Arena 分析了缓存对 Agent 任务成本的影响,发现无缓存时顶级智能体任务费用将高出 260%。他们基于 26K 场 Agent Arena 会话指出,缓存显著改变了任务经济学,例如 Claude Fable 5.1 任务在无缓存时费用从 7.44 美元上升至 27 美元,而单次缓存失效也会导致典型任务账单增加 5%。
Your agent would cost 260% more without the cache.
We analyzed +26K Agent Arena sessions from September 12 to October 23, 2026, spanning 30 agents and 13 labs.
Caching dramatically changes the economics of a typical task. If every cached token were instead billed at the model's full input price, a task sent to one of Agent Arena's top-10 agents would cost 3.6x as much (260% more).
The savings become especially tangible for leading models. A typical Claude Fable 5.1 task costs $7.44 today; without caching, it would cost $27.
Even a coffee break can carry a hidden price: if your cache expires while you’re away, the agent may have to resend the entire conversation at full input price. In our Agent Arena sample, a single cache invalidation translated to a 5% higher bill for a typical task.
Read more findings from our analysis of the hidden AI price war in the article below.
来源:Arena.ai · x.com