This tutorial explores how to build a robust, state-machine-driven lead qualification system using n8n, a persistent data layer, and an external CRM.

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Learn to build a deterministic lead qualification system using n8n workflows and state machines. The tutorial covers implementing a state-machine-driven approach to agentic AI, integrating with a persistent data layer and external CRM for robust, predictable automation.

How to build deterministic agentic AI with state machines in n8n

Step 3: Constraining AI (classification & extraction)

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