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Technically these do count against your token usage if you happen to use claude.ai web chat alongside Claude Code - both use the same allowance. Makes me appreciate OpenAI/ChatGPT giving you unlimited chat that doesn't drain your Codex allowance.
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Yeah, Claude chat does show little in-app messages occasionally warning that Opus or Fable will burn through your rates faster.
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So YES if you're using Cowork or Chat
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No, because they are cached, the inference cost is paid once per model, does not scale linearly per user or use.
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