Both prefill and decode count against Claude’s subscriptions; your conversations are N^2 in conversation length.

My mental model is they’re assigning some amount of API credits to the account and billing the same way as if you were using tokens, shutting off at an arbitrary point. The point also appears to change based on load / time of day.