Someone Will Get Really RICH Doing This (n8n + Retell AI)
By Zubair Trabzada | AI Workshop
Key Concepts
- GPT-4o Real-time Model: OpenAI's advanced language model optimized for near-zero latency voice interactions, enabling highly natural conversations.
- Voice Agent/Voice Bot: An AI-powered system designed to conduct automated conversations via voice, mimicking human interaction.
- NADN: A popular no-code platform for building AI automations and workflows.
- Retail AI: A no-code platform specifically for creating and deploying voice agents.
- Latency: The delay between a speaker's utterance and the listener's response. "Zero latency" implies virtually no noticeable delay.
- Dynamic Variables: Placeholders in a prompt that are populated with specific data (e.g., customer name, last visit date) from an external source like a CRM.
- Web Hook: An automated message sent from one application to another when a specific event occurs, often used for real-time data transfer.
- CRM (Customer Relationship Management): A system used by businesses to manage and analyze customer interactions and data throughout the customer lifecycle.
- Cal.com: A popular online scheduling and calendar booking platform.
- Summarization Chain: A process within an automation workflow that uses an AI model to condense and extract key information from a text, such as a call transcript.
Overview of the Real-time Voice Agent
The video details the creation of a "craziest voice agent" using OpenAI's GPT-4o real-time model, emphasizing its "zero delays" and natural human-like interaction. This agent is designed for customer upsells and re-engagement, specifically demonstrated for a wellness spa. The core technology stack involves NADN for workflow automation, Retail AI for the voice agent platform, and integrations with Google Sheets (as a CRM) and Cal.com for appointment booking. The primary advantage highlighted is the agent's ability to conduct conversations so naturally that it's indistinguishable from a human, despite the higher cost of the GPT-4o real-time model.
Live Demonstration: Radiance Wellness Spa Call
The presenter demonstrates the voice agent by initiating a call to himself, acting as a customer named John Doe.
- Initiation: The presenter clicks "execute workflow" in NADN, triggering a call.
- Agent Introduction: The voice agent, named Katie from "Radiance Wellness Spa," greets John Doe, confirms it's a good time, and mentions his last visit in August for a facial.
- Offer Presentation: Katie offers a complimentary mini facial or face massage as a thank you, inviting John to book a 30-minute session.
- Availability Check: John asks for availability on "Monday the 13th." The agent instantly checks and lists multiple slots: 9-10 AM, 11:30 AM-noon, 12:30-2 PM, and 3-5 PM.
- Appointment Booking: John chooses "1 PM." Katie confirms the time and requests his full name ("John Doe") and email ("[email protected]").
- Confirmation: Katie confirms the booking for Monday at 1 PM, expresses anticipation for his visit, and concludes the call.
- Post-Call Automation: Immediately after the call, a webhook is triggered, sending the call summary and booking details to a Google Sheet, which acts as the CRM. The summary accurately reflects the conversation and the booked appointment.
Technology Stack and Workflow
The voice agent system is built using a combination of no-code platforms and APIs:
- NADN (No-code Automation Platform): Serves as the orchestrator for the entire workflow.
- Initiation: The workflow starts by accessing a Google Sheet containing customer data (acting as a CRM).
- API Request (HTTP Request Node): NADN sends an HTTP request to the Retail AI API to initiate a phone call. This request includes dynamic variables like the customer's name, phone number, email, last visit date, and service details, all pulled from the Google Sheet.
- Web Hook Listener: After the call concludes, Retail AI sends a webhook back to NADN.
- Summarization Chain: NADN processes the call transcript received via the webhook, summarizing the conversation.
- Google Sheet Update: The summarized call details and appointment information are then updated in the Google Sheet, providing a record for the business.
- Retail AI (No-code Voice Agent Platform): Hosts and manages the AI voice agent.
- Agent Creation: Users create a "single prompt agent" within Retail AI.
- LLM Selection: The GPT-4o real-time model is selected for its low latency and natural conversation. Other models like GPT-3.5 Mini are available but have higher latency.
- Voice Selection: Voice can be chosen from OpenAI, Eleven Labs, or Cartesia, depending on the selected LLM.
- Universal Prompt: A detailed prompt defines the agent's role (Katie, AI assistant for Radiance Wellness Spa), task (calling returning clients for a complimentary offer), tone (warm, calm, conversational), and a step-by-step process for interaction.
- Dynamic Variables Integration: The prompt utilizes dynamic variables (e.g.,
{{name}},{{email}},{{last_visited_on}},{{details}}) that are populated by data sent from NADN. - Functions: Retail AI integrates with external services via functions:
checkAvailability(cal.com): Checks available slots for booking.bookAppointment(cal.com): Books the confirmed appointment.transferCall(): Transfers the call to a human agent if requested.endCall(): Terminates the conversation.
- Web Hook Configuration: Retail AI is configured to send a webhook to the NADN workflow's specific URL upon call completion, transmitting the call transcript and other relevant data.
- Google Sheets: Used as a simple CRM to store customer data and record call summaries and booked appointments.
- Cal.com: Integrated for managing appointment availability and booking. API keys and event IDs from Cal.com are used within Retail AI functions.
- Twilio: Used to acquire phone numbers for the voice agent to make calls.
Step-by-Step Building Process
- Obtain Free Resources:
- Access the AI Workshop Light Community (free) via the link in the description.
- Navigate to "Classroom" -> "YouTube Resources."
- Download the "NADN blueprint" for the GPT real-time upsell voice AI agent.
- Copy the "voice prompt" text.
- Set up NADN:
- Sign up for a free NADN account.
- Import the downloaded NADN blueprint file into your blank NADN canvas (via "three dots" -> "Import from file").
- The blueprint will load the entire workflow, including nodes for HTTP requests, webhooks, summarization, and Google Sheet updates.
- Configure Retail AI:
- Create a free Retail AI account (includes $10 free credit).
- Create a new "Voice Agent" -> "Single Prompt Agent" -> "Start from blank."
- Language Model: Select "GPT-4o real-time" for optimal performance (or other models for cost-effectiveness).
- Voice: Choose a voice provider (OpenAI, Eleven Labs, Cartesia) and a specific voice.
- Universal Prompt: Paste the copied prompt from the AI Workshop community into the main prompt area.
- Customize the role, task, offer details, and step-by-step process to fit your specific industry or campaign.
- Ensure dynamic variables (
{{name}}, etc.) are correctly referenced.
- Functions:
- Click "Functions" -> "Add."
- Add
checkAvailabilityandbookAppointmentfunctions, linking them to your Cal.com account using your Cal.com API key and the specific event ID for the service being offered. - Add
transferCall(specify a transfer number) andendCallfunctions.
- Web Hook Settings:
- Copy the webhook URL from the NADN workflow's webhook node.
- Paste this URL into Retail AI's "Web hook settings" (ensure it's a POST request).
- Connect NADN and Retail AI:
- In NADN's HTTP Request node, configure the Retail AI API endpoint and authentication (API key from Retail AI).
- Ensure the JSON payload sent from NADN to Retail AI correctly maps customer data from Google Sheets to the dynamic variables used in the Retail AI prompt.
- Google Sheet Setup:
- Prepare a Google Sheet with customer data (Name, Phone Number, Email, Last Visited On, Details of last service).
- The NADN workflow will read from and write to this sheet.
Cost and Performance
- GPT-4o Real-time:
- Cost: $0.50 per minute.
- Latency: "Very, very low" (effectively zero), leading to extremely natural, human-like conversations without awkward pauses.
- GPT-3.5 Mini (Alternative):
- Cost: $0.024 per minute.
- Latency: Higher, around 1220 to 1550 milliseconds, which can be noticeable.
- The presenter emphasizes that while GPT-4o real-time is expensive, its "zero latency" and naturalness justify the cost for applications where human-like interaction is crucial, as it makes the bot indistinguishable from a person.
Practical Applications and Customization
The demonstrated voice agent, while using a wellness spa as an example, is highly adaptable:
- Industry Versatility: Can be applied to "any industry" for upsells, re-engagement, customer service, or bringing existing customers back for offers.
- Prompt Customization: Users can easily modify the "universal prompt" in Retail AI to change the agent's role, task, tone, and specific offers to suit different business needs.
- CRM Integration: While Google Sheets is used in the demo, the system can integrate with any CRM via NADN's capabilities.
Conclusion
The video presents a powerful and detailed guide to building a real-time AI voice agent using GPT-4o, NADN, and Retail AI. The key takeaway is the transformative potential of near-zero latency AI for customer interaction, enabling businesses to automate sales and re-engagement with unparalleled naturalness. Despite the higher cost of the GPT-4o real-time model, its ability to eliminate awkward pauses and mimic human conversation makes it a valuable tool for enhancing customer experience and operational efficiency across various industries. The provided free resources and step-by-step instructions make this advanced automation accessible for practical implementation.
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