Real experiments. AI workflows.
Practical notes.
Marketing Experiments
AI Workflows
Productivity Systems
I bypassed the clunky Ads Manager UI and linked ChatGPT Plus directly to a Meta Developer Sandbox database using a custom OpenAPI schema. No manual copy-pasting, no spreadsheets—just raw, real-time database audits. But the setup wasn’t a clean victory run. From parameter validation errors and nesting traps to surviving a brutal 24-hour security rate-limit lockout, here is the honest, step-by-step documentation of how I built an automated AI marketing auditor and whether it's actually useful for early-career marketers.
Getting hired in marketing is not about learning every random marketing topic. It is about building a practical, connected skill stack that makes you useful.
Most early-career marketers fail because they study tools in isolation instead of connected systems. In this post, I break down my 4-phase AI research workflow for reverse-engineering Notion’s product-led growth (PLG) marketing funnel, share the exact moment ChatGPT completely failed, and show you how to fix the gap to build a portfolio-ready visual funnel map.