AI Commercialization
How AI companies turn models into revenue: API pricing, subscription and enterprise monetization, inference costs, and revenue scale — the business logic behind the AI price wars.
Benchmarks measure how strong a model is; commercialization decides whether it survives. This topic tracks the full path from lab to market: how APIs are priced and how fast prices fall, how much revenue subscriptions and enterprise contracts generate, and how much margin inference costs eat. DeepSeek reaching a $1 billion annualized revenue run rate and the successive price cuts from Anthropic and OpenAI are live case studies.
