Build AI Agents on Whatsapp
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- 5-minute setup
- SOC 2 Type II certified
Build AI Agents on top of Whatsapp
Build intelligent AI Agents on top of Whatsapp, with Peliqan’s AI data foundation:
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- Whatsapp MCP Server – let Claude, ChatGPT, or any AI client query and update your Whatsapp data
- Whatsapp in n8n AI Agents – build automated workflows that reason on your data
- Whatsapp in Make – trigger AI-powered actions from your Whatsapp events
- Text-to-SQL on Whatsapp – ask questions in plain English, get SQL-powered answers
- Whatsapp RAG – semantic search with out-of-the-box embeddings (vectors)
- Whatsapp Graph RAG – traverse relationships across your data entities
- Unified 360° data – combine Whatsapp with 250+ other sources in one warehouse
Whatsapp MCP Server
Publish a Whatsapp MCP Server with full read and write capabilities.
Peliqan syncs a read-only copy of your Whatsapp data into its built-in warehouse – your AI agents query the cache, your live Whatsapp is never touched. Connect Claude, ChatGPT, or any MCP client and start querying Whatsapp in plain English.
Whatsapp in n8n
Build AI Chatbots and AI Agents in n8n that query your Whatsapp data using Text-to-SQL and perform RAG on Whatsapp documents and records.
Peliqan acts as the data layer – syncing your Whatsapp data, converting natural language to SQL, and returning results your n8n agent can act on.
Implement a “Text to SQL” chatbot on Whatsapp
Implement an AI Chatbot that answers analytical questions on Whatsapp data using Text-to-SQL.
Ask “what were my top 10 customers last quarter?” or “which deals are stalled?” and get instant, accurate answers.
Peliqan converts your question to SQL, runs it against your Whatsapp warehouse, and returns structured results – no SQL knowledge required.
Implement a chatbot with RAG on Whatsapp
Implement RAG (retrieval-augmented generation) on Whatsapp data with Peliqan’s out-of-the-box vector store.
Peliqan automatically creates embeddings of your Whatsapp records, notes, and documents – so your AI agents can search semantically, not just by keywords.
Combine RAG with Text-to-SQL for AI that can both reason on numbers and understand context.
Combine Whatsapp data with 250+ sources
Combine data from Whatsapp with 250+ other connectors in Peliqan’s built-in warehouse.
Build unified 360° views of customers, deals, products, or employees – pulling from Whatsapp, your CRM, ERP, HR systems, and more.
Feed these unified data models to your AI Agents so they can answer cross-functional questions in a single query.
Prepare your Whatsapp data for AI
Access, combine, and report on data from Whatsapp and all your SaaS apps instantly. Gain valuable insights by bringing all your business data together in one place within minutes.
Unify, Automate & Activate Your Data
Connect all your SaaS apps, databases, and spreadsheets into one workspace. Build automations, analytics pipelines, and data apps — all in one place.
Frequently Asked Questions
Why do I need Peliqan for my AI ?
Most AI tools can’t access your Whatsapp data directly. Peliqan solves this by syncing Whatsapp into a built-in data warehouse and exposing it through MCP, Text-to-SQL, and RAG.
Your AI agents get governed, real-time access to Whatsapp data combined with 250+ other sources – without building custom integrations.
Peliqan is the only platform that lets AI agents combine structured SQL queries with semantic RAG search on Whatsapp data in a single context.
How to build an AI agent for Whatsapp ?
There are different ways to build an AI agent that can query data in Whatsapp and take actions in Whatsapp. For example you can build an AI agent in n8n and use Peliqan as the data foundation. Peliqan will sync your Whatsapp data to its built-in data warehouse and allow the AI Agent to perform “Text to SQL” and RAG to answer questions and to perform reasoning on Whatsapp data, combined with data from 250+ other sources.
How can I use Whatsapp in n8n ?
First sign up for a free trial on Peliqan.io, next connect Whatsapp in Peliqan. Once that is done, create an AI agent in n8n and use the Peliqan n8n node in your worflow. Add Peliqan as a “tool” to your AI Agent node, so that the AI agent can query your Whatsapp data using Text to SQL.
How to use RAG with Whatsapp ?
There are different options to use RAG (retrieval augmented generation) in your AI Agent with Whatsapp data. One option is to create a workflow in n8n that fetches all Whatsapp data from Peliqan and stores it in Supabase as a vector store, with embeddings created using e.g. OpenAI.
How to build an MCP Server for Whatsapp ?
Connect Whatsapp in Peliqan, then create an API handler using the built-in MCP template. Expose the Whatsapp tables and actions your AI needs, set role-based permissions, and run pip install mcp-server-peliqan to connect Claude or ChatGPT. Your AI agents query a cached copy of your data – your live Whatsapp is never touched. The full setup takes under 10 minutes.
How do I build an AI chatbot with “Text to SQL” for Whatsapp ?
n8n is a great tool to build AI chatbots that use Text to SQL, to answer any analytical question on your Whatsapp data. Any question will be converted by the AI agent into an SQL query, which is executed by Peliqan on the Whatsapp data in the data warehouse.
How to create embeddings in a vector store for Whatsapp data ?
In order to prepare your Whatsapp data for RAG, you need to create embeddings and store them in a vector store. This can be done by creating a workflow in n8n that fetches all Whatsapp data from Peliqan and stores it in Supabase as a vector store, with embeddings created using e.g. OpenAI.
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