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October 13, 2023

Enhance Customer Experiences with Conversational Platform for Marketing (CP4M)


Businesses could benefit from exploring the potential of Generative AI to drive growth. Conversational Platform for Marketing ( CP4M ) is an open-source marketing platform that enables advertisers to integrate their customer-facing chatbots with Facebook Messenger and WhatsApp. In this blog post, we will explore the benefits of using CP4M, how it can help your business create seamless customer experiences.


Businesses could benefit from exploring the potential of Generative AI to drive growth.

Two-thirds of millennials expect real-time customer service, for example, and three-quarters of all customers expect consistent cross-channel service experience ( source ). Conversational chatbots have been historically used as a customer service bot that handles queries post purchase. But with the rise in popularity of LLMs, businesses could look to leverage these LLMs to create seamless pre and post purchase customer experiences to unlock growth. That’s where CP4M comes into play - it enables advertisers to integrate their customer-facing chatbots with Facebook Messenger and WhatsApp:

  • Enhance Customer Experience : Customers can converse with the chatbot in natural language improving overall user experience, including pre-purchase. Businesses can customize and train the chatbot with their own data and understanding of User behavior.
  • Engage with Your Customers at Their Preferred Touchpoints : The present open-source repository currently accommodates two of the most widely utilized messaging applications globally (Messenger and WhatsApp), and welcomes community collaborators to contribute and expand its compatibility further.
  • Ease of Integration : In order to harness the capabilities of LLM-based chatbots and effectively engage customers on their preferred platforms, we have streamlined the integration process, substantially reducing the time required for businesses to link their chatbots with messenger/WhatsApp platforms.

"We see CP4M playing a key role in the future of conversational marketing, we chose to open source it to enable the entire community to innovate with us" - Shadi Copty, Director of Business Engineering, Meta


Using conversational chatbots throughout the customer journey can provide a more personalized and intuitive experience that can lead to increased engagement and action.

CP4M can be used to improve the customer experience at every stage of the customer journey. By allowing customers to converse with the chatbot in natural language, businesses can create a more personalized and intuitive experience that can lead to a better overall user experience. This can include providing 24/7 support and customizing the chatbot's responses by incorporating a business’s own data. This allows businesses to tailor the chatbot's responses to specific customer segments, incorporate industry-specific terminology, and provide personalized recommendations and offers. Here is an example of a customer journey that could be improved with the use of conversational chatbots:

  • Awareness : A potential customer becomes aware of a product or service through an ad on Instagram.
  • Consideration : The potential customer then messages the business on Messenger or WhatsApp to learn more about the product and its features, but has some questions about how it works or whether it would meet their needs. The customer then uses the chatbot to ask these questions and receive personalized answers in natural language (powered by CP4M). This helps the customer feel more confident in their decision to make a purchase.
  • Purchase : The customer decides to make a purchase and uses the chatbot to complete the transaction quickly and easily.
  • Post-purchase : The customer receives a follow-up message from the chatbot asking for feedback on their experience, which helps the business improve its products and services and increase loyalty.

CP4M Enhances the Customer Experience with Messenger and WhatsApp Integrations

Integrating CP4M with Messenger and WhatsApp can significantly drive traffic and improve the customer experience. For example, it allows businesses to reach customers where they already spend their time, providing a convenient and familiar way for customers to interact with the brand. This can lead to increased engagement, action and loyalty, as customers are more likely to engage with a brand if they feel comfortable and familiar with the communication channel.


CP4M is an excellent tool for businesses looking to enhance their customer experience and drive growth through the use of Generative AI.

By integrating chatbots with Messenger/WhatsApp, businesses can reach customers where they already spend their time, making it easier for them to discover and engage with the brand. Additionally, the ease of integration and customization options make it easy for businesses to tailor the chatbot to their specific needs. If you're interested in learning more about CP4M or getting started, visit the Github CP4M page today!

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