8n instance (cloud or self-hosted).
  • Telegram Bot: A Telegram Bot Token and Chat ID.
  • Google Drive Account: For storing the voice message audio files.
  • Google Sheets Account: For logging the transcriptions.
  • OpenAI API Key: For accessing the Whisper transcription model.

Setup/Usage

  1. Import the Workflow: Import the provided JSON into your n8n instance.
  2. Configure Credentials:
    • Telegram Trigger & Telegram Node: Set up your Telegram Bot API credentials.
    • Google Drive Node: Configure your Google Drive credentials (OAuth 2.0 recommended).
    • OpenAI Node: Provide your OpenAI API Key.
    • Google Sheets Node: Configure your Google Sheets credentials (OAuth 2.0 recommended).
  3. Specify Google Drive Folder: In the "Google Drive" node, specify the Folder ID where voice messages should be saved.
  4. Specify Google Sheet: In the "Google Sheets" node, specify the Spreadsheet ID and Sheet Name where transcriptions should be logged.
  5. Activate the Workflow: Once all credentials and configurations are set, activate the workflow.

Now, any voice message sent to your configured Telegram bot will be automatically transcribed and processed!

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