Each Fix to My Classification Prompt Exposed the Next Problem
Description and use
<p>This comes from my first n8n project with an LLM in it: an intake classifier for an automation agency. It's a practice brief, so the agency and the client are fictional, and I built it with an AI collaborator. The workflow and my full process notes are in the <a href="https://github.com/Tarek-Elzoghby/client-intake-classifier" rel="noopener noreferrer">GitHub repo</a>.</p> <p>A client fills in a form, Gemini reads the project description through a Basic LLM Chain with a structured output parser, and the submission gets sorted into a category that decides which emails go out and what gets lo
Problem
<p>This comes from my first n8n project with an LLM in it: an intake classifier for an automation agency. It's a practice brief, so the agency and the client are fictional, and I built it with an AI collaborator. The workflow and my full process notes are in the <a href="https://github.com/Tarek-Elzoghby/client-intake-classifier" rel="noopener noreferrer">GitHub repo</a>.</p> <p>A client fills in a form, Gemini reads the project description through a Basic LLM Chain with a structured output parser, and the submission gets sorted into a category that decides which emails go out and what gets lo
Outcome
<p>This comes from my first n8n project with an LLM in it: an intake classifier for an automation agency. It's a practice brief, so the agency and the client are fictional, and I built it with an AI collaborator. The workflow and my full process notes are in the <a href="https://github.com/Tarek-Elzoghby/client-intake-classifier" rel="noopener noreferrer">GitHub repo</a>.</p> <p>A client fills in a form, Gemini reads the project description through a Basic LLM Chain with a structured output parser, and the submission gets sorted into a category that decides which emails go out and what gets lo
Evidence
Each Fix to My Classification Prompt Exposed the Next Problem
- Record date: 2026-10-13T12:40:59.266Z