A startup is described as a company struggling with its product, customer base, and revenue generation until it defines these elements, after which it becomes a formal business. It operates under significant uncertainty while seeking a scalable business model and requires a strategic plan to achieve its goals. Key concepts include the Minimum Viable Product (MVP) and the notion that failure in Silicon Valley is often seen as a valuable experience.