December 1, 20254 min readUpdated April 30, 2026
How I Built an AI-Assisted Application Portfolio Catalogue — and Avoided $500K/yr in SaaS Spend
A field account of designing and shipping an AI-assisted EA portfolio catalogue: Python automation, LLM classification, a 10-rule validation framework, and zero failed ARB validations across 557+ apps.