Chatbots and an outreach pipeline
LLM chatbots that answer from client content, and a pipeline that finds leads and contacts them on WhatsApp.
Nodos HubAI developer2025Client work, code is private.
Problem
Clients wanted assistants that answer from their own content, and a sales team was finding and contacting leads by hand.
Solution
Chatbots built on Gemini and Pinecone, in PHP and Python depending on the client's stack, and an n8n workflow that scrapes leads, stores them in Airtable, drafts messages with the OpenAI API and sends them on WhatsApp.
Architecture
Chatbots
- Client contentIndexed in Pinecone
- ChatbotGemini, PHP or Python
Outreach
- Lead scraping
- AirtableLead records
- OpenAI APIDrafts each message
- WhatsAppSent through n8n
Stack
GeminiPineconePHPPythonn8nAirtableOpenAI
Result
Answers come from the client's own documents, and lead outreach runs without manual copying.