The Big Idea
Software is shifting from a productivity tool into an autonomous workforce as intelligence becomes more plentiful. That shift upends seat-based subscriptions in favor of payment for completed tasks. Frontier-model companies face a separate, capital-intensive race. Applied AI startups compete with incumbents on product quality, distribution and customer value, while regulatory, physical and organizational constraints slow real-world adoption.