Microsoft generated $10 billion in revenue from OpenAI in a single quarter, representing nearly 11% of its total quarterly revenue, indicating a significant financial dependence on the AI startup; this substantial revenue stream is likely to impact the cost and pricing strategies for shipping LLMs and agents in production, potentially affecting profit margins and competitiveness.