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This repository provides a Flask app that processes voice messages recorded through Twilio or Twilio Studio, transcribes them using OpenAI's Whisper ASR, generates responses with GPT-3.5, and sends the replies as SMS using Twilio.

shamspias/twilio-studio-gpt3-assistant

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Twilio studio GPT-3 assistant

Twilio Studio Voice Message Processor with GPT-3.5 and OpenAI Whisper is a Flask application that receives voice messages recorded through Twilio or Twilio Studio, transcribes them using OpenAI's Whisper ASR, generates responses with GPT-3.5, and sends the replies as SMS using Twilio.

Technology

  • Flask
  • Celery
  • OpenAI Whisper ASR
  • OpenAI GPT-3.5
  • Twilio API
  • Redis

Features

  • Record voice messages via Twilio or Twilio Studio
  • Transcribe voice messages using OpenAI's Whisper ASR
  • Generate responses with OpenAI's GPT-3.5
  • Send responses as SMS using Twilio

Future Scope

  • Support for multiple languages
  • Real-time voice conversation
  • Integration with more AI models
  • Customizable response generation

Installation

  • Clone the repository:

    git clone https://github.com/shamspias/twilio-voice-message-processor.git
  • Install the required packages:

    pip install -r requirements.txt
  • Set up environment variables:

    Create a .env file with the required credentials:

    TWILIO_ACCOUNT_SID=your_twilio_account_sid
    TWILIO_AUTH_TOKEN=your_twilio_auth_token
    TWILIO_PHONE_NUMBER=your_twilio_phone_number
    OPENAI_API_KEY=your_openai_api_key
    REDIS_URL=redis://localhost:6379/0
  • Run the Flask application:

    python app.py
  • Run Celery worker:

    celery -A app.celery_app worker --loglevel=info

API Endpoints

  • /webhook (POST): Receives a webhook from Twilio with voice message details and processes the message.

Usage

  1. Configure your Twilio Studio flow or TwiML Bin to use the webhook URL for your deployed Flask app (e.g., https://yourdomain.com/webhook).

  2. Call your Twilio phone number and record a voice message.

  3. Upon completion, the webhook will be triggered, and the Flask app will process the voice message using Whisper ASR and GPT-3.5.

  4. The generated response will be sent back as an SMS to the caller's phone number.

  5. Check your phone for an SMS containing the response from GPT-3.5.

About

This repository provides a Flask app that processes voice messages recorded through Twilio or Twilio Studio, transcribes them using OpenAI's Whisper ASR, generates responses with GPT-3.5, and sends the replies as SMS using Twilio.

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