Anthropic throttles Claude subscriptions to meet capacity

That push, according to Forrester VP and principal analyst Charlie Dai, could mean more guaranteed revenue for the model provider.

Offering a contrarian view on how the change affects large enterprises, Greyhound Research chief analyst Sanchit Vir Gogia pointed out that most enterprises are not operating in a clean, API-only model and, in reality, usage is fragmented across subscription tiers, team environments, developer tooling, and API integrations.

"It is within this blended environment that the impact begins to surface. Subscription layers are no longer peripheral. They power real workflows, particularly in development, analytics, and rapid execution scenarios. When those layers become inconsistent during peak demand, enterprise productivity is affected indirectly but meaningfully," Gogia said.

In fact, Gogia, too, sees the change forcing enterprises to choose API-based plans to ensure productivity: "Enterprises are entering a phase where performance consistency is no longer assumed. It must be architected, negotiated, and paid for. If demand continues to outpace infrastructure capacity, this segmentation will become more explicit."