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market-analysis

FailureMap is an open-source AI venture intelligence platform that analyzes startups through a risk-first, evidence-based lens. Instead of focusing on hype or valuations, it identifies structural weaknesses, market vulnerabilities, and operational failure points using modular analysis engines. Built for transparency and extensibility, FailureMap helps developers, researchers, and analysts understand why companies fail before they scale. https://roxanneardary.com/failuremap/

LaunchCraft is an AI-powered system that transforms user skills into actionable home-based business opportunities by analyzing personal abilities, identifying real market gaps, and generating structured execution plans. It goes beyond idea generation by connecting skill sets to validated demand signals and guiding users through practical steps to launch, validate, and grow profitable ventures. https://roxanneardary.com/launchcraft/