Toby

Toby is a usage-based AI interview coach that presents itself as a realistic video-call mock interview rather than a chatbot. It takes a job description, builds a company brief and likely questions by round, runs a simulated Google Meet/Teams/Zoom interview, then scores fluency, pacing, filler words, talk time, competency, and produces a stronger answer from the user's own words. Its positioning is unusually sharp for the interview prep category: it sells specificity, realistic pressure, and a low-commitment prepaid pricing model. No revenue, growth, team size, or customer numbers are public, which is worth treating as an unproven early product rather than a business with visible traction. The main business risk is not product cleverness but structural: interview prep is episodic, low retention, high competition, and distribution-dependent. That said, the product details reveal strong product thinking and a viable pattern for a niche founder to copy profitably.