What are you trying to achieve?
Hello community
I’m working on an automation project with Make, connected to Kommo CRM and OpenAI API, with the goal of automatically replying incoming messages via WhatsApp and Messenger.
I currently have the flow partially functional, but need help with:
Have the AI respond to all incoming leads, regardless of their origin.
Enable logic to keep the conversation active, not just reply once.
Handle thread_id and assistant_id correctly in Make scenarios.
Use the OpenAI API with personalized and multi-line responses.
Avoid relying on a specific field (like first_message or Kommo stages).
Here are all the details of the project in this document:
https://bit.ly/4jWUbjQ
I am available to work immediately, the project is already active and urgent.
Thanks for any guidance or if anyone is interested in collaborating.
Steps taken so far
I have already performed the following steps:
I connected Kommo CRM to Make via webhook.
I integrated the OpenAI API to send automatic responses.
I created initial scenarios that respond correctly to the first message from Meta Ads forms.
Configured the connection with WhatsApp and Messenger.
I tested the AI responses and they work on the first message.
Now I need to improve the logic so that the AI responds to all leads, regardless of their origin, maintains the conversation context (thread_id / assistant_id) and allows multiple automatic interactions.