Unverified60% confidenceFactExact time
10倍账单差距（而非4倍）的原因是Claude Code消耗的token中输出token占比更高，加上缓存命中率更低
2
Sources
60%
Confidence
Medium-term (~90 days)
Relevance
7/2/2026
First Seen
Valid until: 9/30/2026
Sources
Codex VS Claude Code: The Token Economics Behind a 10x Price Gap
bilibili赋范AI课堂6/9/2026
Related Claims
UnverifiedClaude Code 缓存命中率优化后，输入 Token 最多减少 12 倍71% similarUnverifiedClaude Code快速模式速度提升2.5倍，价格比之前便宜约三倍，处理PDF和图表时的token消耗比上一代降低61%70% similarUnverified94%的节省数字建立在最坏情况（每次读取全部文件）基础上，现实中因Claude Code等工具已更聪明，真实节省会更低69% similarUnverified代码行数并不直接等同于生产力，10倍产出差距未必反映真实效率提升67% similarUnverified当 Token 占用超过 60%-70% 时，Claude Code 的推理质量会明显下降63% similar
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