For years, many AI services operated with heavily subsidized pricing to accelerate adoption and market share growth. As AI usage continues to surge, companies are increasingly looking for sustainable business models that align revenue with actual infrastructure costs. The transition may be challenging for freelancers and smaller teams, but it also reflects a broader industry shift as AI providers move from growth-at-all-costs strategies toward profitability and long-term sustainability.