Case study · AI Automation
Article Writer — AI-Powered Content Creation Platform
Full-stack web app that generates long-form articles and content on demand, using an n8n-orchestrated workflow calling LLM APIs (Claude/GPT/Gemini) on the backend, with a clean writer-facing frontend for input, editing, and output management.
Article Writer is an AI content generation tool I built under Stilttech — a web app that takes a topic or brief from the user and produces publish-ready long-form articles, cutting the time from idea to draft from hours to minutes.
What I built:
- The frontend: a focused writing interface where users input a topic, keywords, tone, or brief, and get back a generated article they can review and edit.
- The backend orchestration: an n8n workflow that handles the generation pipeline — prompt construction, calls to LLM APIs (Claude, GPT, or Gemini depending on configuration), and structuring the response back into the app.
- The integration layer connecting the frontend to the n8n workflow via webhook/API calls, so generation requests are handled asynchronously without blocking the UI.
Why it mattered:
This is the same pattern I've used across my AI tooling work (the Cusorcart AI SEO engine and Help Centre chatbot follow the same n8n-orchestration approach) — rather than hardcoding a single LLM call into the backend, routing generation through n8n makes the pipeline model-agnostic and easy to extend (add steps like SEO scoring, plagiarism checks, or multi-model fallback without touching the frontend).
Stack: Frontend (web app), n8n (workflow orchestration), LLM APIs (Claude/GPT/Gemini).