{"id":1701,"date":"2026-06-09T16:30:51","date_gmt":"2026-06-09T08:30:51","guid":{"rendered":"https:\/\/www.imaseo.com\/blog\/?p=1701"},"modified":"2026-06-02T15:49:21","modified_gmt":"2026-06-02T07:49:21","slug":"qwen37max-ai-coding-billing-gap","status":"publish","type":"post","link":"https:\/\/www.imaseo.com\/blog\/ai-tools\/qwen37max-ai-coding-billing-gap","title":{"rendered":"Qwen3.7-Max \u51e0\u5c0f\u65f6\u6d88\u8017 4.48%\uff1fAI Coding \u8ba1\u8d39\u903b\u8f91\u771f\u7684\u53d8\u4e86\u5417\uff1f\u963f\u91cc\u4e91 698 \u9ad8\u7ea7\u5e2d\u4f4d\u548c Codex 20 \u7f8e\u5143\u5dee\u8ddd\u5728\u54ea\uff1f"},"content":{"rendered":"

Qwen3.7-Max \u51e0\u5c0f\u65f6\u6d88\u8017 4.48%\uff1fAI Coding \u8ba1\u8d39\u903b\u8f91\u771f\u7684\u53d8\u4e86\u5417\uff1f\u963f\u91cc\u4e91 698 \u9ad8\u7ea7\u5e2d\u4f4d\u548c Codex 20 \u7f8e\u5143\u5dee\u8ddd\u5728\u54ea\uff1f<\/strong><\/p>\n

\u4e00\u3001\u771f\u5b9e\u7528\u6237\u53cd\u9988\uff1a\u51e0\u4e2a\u5c0f\u65f6\u5c31\u70e7\u6389 4.48%<\/h3>\n

\u5f88\u591a\u5f00\u53d1\u8005\u5f00\u901a\u963f\u91cc\u4e91 Qwen3.7-Max \u9ad8\u7ea7\u5e2d\u4f4d\u540e\uff0c\u90fd\u9047\u5230\u4e86\u540c\u4e00\u4e2a\u95ee\u9898\uff1a<\/p>\n

\u660e\u660e\u53ea\u662f\u7528\u6765\u5199\u4ee3\u7801\u3001\u8c03\u8bd5\u3001\u8dd1 Agent \u4efb\u52a1\uff0c\u7ed3\u679c\u7528\u4e86\u4e0d\u5230 4 \u4e2a\u5c0f\u65f6\uff0c\u989d\u5ea6\u5c31\u76f4\u63a5\u6d88\u8017\u4e86 4.48%<\/strong>\u3002<\/p>\n

\u8fd9\u4e0d\u662fbug\uff0c\u4e5f\u4e0d\u662f\u9519\u89c9\u3002AI Coding \u7684\u8ba1\u8d39\u903b\u8f91\u786e\u5b9e\u5df2\u7ecf\u5f7b\u5e95\u53d8\u4e86<\/strong>\u3002<\/p>\n

\u8fc7\u53bb\u6211\u4eec\u7528 Claude\u3001GPT \u5199\u4ee3\u7801\uff0c\u611f\u89c9\u51e0\u4e07 Token \u5c31\u80fd\u89e3\u51b3\u4e00\u4e2a\u9700\u6c42\u3002\u73b0\u5728\u8fdb\u5165\u771f\u6b63\u7684 Agentic Coding \u65f6\u4ee3\uff0c\u4e00\u6b21\u5b8c\u6574\u4efb\u52a1\u8f7b\u677e\u6d88\u8017\u51e0\u5341\u4e07\u751a\u81f3\u4e0a\u767e\u4e07 Token\uff0c\u6d88\u8017\u901f\u5ea6\u8fdc\u8d85\u5927\u591a\u6570\u4eba\u7684\u9884\u671f\u3002<\/p>\n

\u4e8c\u3001AI Coding \u65f6\u4ee3\uff0cToken \u6d88\u8017\u4e3a\u4ec0\u4e48\u7a81\u7136\u53d8\u591a\u4e86\uff1f<\/h3>\n

\u4f20\u7edf\u804a\u5929\u6a21\u5f0f\u4e0b\uff0c\u4e00\u6b21\u5bf9\u8bdd\u901a\u5e38\u53ea\u6709 1-3K Token\u3002<\/p>\n

\u800c\u771f\u6b63\u7684 AI Coding Agent<\/strong> \u91c7\u7528\u7684\u662f ReAct \u5faa\u73af\uff08Reasoning + Acting\uff09\uff0c\u6bcf\u6267\u884c\u4e00\u6b65\u5de5\u5177\u8c03\u7528\uff0c\u90fd\u8981\u628a\u5386\u53f2\u4e0a\u4e0b\u6587\u3001\u5de5\u5177\u8fd4\u56de\u7ed3\u679c\u3001\u6587\u4ef6\u5185\u5bb9\u5168\u90e8\u91cd\u65b0\u585e\u56de\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002\u8fd9\u79cd\u201c\u4e0a\u4e0b\u6587\u96ea\u7403\u201d\u6548\u5e94\u5bfc\u81f4\uff1a<\/p>\n

    \n
  • \u4e00\u6b21\u4e2d\u7b49\u590d\u6742\u8c03\u8bd5\uff1a50\u4e07+ Token<\/li>\n
  • \u4e00\u6b21\u5b8c\u6574\u529f\u80fd\u5f00\u53d1\uff1a100\u4e07-350\u4e07 Token<\/li>\n
  • \u91cd\u5ea6\u7528\u6237\u4e00\u5929\u8dd1 10-20 \u4e2a\u4efb\u52a1\uff1a\u8f7b\u677e\u7834\u4ebf Token<\/li>\n<\/ul>\n

    \u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u5f88\u591a\u5f00\u53d1\u8005\u53cd\u9988\u201c\u7528\u7740\u7528\u7740\u5c31\u6ca1\u4e86\u201d\u7684\u6839\u672c\u539f\u56e0\u3002\u8f93\u5165 Token \u5360\u636e\u4e86\u6574\u4f53\u6210\u672c\u7684 70-80%<\/strong>\uff0c\u800c\u975e\u6211\u4eec\u4ee5\u4e3a\u7684\u8f93\u51fa\u4ee3\u7801\u90e8\u5206\u3002<\/p>\n

    \u4e09\u3001\u963f\u91cc\u4e91 698 \u5143\u9ad8\u7ea7\u5e2d\u4f4d vs Codex 20 \u7f8e\u5143\uff0c\u5dee\u8ddd\u5230\u5e95\u5728\u54ea\uff1f<\/h3>\n

    \u76ee\u524d\u5e02\u573a\u4e0a\u6700\u53d7\u5173\u6ce8\u7684\u4e24\u79cd\u91cd\u5ea6 Coding \u65b9\u6848\u662f\uff1a<\/p>\n

      \n
    • \u963f\u91cc\u4e91 Qwen3.7-Max \u9ad8\u7ea7\u5e2d\u4f4d<\/strong>\uff08698 \u5143\/\u6708\uff09<\/li>\n
    • OpenAI Codex\uff08GPT-5.3 Codex xhigh\uff09<\/strong>\uff08\u7ea6 20 \u7f8e\u5143\/\u6708 ChatGPT Plus \u5165\u95e8 + API \u6309\u91cf\uff09<\/li>\n<\/ul>\n

      \u6838\u5fc3\u5dee\u5f02\u5bf9\u6bd4\uff1a<\/h4>\n

      1. \u5b9a\u4ef7\u6a21\u5f0f<\/strong>
      \n– \u963f\u91cc\u4e91\u91c7\u7528\u56fa\u5b9a\u5e2d\u4f4d\u6708\u8d39 + \u989d\u5ea6\u6d88\u8017<\/strong>\u6a21\u5f0f\uff0c698 \u5143\u5bf9\u5e94\u4e00\u5b9a\u91cf\u7684 Qwen3.7-Max \u9ad8\u914d\u989d\u5ea6\u3002
      \n– Codex \u5219\u662f \u8ba2\u9605 + \u6309 Token \u7cbe\u51c6\u8ba1\u8d39<\/strong>\uff0cPlus 20 \u7f8e\u5143\u5373\u53ef\u89e3\u9501\u57fa\u7840\u4f7f\u7528\u6743\u9650\uff0c\u91cd\u5ea6\u4f7f\u7528\u518d\u53e0\u52a0 API \u8d39\u7528\u3002<\/p>\n

      2. Token \u6548\u7387<\/strong>
      \nCodex \u5728\u5b9e\u9645 Coding \u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u66f4\u9ad8\u7684 Token \u5229\u7528\u6548\u7387\u3002\u6839\u636e\u7b2c\u4e09\u65b9\u6d4b\u8bc4\uff0cCodex \u5728\u76f8\u540c\u4efb\u52a1\u4e0b\u7684 Token \u6d88\u8017\u901a\u5e38\u6bd4\u90e8\u5206\u56fd\u4ea7\u5927\u6a21\u578b\u4f4e 2-3 \u500d\uff0c\u8fd9\u76f4\u63a5\u62c9\u5f00\u4e86\u957f\u671f\u4f7f\u7528\u6210\u672c\u3002<\/p>\n

      3. \u4e0a\u4e0b\u6587\u4e0e\u667a\u80fd\u4f53\u80fd\u529b<\/strong>
      \n– Codex \u62e5\u6709 400K \u8d85\u5927\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u80fd\u4e00\u6b21\u6027\u88c5\u5165\u6574\u4e2a\u4e2d\u7b49\u89c4\u6a21\u9879\u76ee\u4ee3\u7801\u3002
      \n– Qwen3.7-Max \u5728\u4e2d\u6587\u4ee3\u7801\u7406\u89e3\u548c\u90e8\u5206\u56fd\u5185\u6846\u67b6\u652f\u6301\u4e0a\u66f4\u6709\u4f18\u52bf\uff0c\u4f46\u5728\u590d\u6742 Agent \u5faa\u73af\u7684\u7a33\u5b9a\u6027\u4e0a\uff0c\u76ee\u524d Codex + Claude Code \u7684\u7ec4\u5408\u4ecd\u88ab\u66f4\u591a\u91cd\u5ea6\u5f00\u53d1\u8005\u89c6\u4e3a\u7b2c\u4e00\u68af\u961f\u3002<\/p>\n

      4. \u5b9e\u9645\u6708\u6210\u672c<\/strong>
      \n\u8f7b\u5ea6\u7528\u6237\uff08\u6bcf\u5929 5 \u6b21\u4ee5\u4e0b\u4efb\u52a1\uff09\uff1a\u963f\u91cc\u4e91 698 \u5143\u5e2d\u4f4d\u6027\u4ef7\u6bd4\u5f88\u9ad8\uff0c\u51e0\u4e4e\u65e0\u611f\u3002
      \n\u91cd\u5ea6\u5f00\u53d1\u8005\uff08\u6bcf\u5929 15+ \u590d\u6742 Agent \u4efb\u52a1\uff09\uff1aCodex + Claude \u6df7\u5408\u65b9\u6848\u6708\u6210\u672c\u53ef\u80fd\u5728 150-400 \u7f8e\u5143\u4e4b\u95f4\uff0c\u800c\u90e8\u5206\u91cd\u5ea6 Max \u7528\u6237\u5df2\u51fa\u73b0\u7b49\u6548 2000-5000 \u5143\/\u6708\u7684\u6d88\u8017\u3002<\/p>\n

      \u56db\u30012025 \u5e74 AI Coding \u8be5\u600e\u4e48\u9009\uff1f\uff08\u5b9e\u7528\u5efa\u8bae\uff09<\/h3>\n

      \u6839\u636e\u5b9e\u9645\u4f7f\u7528\u5f3a\u5ea6\uff0c\u5efa\u8bae\u5982\u4e0b\uff1a<\/p>\n

      \u63a8\u8350\u65b9\u6848\u4e00\uff1a\u8f7b\u4e2d\u5ea6\u5f00\u53d1\u8005\uff08\u63a8\u8350\uff09<\/strong>
      \n– \u9996\u9009 ChatGPT Plus\uff0820 \u7f8e\u5143\/\u6708\uff09<\/strong> \u89e3\u9501 Codex \u57fa\u7840\u4f7f\u7528
      \n– \u8f85\u52a9\u5f00\u901a \u963f\u91cc\u4e91 Qwen3.7-Max \u4f4e\u914d\u6216\u4e13\u4e1a\u7248<\/strong> \u5904\u7406\u4e2d\u6587\u9700\u6c42\u548c\u7b80\u5355\u4efb\u52a1
      \n– \u5b9e\u73b0\u4e2d\u5916\u6a21\u578b\u52a8\u6001\u5207\u6362\uff0c\u6210\u672c\u53ef\u63a7<\/p>\n

      \u63a8\u8350\u65b9\u6848\u4e8c\uff1a\u91cd\u5ea6 Coding \u7528\u6237<\/strong>
      \n– \u4e3b\u529b\u4f7f\u7528 Codex\uff08GPT-5.3 xhigh\uff09<\/strong> \u5904\u7406\u590d\u6742\u5de5\u7a0b
      \n– \u8f85\u52a9\u4f7f\u7528 Claude Code\uff08Opus\/Sonnet\uff09\u505a\u67b6\u6784\u8bbe\u8ba1\u548c Review
      \n– \u5173\u952e\u4e2d\u6587\u4efb\u52a1\u6216\u7279\u5b9a\u9886\u57df\u7528 Qwen3.7-Max \u8865\u5145
      \n– \u901a\u8fc7\u667a\u80fd\u8def\u7531\u5de5\u5177\u5b9e\u73b0\u81ea\u52a8\u9009\u6a21\u578b\uff0c\u6700\u5927\u5316\u6027\u4ef7\u6bd4<\/p>\n

      \u63a8\u8350\u65b9\u6848\u4e09\uff1a\u7eaf\u56fd\u4ea7\u91cd\u5ea6\u73a9\u5bb6<\/strong>
      \n\u76f4\u63a5\u4e0a\u963f\u91cc\u4e91 \u9ad8\u6548\u7248\u6216\u4f01\u4e1a\u7ea7\u5e2d\u4f4d<\/strong>\uff0c\u63a5\u53d7\u8f83\u9ad8\u56fa\u5b9a\u6210\u672c\uff0c\u6362\u53d6\u65e0\u987b\u7ffb\u5899\u3001\u6570\u636e\u4e0d\u51fa\u5883\u7684\u5b89\u5fc3\u3002<\/p>\n

      \u4e94\u3001\u672a\u6765\u8d8b\u52bf\uff1a\u8ba1\u8d39\u903b\u8f91\u53ea\u4f1a\u8d8a\u6765\u8d8a\u201c\u72e0\u201d<\/h3>\n

      \u968f\u7740 AI Coding \u4ece\u201c\u804a\u5929\u8f85\u52a9\u201d\u771f\u6b63\u8d70\u5411\u201c\u81ea\u4e3b Agent\u201d\uff0cToken \u6d88\u8017\u5448\u6307\u6570\u7ea7\u589e\u957f\u5df2\u6210\u884c\u4e1a\u5171\u8bc6\u3002OpenClaw \u521b\u59cb\u4eba\u90a3\u5f20 130 \u4e07\u7f8e\u5143\u7684\u8d26\u5355\u4e0d\u662f\u4e2a\u4f8b\uff0c\u800c\u662f\u5f88\u591a\u5934\u90e8\u56e2\u961f\u6b63\u5728\u7ecf\u5386\u7684\u73b0\u5b9e\u3002<\/p>\n

      \u6838\u5fc3\u7ed3\u8bba\u53ea\u6709\u4e00\u53e5\u8bdd\uff1a<\/strong>
      \n\u672a\u6765\u62fc\u7684\u4e0d\u662f\u8c01\u6a21\u578b\u66f4\u5927\uff0c\u800c\u662f\u8c01\u80fd\u5728\u76f8\u540c\u6548\u679c\u4e0b\u628a Token \u6d88\u8017\u5f97\u66f4\u5c11\u3002<\/strong><\/p>\n

      \u5bf9\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u73b0\u5728\u4e0d\u662f\u9009\u62e9\u201c\u54ea\u4e2a\u6a21\u578b\u6700\u597d\u201d\u7684\u95ee\u9898\uff0c\u800c\u662f\u8981\u5efa\u7acb\u591a\u6a21\u578b\u6df7\u5408 + \u4efb\u52a1\u8def\u7531 + \u6210\u672c\u76d1\u63a7<\/strong>\u7684\u5b8c\u6574\u4f53\u7cfb\u3002<\/p>\n

      \u4f60\u73b0\u5728\u4e3b\u8981\u7528\u54ea\u6b3e\u6a21\u578b\u505a Coding\uff1f\u662f Qwen3.7-Max\u3001Codex \u8fd8\u662f Claude Code\uff1f\u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u5206\u4eab\u4f60\u7684\u6708\u6d88\u8017\u60c5\u51b5\uff0c\u6211\u4eec\u4e00\u8d77\u8ba8\u8bba\u5982\u4f55\u628a AI Coding \u7684\u6210\u672c\u6253\u4e0b\u6765\u3002<\/p>\n

      \uff08\u672c\u6587\u6301\u7eed\u66f4\u65b0\uff0c\u6839\u636e\u6700\u65b0\u6d4b\u8bc4\u4e0e\u771f\u5b9e\u7528\u6237\u53cd\u9988\u8c03\u6574\u5efa\u8bae\uff09<\/p>\n","protected":false},"excerpt":{"rendered":"

      Qwen3.7-Max \u51e0\u5c0f\u65f6\u6d88\u8017 4.48%\uff1fAI Coding \u8ba1\u8d39\u903b\u8f91\u771f\u7684\u53d8\u4e86\u5417\uff1f\u963f\u91cc\u4e91 698 \u9ad8\u7ea7\u5e2d\u4f4d\u548c Co\u2026<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[],"class_list":["post-1701","post","type-post","status-publish","format-standard","hentry","category-ai-tools"],"_links":{"self":[{"href":"https:\/\/www.imaseo.com\/blog\/wp-json\/wp\/v2\/posts\/1701","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.imaseo.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.imaseo.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.imaseo.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.imaseo.com\/blog\/wp-json\/wp\/v2\/comments?post=1701"}],"version-history":[{"count":1,"href":"https:\/\/www.imaseo.com\/blog\/wp-json\/wp\/v2\/posts\/1701\/revisions"}],"predecessor-version":[{"id":1702,"href":"https:\/\/www.imaseo.com\/blog\/wp-json\/wp\/v2\/posts\/1701\/revisions\/1702"}],"wp:attachment":[{"href":"https:\/\/www.imaseo.com\/blog\/wp-json\/wp\/v2\/media?parent=1701"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.imaseo.com\/blog\/wp-json\/wp\/v2\/categories?post=1701"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.imaseo.com\/blog\/wp-json\/wp\/v2\/tags?post=1701"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}