S4 Neighborhood Intelligence

S4 Neighborhood Intelligence is an AI-powered decision-support application that helps local small businesses understand their surroundings, investigate competitors, and identify practical opportunities for growth. Small-business owners often lack the time and resources to research nearby businesses, inspect competing websites, and determine what improvements are worth making. S4 combines geographic business data, publicly available website information, and storefront visual analysis using Meta Muse Spark and SAM 3.1. The application produces three prioritized business opportunities and a seven-day action plan, supported by traceable evidence and documented limitations. Business owners can inspect storefront images, review AI-detected objects, examine supporting sources, and revisit previous analyses. S4 also records which AI models contributed and whether their results were newly generated or reused. The project is a working local prototype, demonstrated with a real beauty salon in California. Its goal is to make evidence-based business research accessible to small-business owners without requiring a dedicated research or marketing team.