Cloud giants Amazon and Microsoft compete for AI infrastructure leadership through divergent investment strategies. Microsoft leverages its OpenAI partnership, while Amazon builds a broader internal model ecosystem. This rivalry forces enterprise buyers to choose between integrated software stacks and flexible infrastructure. The decision impacts long-term scaling costs for AI practitioners.