Portfolio Intelligent Web Scraper Adaptive Data Extraction The Problem Traditional scrapers break when websites change layout. Maintenance is constant and unpredictable. The Approach AI scraper with golden reference datasets for 5 to 6 site types. Dynamic few-shot prompting at runtime. ~240 hours. AI-powered scraping trades fragile rule-based maintenance for upfront investment in golden datasets. Adaptive Data Extraction 5 / 17