Valuing AI-First Firms

Create a valuation framework tailored to AI driven startups that emphasizes business model credibility, data advantages, user growth flywheels, and clear paths to profitability. Include qualitative and quantitative criteria for revenue quality, unit economics, capital efficiency, and dilution risk, plus scenario planning for funding cycles and exit opportunities.