Next.js AI apps with Claude scale cost super-linearly with user count.
Run the free audit →The typical Next.js + Claude pattern has every page re-instantiate the AI context. A small refactor toward shared system prompts saves huge on per-user cost.
Three patterns dominate the waste on most Claude workloads: (1) context re-sending; (2) retry loops on validation failures; (3) agent-chain re-reads. AIUsage's audit identifies which is eating your bill and projects what you'd save — no signup required for the number.