Automate/AI is a B2C web-based platform I created offering AI-driven risk analysis, repair estimates, and expert guidance for car owners. For this tool, I built a comprehensive database of automotive repair issues and costs for every car make/model/year by integrating scraped owner-forum data with custom AI extraction, vectorization, and classification tools. The site produces customized reports with risk/reliability scores and estimated repair costs across 12 car components, and gives buyers tailored purchasing recommendations.