Workflows

Building a WhatsApp Chatbot

Explore this Workflow. Built for next generation AI app & agent building.

This rantir template builds a simple WhatsApp chatbot acting as a Sales Agent. The agent is backed by a product catalog vector store to better answer user questions.

This template is intended to help introduce rantir users who are interested in building with WhatsApp.

How it works

     
  • This template is divided into two parts: creating the product catalog vector store and building the WhatsApp AI chatbot.
  •  
  • A product brochure is imported via an HTTP request node, and its text contents are extracted.
  •  
  • The text contents are then uploaded to the in-memory vector store to build a knowledge base for the chatbot.
  •  
  • A WhatsApp trigger is used to capture messages from customers, with non-text messages being filtered out.
  •  
  • The customer's message is sent to the AI Agent, which queries the product catalog using the vector store tool.
  •  
  • The Agent's response is sent back to the user via the WhatsApp node.

How to use

Once you've set up and configured your WhatsApp account and credentials:

     
  • First, populate the vector store by clicking the "Test Workflow" button.
  •  
  • Next, activate the workflow to enable the WhatsApp chatbot.
  •  
  • Message your designated WhatsApp number, and you should receive a message from the AI sales agent.
  •  
  • Tweak the data source and behavior as required.

Requirements

     
  • WhatsApp Business Account
  •  
  • OpenAI for LLM

Customizing this workflow

     
  • Upgrade the vector store to Qdrant for persistence and production use cases.
  •  
  • Handle different WhatsApp message types for a richer and more engaging experience for customers.
Workflow Elements
HTTP Request
Switch
Sticky Note
WhatsApp Business Cloud
Manual Trigger
AI Agent
Embeddings OpenAI
OpenAI Chat Model
Window Buffer Memory (easiest)
Recursive Character Text Splitter
In-Memory Vector Store
Extract from File
Default Data Loader
WhatsApp Trigger
Vector Store Tool

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