{"id":35217,"date":"2026-08-13T17:29:03","date_gmt":"2026-08-13T09:29:03","guid":{"rendered":"https:\/\/www.varidata.com\/uncategorized-zh-tw\/2026-guide-to-save-tokens-and-reduce-ai-costs\/"},"modified":"2026-08-13T17:31:14","modified_gmt":"2026-08-13T09:31:14","slug":"2026-guide-to-save-tokens-and-reduce-ai-costs","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-tw\/knowledge-tc\/2026-guide-to-save-tokens-and-reduce-ai-costs\/","title":{"rendered":"2026 \u5e74\u7bc0\u7701 Tokens \u4e26\u964d\u4f4e AI \u6210\u672c\u6307\u5357"},"content":{"rendered":"<style>\n    table, th, td {\n        border: 1px solid black;\n        border-collapse: collapse;\n    }\n<\/style>\n<p>\u5728 2026 \u5e74\uff0c\u4f60\u53ef\u4ee5\u5c07 AI API \u6210\u672c\u964d\u4f4e 60%\u201390%\u3002\u4f60\u53ef\u4ee5\u900f\u904e\u63d0\u793a\u8a5e\u5feb\u53d6\u3001\u52d5\u614b\u8def\u7531\u3001\u8108\u7d61\u6e05\u7406\u548c\u56b4\u683c\u7684\u8f38\u51fa\u908a\u754c\u4f86\u5be6\u73fe\u9019\u4e9b\u5927\u5e45\u7bc0\u7701\uff0c\u7279\u5225\u9069\u7528\u65bc\u57f7\u884c\u5728<a target=\"_blank\" href=\"https:\/\/www.varidata.com\/zh-tw\/server\/hk\/cn2\/\">\u9999\u6e2f\u4f3a\u670d\u5668<\/a>\u4ee5\u53ca\u5176\u4ed6\u9ad8\u6d41\u91cf\u5340\u57df\u7684\u5de5\u4f5c\u8ca0\u8f09\u3002\u6df1\u5ea6\u63a8\u7406\u6a21\u578b\u6309 token \u6536\u8cbb\u504f\u9ad8\u3002\u591a\u6a21\u614b\u8ca0\u8f09\u6301\u7e8c\u81a8\u8139\uff0c\u591a\u8f2a\u6b21\u667a\u80fd\u4ee3\u7406\u5c0d\u8a71\u6703\u4e0d\u65b7\u7d2f\u7a4d\u6b77\u53f2\u8108\u7d61\u3002\u9019\u4e9b\u96b1\u85cf\u7684 token \u6210\u9577\u6703\u8fc5\u901f\u63a8\u9ad8\u4f60\u7684\u71df\u904b\u5e33\u55ae\u3002<\/p>\n<p>\u6e1b\u5c11 token \u91cf\u80fd\u540c\u6642\u70ba\u4f60\u7684\u7cfb\u7d71\u5e36\u4f86\u5169\u5927\u6536\u76ca\uff1a\u4e00\u662f\u964d\u4f4e\u71df\u904b\u652f\u51fa\uff0c\u4e8c\u662f\u986f\u8457\u7e2e\u77ed\u63a8\u7406\u5ef6\u9072\u3002\u5de5\u7a0b\u5718\u968a\u5fc5\u9808\u7acb\u523b\u5728\u6240\u6709\u6b63\u5f0f\u74b0\u5883\u7684\u6d41\u7a0b\u4e2d\u63a1\u53d6\u884c\u52d5\u4f86\u7bc0\u7701 Tokens\u3002\u4eca\u5929\u5c31\u7a3d\u6838\u4f60\u7684\u8108\u7d61\u8f09\u8377\u5927\u5c0f\u3002\u99ac\u4e0a\u5be6\u4f5c\u670d\u52d9\u4f9b\u61c9\u5546\u7b49\u7d1a\u7684\u63d0\u793a\u8a5e\u5feb\u53d6\uff0c\u4ee5\u9396\u5b9a\u986f\u8457\u7684\u6548\u80fd\u63d0\u5347\u3002<\/p>\n<h2>\u6838\u5fc3\u91cd\u9ede<\/h2>\n<ul>\n<li>\n<p>\u5c07\u7c21\u55ae\u554f\u984c\u8def\u7531\u5230\u66f4\u4fbf\u5b9c\u7684 AI \u6a21\u578b\u4e0a\u4ee5\u7bc0\u7701\u8cbb\u7528\u3002<\/p>\n<\/li>\n<li>\n<p>\u5feb\u53d6\u7a69\u5b9a\u7684\u63d0\u793a\u8a5e\u6587\u5b57\uff0c\u4ee5\u5f9e\u670d\u52d9\u4f9b\u61c9\u5546\u53d6\u5f97\u5927\u5e45\u6298\u6263\u3002<\/p>\n<\/li>\n<li>\n<p>\u522a\u9664\u7121\u610f\u7fa9\u8a5e\u5f59\u548c\u904e\u820a\u7684\u8a0a\u606f\u6b77\u53f2\uff0c\u4ee5\u7e2e\u5c0f\u63d0\u793a\u8a5e\u5927\u5c0f\u3002<\/p>\n<\/li>\n<li>\n<p>\u8a2d\u5b9a\u56b4\u683c\u7684\u8f38\u51fa token \u4e0a\u9650\uff0c\u963b\u6b62\u6602\u8cb4\u7684\u9577\u7bc7\u56de\u8986\u3002<\/p>\n<\/li>\n<\/ul>\n<h2>LLM \u6210\u672c\u5feb\u901f\u4e0a\u6f32\u7684\u4e3b\u8981\u9a45\u52d5\u56e0\u7d20<\/h2>\n<p>LLM \u670d\u52d9\u4f9b\u61c9\u5546\u570d\u7e5e\u8108\u7d61\u91cf\u548c\u8f38\u51fa\u751f\u6210\u5efa\u7acb\u4e86\u8907\u96dc\u7684\u5b9a\u50f9\u7d50\u69cb\u3002\u4f60\u5fc5\u9808\u4e86\u89e3\u9019\u4e9b\u6210\u672c\u9a45\u52d5\u56e0\u7d20\uff0c\u624d\u80fd\u963b\u6b62\u9810\u7b97\u6d41\u5931\u3002<\/p>\n<h3>\u8f38\u5165\u8207\u8f38\u51fa\u6210\u672c\u5dee\u7570<\/h3>\n<p>\u4e3b\u6d41 AI \u670d\u52d9\u4f9b\u61c9\u5546\u5c0d\u8f38\u51fa token \u7684\u5b9a\u50f9\u660e\u986f\u9ad8\u65bc\u8f38\u5165 token\u3002\u8f38\u51fa\u751f\u6210\u9700\u8981\u5728\u786c\u9ad4\u53e2\u96c6\u4e0a\u9032\u884c\u9ad8\u5f37\u5ea6\u7684\u5e8f\u5217\u5316\u904b\u7b97\uff1b\u76f8\u8f03\u4e4b\u4e0b\uff0c\u8f38\u5165\u8655\u7406\u56e0\u70ba\u7cfb\u7d71\u57fa\u790e\u8a2d\u65bd\u53ef\u4ee5\u5e73\u884c\u8655\u7406\u63d0\u793a\u8a5e token\uff0c\u800c\u80fd\u4ee5\u66f4\u5feb\u901f\u5ea6\u5b8c\u6210\u3002<\/p>\n<div fullwidth=\"\" class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 100px;\">\n<colgroup>\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u670d\u52d9\u4f9b\u61c9\u5546\u6a21\u578b<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8f38\u5165\u50f9\u683c\uff08\u6bcf 100 \u842c tokens\uff09<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8f38\u51fa\u50f9\u683c\uff08\u6bcf 100 \u842c tokens\uff09<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u50f9\u683c\u6bd4\u7387<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u65d7\u8266\u5c64\u6a21\u578b<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p><code>$2.50<\/code><\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p><code>$10.00<\/code><\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>4 \u500d\u500d\u7387<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6df1\u5ea6\u63a8\u7406\u6a21\u578b<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p><code>$5.00<\/code><\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p><code>$25.00<\/code><\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>5 \u500d\u500d\u7387<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u9019\u7a2e 4\u20135 \u500d\u7684\u50f9\u683c\u5dee\u610f\u5473\u8457\uff0c\u4e0d\u53d7\u63a7\u7684\u6a21\u578b\u8f38\u51fa\u6703\u8fc5\u901f\u6467\u6bc0\u4f60\u7684\u71df\u904b\u9810\u7b97\u3002\u4f60\u5fc5\u9808\u56b4\u683c\u63a7\u7ba1\u56de\u8986\u9577\u5ea6\u3002\u7522\u751f\u5197\u9577\u7684\u5c0d\u8a71\u5f0f\u56de\u7b54\u6216\u4e0d\u5fc5\u8981\u7684\u7d50\u69cb\u5316\u6b04\u4f4d\uff0c\u90fd\u6703\u5feb\u901f\u588a\u9ad8 API \u5e33\u55ae\u3002<\/p>\n<h3>\u667a\u80fd\u4ee3\u7406\u8108\u7d61\u6f02\u79fb\u8207\u591a\u6a21\u614b\u958b\u92b7<\/h3>\n<p>\u667a\u80fd\u4ee3\u7406\u5de5\u4f5c\u6d41\u7a0b\u900f\u904e\u53cd\u8986\u7684 API \u8ff4\u5708\u547c\u53eb\u5e36\u4f86\u5de8\u5927\u7684\u6210\u672c\u6210\u9577\u3002\u591a\u8f2a AI \u667a\u80fd\u4ee3\u7406\u5728\u6bcf\u4e00\u6b65\u57f7\u884c\u6642\uff0c\u90fd\u6703\u5c07\u5b8c\u6574\u7684\u5c0d\u8a71\u6b77\u53f2\u91cd\u65b0\u50b3\u905e\u7d66\u6a21\u578b\u3002<\/p>\n<pre><code>Total Context = System Prompt + Historical Messages + Current Message\r\n<\/code><\/pre>\n<p>\u7cfb\u7d71\u8108\u7d61\u6703\u6301\u7e8c\u7d2f\u7a4d\u591a\u9918\u7684\u8a0a\u606f\u6b77\u53f2\u3002\u4f60\u7684\u61c9\u7528\u7a0b\u5f0f\u5fc5\u9808\u5728\u540c\u4e00\u6b21\u4f7f\u7528\u8005\u5de5\u4f5c\u968e\u6bb5\u4e2d\uff0c\u70ba\u5b8c\u5168\u76f8\u540c\u7684 tokens \u4e00\u518d\u4ed8\u8cbb\u3002\u9019\u7a2e\u8108\u7d61\u6f02\u79fb\u6703\u8b93 token \u6d88\u8017\u5448\u6307\u6578\u6210\u9577\uff0c\u800c\u975e\u7dda\u6027\u6210\u9577\u3002<\/p>\n<p>\u591a\u6a21\u614b\u529f\u80fd\u6703\u70ba\u4f60\u7684 API \u6d41\u7a0b\u5f15\u5165\u56b4\u91cd\u7684\u96b1\u6027\u8ca1\u52d9\u6210\u672c\u3002\u9ad8\u89e3\u6790\u5ea6\u5f71\u50cf\u5728\u6a21\u578b\u67b6\u69cb\u5167\u6703\u88ab\u8f49\u63db\u70ba\u9f90\u5927\u7684\u8996\u89ba token \u9663\u5217\u3002\u53ea\u50b3\u905e\u4e00\u5f35\u672a\u58d3\u7e2e\u7684\u5716\u7247\uff0c\u5c31\u80fd\u77ac\u9593\u6d88\u8017\u6578\u5343\u500b\u8f38\u5165 tokens\u3002\u5728\u667a\u80fd\u4ee3\u7406\u6b65\u9a5f\u4e2d\u8655\u7406\u591a\u5f35\u539f\u59cb\u7d30\u7bc0\u7167\u7247\uff0c\u6703\u5feb\u901f\u71d2\u5149\u4f01\u696d\u7684\u6708\u5ea6\u9810\u7b97\u3002\u4f60\u5fc5\u9808\u5728\u5c07\u8996\u89ba\u8f38\u5165\u9001\u5f80\u63a8\u7406\u7aef\u9ede\u4e4b\u524d\uff0c\u5148\u9032\u884c\u7e2e\u653e\u8207\u58d3\u7e2e\u3002<\/p>\n<h2>\u900f\u904e\u67b6\u69cb\u8def\u7531\u4f86\u7bc0\u7701 Tokens<\/h2>\n<p>\u7cfb\u7d71\u67b6\u69cb\u5e2b\u53ef\u4ee5\u85c9\u7531\u963b\u6b62\u4e0d\u5fc5\u8981\u7684\u8acb\u6c42\u9032\u5165\u65d7\u8266\u6a21\u578b\u4f86\u964d\u4f4e API \u958b\u652f\u3002\u4f60\u53ef\u4ee5\u6839\u64da\u4efb\u52d9\u9700\u6c42\uff0c\u5c0d\u9032\u5165\u7684\u4f7f\u7528\u8005\u8acb\u6c42\u9032\u884c\u52d5\u614b\u8def\u7531\u3002\u667a\u6167\u7684\u8acb\u6c42\u8def\u7531\u53ef\u4ee5\u78ba\u4fdd\u6bcf\u4e00\u500b\u63d0\u793a\u8a5e\u90fd\u5728\u6700\u4f4e\u53ef\u80fd\u7684\u50f9\u683c\u9ede\u4e0a\u88ab\u8655\u7406\u3002<\/p>\n<h3>\u57fa\u65bc\u610f\u5716\u7684\u6a21\u578b\u9078\u64c7<\/h3>\n<p>\u4e26\u975e\u6240\u6709\u4f7f\u7528\u8005\u554f\u984c\u90fd\u9700\u8981\u9ad8\u6210\u672c\u7684\u524d\u6cbf\u6a21\u578b\u3002\u4f60\u53ef\u4ee5\u90e8\u7f72\u8f15\u91cf\u7d1a\u5206\u985e\u6a21\u578b\uff0c\u5728\u57f7\u884c\u4e3b\u8981\u61c9\u7528\u7a0b\u5f0f\u6d41\u7a0b\u4e4b\u524d\uff0c\u5148\u8a55\u4f30\u63d0\u793a\u8a5e\u7684\u8907\u96dc\u5ea6\u3002\u8207\u5c07\u6240\u6709\u6d41\u91cf\u76f4\u63a5\u9001\u5f80\u55ae\u4e00\u65d7\u8266\u6a21\u578b\u76f8\u6bd4\uff0c\u57fa\u65bc\u610f\u5716\u7684\u8def\u7531\u53ef\u4ee5\u5728\u5ba2\u670d\u578b\u804a\u5929\u6a5f\u5668\u4eba\u5834\u666f\u4e2d\uff0c\u5c07 LLM API \u958b\u652f\u524a\u6e1b 40%\u201360%\u3002<\/p>\n<div fullwidth=\"\" class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 75px;\">\n<colgroup>\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8def\u7531\u7b56\u7565<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u76ee\u6a19\u4efb\u52d9<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6210\u672c\u964d\u4f4e\u6548\u679c<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u57fa\u65bc\u5206\u985e\u7684\u8def\u7531<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u547d\u540d\u5be6\u9ad4\u64f7\u53d6\u8207\u67e5\u8a62\u5206\u985e<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8207\u65d7\u8266\u6a21\u578b\u76f8\u6bd4\uff0c\u4f7f\u7528\u8f15\u91cf\u6a21\u578b\u53ef\u5c07 token \u6210\u672c\u964d\u4f4e\u7d04 96%<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5c08\u7528\u7de8\u78bc\u5668\u56de\u9000<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u57fa\u790e\u6587\u5b57\u5206\u985e\u8207\u610f\u5716\u89e3\u6790<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8207 70 \u5104\u53c3\u6578 LLM \u76f8\u6bd4\uff0c\u81ea\u884c\u8a17\u7ba1\u5c08\u7528 NLP \u7de8\u78bc\u5668\u53ef\u6e1b\u5c11\u7d04 90% \u7684\u904b\u7b97\u6210\u672c<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5206\u5c64\u6a21\u578b\u5206\u6d41<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>70% \u6d41\u91cf\u4f7f\u7528\u57fa\u790e\u6a21\u578b\uff0c20% \u4f7f\u7528\u4e2d\u968e\u6a21\u578b\uff0c10% \u4f7f\u7528\u9ad8\u968e\u6a21\u578b<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5728\u4f01\u696d\u61c9\u7528\u4e2d\u53ef\u5c07\u5e73\u5747\u55ae\u6b21\u8acb\u6c42\u6210\u672c\u964d\u4f4e 60%\u201380%<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4efb\u52d9\u8907\u96dc\u5ea6\u5206\u985e\u5c64\u6703\u5148\u8b80\u53d6\u4f7f\u7528\u8005\u63d0\u793a\u8a5e\u3002\u5c0f\u6a21\u578b\u53ef\u4ee5\u5373\u6642\u8655\u7406\u7c21\u55ae\u7684\u8cc7\u6599\u64f7\u53d6\u548c\u610f\u5716\u5206\u985e\u4efb\u52d9\u3002\u6a19\u6e96\u63a8\u7406\u4efb\u52d9\u5247\u76f4\u63a5\u4ea4\u7d66\u4e2d\u968e\u6a21\u578b\u8655\u7406\u3002\u4f60\u7684\u9598\u9053\u6703\u5c07\u65d7\u8266\u6a21\u578b\u56b4\u683c\u4fdd\u7559\u7d66\u8907\u96dc\u7d9c\u5408\u8207\u9ad8\u98a8\u96aa\u63a8\u7406\u4efb\u52d9\u3002\u900f\u904e\u9019\u7a2e\u5206\u5c64\u7d50\u69cb\u8def\u7531\u8acb\u6c42\uff0c\u4f60\u53ef\u4ee5\u5728\u7dad\u6301\u8f38\u51fa\u54c1\u8cea\u7684\u540c\u6642\uff0c\u65bc\u6a19\u6e96\u64cd\u4f5c\u4e0a\u5927\u5e45\u7bc0\u7701 Tokens\u3002<\/p>\n<p>\u4f60\u4e5f\u53ef\u4ee5\u5728\u5c08\u7528\u6a21\u578b\u53e2\u96c6\u4e4b\u9593\u5be6\u4f5c\u8a9e\u7fa9\u8def\u7531\u3002\u5d4c\u5165\u5c64\u6703\u5206\u6790\u63d0\u793a\u8a5e\u7684\u4e3b\u984c\u5411\u91cf\uff0c\u5c07\u6d41\u91cf\u5c0e\u5411\u8f03\u5c0f\u7684\u5c08\u7528\u6a21\u578b\u3002\u7d1a\u806f\u8def\u7531\u6703\u5148\u5617\u8a66\u8f15\u91cf\u6a21\u578b\uff0c\u53ea\u6709\u5728\u4fe1\u5fc3\u5206\u6578\u4f4e\u65bc\u6307\u5b9a\u95be\u503c\u6642\uff0c\u624d\u5c07\u8acb\u6c42\u5347\u7d1a\u81f3\u66f4\u5927\u7684\u65d7\u8266\u6a21\u578b\u3002\u9019\u500b\u7c21\u55ae\u7684\u6a21\u5f0f\u65e2\u53ef\u907f\u514d\u4f4e\u4f30\u4efb\u52d9\u96e3\u5ea6\uff0c\u53c8\u80fd\u7dad\u6301\u6574\u9ad4 token \u6d88\u8017\u5728\u4f4e\u6c34\u4f4d\u3002<\/p>\n<h3>\u975e\u540c\u6b65\u6279\u6b21 API \u7684\u4f7f\u7528<\/h3>\n<p>\u8a31\u591a\u4f01\u696d\u61c9\u7528\u6d41\u7a0b\u6703\u6301\u7e8c\u8655\u7406\u975e\u5373\u6642\u7684\u5de5\u4f5c\u8ca0\u8f09\u3002\u4f60\u4e0d\u9700\u8981\u900f\u904e\u5373\u6642 API \u7aef\u9ede\u4f86\u57f7\u884c\u80cc\u666f\u4f5c\u696d\u3001\u8cc7\u6599\u64f4\u5145\u4efb\u52d9\u8207\u591c\u9593\u8a55\u4f30\u6d41\u7a0b\u3002\u670d\u52d9\u4f9b\u61c9\u5546\u7684\u6279\u6b21\u4ecb\u9762\u53ef\u4ee5\u5728 24 \u5c0f\u6642\u5167\u8655\u7406\u9019\u4e9b\u975e\u7dca\u6025\u8ca0\u8f09\uff0c\u540c\u6642\u5e36\u4f86\u5de8\u5927\u7684\u6210\u672c\u7bc0\u7701\u3002<\/p>\n<pre><code>{\r\n  \"custom_id\": \"request-001\",\r\n  \"method\": \"POST\",\r\n  \"url\": \"\/v1\/chat\/completions\",\r\n  \"body\": {\r\n    \"model\": \"gpt-4o-mini\",\r\n    \"messages\": [{\"role\": \"user\", \"content\": \"Extract entities.\"}]\r\n  }\r\n}\r\n<\/code><\/pre>\n<p>\u4e3b\u6d41 AI \u670d\u52d9\u4f9b\u61c9\u5546\u6703\u5c0d\u975e\u540c\u6b65\u6279\u6b21\u8655\u7406\u63d0\u4f9b\u76f8\u7576\u53ef\u89c0\u7684\u50f9\u683c\u6298\u6263\u3002\u4f60\u53ef\u4ee5\u5c07\u5305\u542b\u6210\u5343\u4e0a\u842c\u7b46\u7368\u7acb\u8acb\u6c42\u7684\u6279\u6b21\u6a94\u6848\uff0c\u4e0a\u50b3\u5230\u670d\u52d9\u4f9b\u61c9\u5546\u7684\u6279\u6b21\u7aef\u9ede\u3002<\/p>\n<ul>\n<li>\n<p>OpenAI \u70ba GPT-4o \u8207 GPT-4o mini \u7b49\u6a21\u578b\u7684\u975e\u540c\u6b65\u6279\u6b21\u5de5\u4f5c\u8ca0\u8f09\u63d0\u4f9b 50% \u6298\u6263\u3002<\/p>\n<\/li>\n<li>\n<p>Google \u70ba Gemini 2.5 Pro \u8207 Gemini 2.5 Flash \u7684\u6279\u6b21\u8acb\u6c42\u63d0\u4f9b 50% \u50f9\u683c\u6e1b\u514d\u3002<\/p>\n<\/li>\n<li>\n<p>Anthropic \u70ba Claude 3.7 Sonnet \u8207 Claude 3.5 Haiku \u7684\u6279\u6b21\u4efb\u52d9\u63d0\u4f9b\u7d04 40%\u201350% \u7684\u6298\u6263\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5c07\u8cc7\u6599\u6d41\u7a0b\u9077\u79fb\u5230\u6279\u6b21\u7aef\u9ede\u53ef\u4ee5\u7acb\u5373\u964d\u4f4e\u71df\u904b\u6210\u672c\u3002\u4f60\u7684\u958b\u767c\u5718\u968a\u53ef\u4ee5\u5728\u96e2\u5cf0\u6642\u6bb5\u6392\u7a0b\u9001\u51fa\u80cc\u666f\u5206\u6790\u4f5c\u696d\u3002\u5c07\u6279\u6b21 API \u8207\u52d5\u614b\u6a21\u578b\u8def\u7531\u7d50\u5408\u4f7f\u7528\uff0c\u53ef\u4ee5\u5728\u6240\u6709\u6b63\u5f0f\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u9054\u5230\u6700\u9ad8\u6210\u672c\u6548\u7387\u3002<\/p>\n<h2>\u8108\u7d61\u6e05\u7406\u8207\u6700\u4f73\u5316\u4ee5\u7bc0\u7701 Tokens<\/h2>\n<p>\u5728\u9001\u51fa API \u8acb\u6c42\u4e4b\u524d\uff0c\u4f60\u5fc5\u9808\u5148\u6e05\u7406\u63d0\u793a\u8a5e\u8108\u7d61\u3002\u672a\u7d93\u6700\u4f73\u5316\u7684\u8108\u7d61\u6703\u6301\u7e8c\u628a\u91cd\u8907\u7684\u7cfb\u7d71\u6307\u4ee4\u8207\u5c0d\u8a71\u96dc\u8a0a\u50b3\u905e\u7d66\u6a21\u578b\u3002\u8108\u7d61\u6e05\u7406\u80fd\u5920\u6d88\u9664\u5197\u9918\u8cc7\u6599\uff0c\u5927\u5e45\u964d\u4f4e\u71df\u904b\u958b\u652f\uff0c\u4e26\u52a0\u901f\u6574\u500b\u61c9\u7528\u7a0b\u5f0f\u7684 API \u57f7\u884c\u901f\u5ea6\u3002<\/p>\n<h3>\u670d\u52d9\u4f9b\u61c9\u5546\u63d0\u793a\u8a5e\u5feb\u53d6\u898f\u5247<\/h3>\n<p>\u4e3b\u6d41 AI \u670d\u52d9\u4f9b\u61c9\u5546\u5728\u4f60\u5feb\u53d6\u975c\u614b\u63d0\u793a\u8a5e\u7247\u6bb5\u6642\uff0c\u6703\u63d0\u4f9b\u9ad8\u984d\u6298\u6263\u3002\u4f60\u61c9\u8a72\u5c07\u7a69\u5b9a\u7684\u8108\u7d61\u653e\u5728\u63d0\u793a\u8a5e\u8f09\u8377\u7684\u958b\u982d\u3002\u7cfb\u7d71\u6307\u4ee4\u3001\u56fa\u5b9a\u6587\u4ef6\u3001\u5408\u898f\u6e96\u5247\u548c\u5546\u696d\u908f\u8f2f\u90fd\u61c9\u7f6e\u65bc\u5feb\u53d6\u908a\u754c\u4e4b\u524d\u3002\u5feb\u53d6\u9019\u4e9b\u7a69\u5b9a\u5167\u5bb9\u53ef\u4ee5\u5c07\u8f38\u5165\u8655\u7406\u6210\u672c\u524a\u6e1b 50%\u201390%\uff0c\u56e0\u70ba\u670d\u52d9\u4f9b\u61c9\u5546\u5728\u5f8c\u7e8c\u547c\u53eb\u4e2d\u7121\u9700\u91cd\u65b0\u8655\u7406\u76f8\u540c\u6587\u5b57\u3002<\/p>\n<div fullwidth=\"\" class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 75px;\">\n<colgroup>\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u670d\u52d9\u4f9b\u61c9\u5546<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6700\u5c0f\u5feb\u53d6\u9580\u6abb<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5feb\u53d6\u6dd8\u6c70\u898f\u5247<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Anthropic<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6bcf\u500b\u53ef\u5feb\u53d6\u5340\u584a\u81f3\u5c11 1,024 tokens<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u66ab\u6642\u5feb\u53d6\u5728\u6700\u5f8c\u4e00\u6b21\u4f7f\u7528 5 \u5206\u9418\u5f8c\u904e\u671f\uff0c\u6700\u9577\u4fdd\u7559 1 \u5c0f\u6642<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>OpenAI<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u81ea\u52d5\u5feb\u53d6\u9577\u5ea6\u8d85\u904e 1,024 tokens \u7684\u63d0\u793a\u8a5e\u524d\u7db4<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5feb\u53d6\u9805\u76ee\u5728\u9592\u7f6e\u5f8c\u6703\u88ab\u6dd8\u6c70\uff1b\u5178\u578b\u751f\u547d\u9031\u671f\u70ba 5\u201310 \u5206\u9418<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Google Gemini<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6700\u5c0f\u53ef\u5feb\u53d6\u5167\u5bb9\u5927\u5c0f\u70ba 32,768 tokens<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f7f\u7528\u8005\u53ef\u81ea\u8a02 TTL\uff1b\u5132\u5b58\u7a7a\u9593\u6309\u5c0f\u6642\u8a08\u8cbb<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u670d\u52d9\u4f9b\u61c9\u5546\u6703\u4f9d\u7167\u88ab\u5feb\u53d6\u7684 token \u91cf\u4f86\u8a08\u7b97\u50f9\u683c\u6298\u6263\u3002\u7576\u8b80\u53d6\u5df2\u5feb\u53d6\u7684\u63d0\u793a\u8a5e\u7247\u6bb5\u6642\uff0cAnthropic \u53ef\u4ee5\u5c07\u8f38\u5165\u6210\u672c\u964d\u4f4e 90%\u3002Claude Sonnet 4.6 \u7684\u672a\u5feb\u53d6\u8f38\u5165\u8cbb\u7528\u70ba\u6bcf\u767e\u842c tokens 3.00 \u7f8e\u5143\uff0c\u800c\u5feb\u53d6\u8f38\u5165\u50c5\u70ba\u6bcf\u767e\u842c tokens 0.30 \u7f8e\u5143\u3002OpenAI \u5c0d GPT-5.5 \u6a21\u578b\u63d0\u4f9b 90% \u6298\u6263\uff0c\u5c07\u5feb\u53d6\u8f38\u5165\u50f9\u683c\u5f9e\u6bcf\u767e\u842c tokens 5.00 \u7f8e\u5143\u964d\u81f3 0.50 \u7f8e\u5143\u3002Google Gemini 2.5 Flash \u5c0d\u96b1\u5f0f\u5feb\u53d6\u8f38\u5165\u63d0\u4f9b 75%\u201390% \u7684\u964d\u50f9\uff0c\u5c07\u6a19\u6e96 0.30 \u7f8e\u5143\u7684\u8f38\u5165\u50f9\u683c\u964d\u81f3 0.03 \u7f8e\u5143\u3002\u4e00\u65e6\u6a21\u578b\u66f4\u65b0\uff0c\u6240\u6709\u670d\u52d9\u4f9b\u61c9\u5546\u57fa\u790e\u8a2d\u65bd\u4e2d\u7684\u5feb\u53d6\u5340\u584a\u6703\u7acb\u5373\u5931\u6548\u3002<\/p>\n<h3>\u7121\u6548\u5167\u5bb9\u904e\u6ffe\u8207\u7d50\u69cb\u88c1\u526a<\/h3>\n<p>\u591a\u8f2a\u61c9\u7528\u6703\u5feb\u901f\u7d2f\u7a4d\u5c0d\u8a71\u96dc\u8a0a\u3002\u554f\u5019\u8a9e\u3001\u79ae\u8c8c\u7528\u8a9e\u8207\u5de5\u5177\u547c\u53eb\u6b77\u53f2\uff0c\u6703\u5728\u4e0d\u5e36\u4f86\u5be6\u8cea\u5546\u696d\u50f9\u503c\u7684\u60c5\u6cc1\u4e0b\u653e\u5927\u63d0\u793a\u8a5e\u5927\u5c0f\u3002\u4f60\u53ef\u4ee5\u900f\u904e\u8108\u7d61\u6e05\u7406\u5be6\u52d9\u4f86\u7bc0\u7701 Tokens\uff0c\u9032\u800c\u6709\u6548\u6de8\u5316\u8f38\u5165\u4e32\u6d41\u3002<\/p>\n<div fullwidth=\"\" class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px;\">\n<colgroup>\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8108\u7d61\u6e05\u7406\u5be6\u52d9<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u56de\u5831\u7684 token \u6e1b\u5c11\u6bd4\u4f8b<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7c21\u6f54\u63d0\u793a\u8a5e\uff0f\u79fb\u9664\u7121\u6548\u5167\u5bb9<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>30%\u201350%<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8108\u7d61\u88c1\u526a\uff0f\u79fb\u9664\u91cd\u8907\u6b77\u53f2<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>40%\u201350%<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4f60\u53ef\u4ee5\u5728\u4e0d\u5c07\u7121\u9650\u5ef6\u4f38\u7684\u6b77\u53f2\u8a0a\u606f\u93c8\u9001\u5230 API \u7aef\u9ede\u7684\u524d\u63d0\u4e0b\uff0c\u7dad\u6301\u6700\u4f73\u5c0d\u8a71\u72c0\u614b\uff1a<\/p>\n<ul>\n<li>\n<p>\u5728\u6d3b\u8e8d\u5c0d\u8a71\u8996\u7a97\u4e2d\u4fdd\u7559\u6700\u8fd1 5\u20137 \u8f2a\u5c0d\u8a71\u3002<\/p>\n<\/li>\n<li>\n<p>\u4ee5\u7c21\u6f54\u6458\u8981\u53d6\u4ee3\u66f4\u65e9\u7684\u6b77\u53f2\u8f2a\u6b21\uff0c\u53ea\u4fdd\u7559\u95dc\u9375\u4f7f\u7528\u8005\u9078\u64c7\u8207\u91cd\u8981\u6c7a\u7b56\u3002<\/p>\n<\/li>\n<li>\n<p>\u900f\u904e\u589e\u91cf\u6458\u8981\uff0c\u5728\u6bcf\u4e00\u8f2a\u5c0d\u8a71\u5f8c\u66f4\u65b0\u4e00\u500b\u8108\u7d61\u7d2f\u7a4d\u5668\u3002<\/p>\n<\/li>\n<li>\n<p>\u900f\u904e\u5be6\u9ad4\u64f7\u53d6\u4ee5\u53ca\u56b4\u683c\u7684 JSON \u6216 XML \u7d50\u69cb\u7d04\u675f\u4f86\u58d3\u7e2e\u8108\u7d61\u3002<\/p>\n<\/li>\n<li>\n<p>\u7576\u767c\u751f\u8108\u7d61\u6ea2\u51fa\u6642\uff0c\u4f9d\u50f9\u503c\u5c0d\u63d0\u793a\u8a5e\u5167\u5bb9\u5206\u6bb5\uff0c\u9396\u5b9a\u4f7f\u7528\u8005\u554f\u984c\uff0c\u540c\u6642\u88c1\u526a\u5197\u9577\u7684\u4e2d\u6bb5\u5167\u5bb9\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u907f\u514d\u9010\u5b57\u50b3\u9001\u5b8c\u6574\u5c0d\u8a71\u6b77\u53f2\u3002\u554f\u5019\u8207\u56de\u61c9\u78ba\u8a8d\u6703\u9020\u6210\u4e0d\u5fc5\u8981\u7684\u96dc\u8a0a\uff0c\u540c\u6642\u6d88\u8017\u9810\u7b97\u3002\u4f60\u53ef\u4ee5\u5c07\u52d5\u614b\u4f7f\u7528\u8005\u554f\u984c\u8207\u64f7\u53d6\u51fa\u7684\u8cc7\u6599\u7247\u6bb5\u653e\u5728\u63d0\u793a\u8a5e\u5feb\u53d6\u908a\u754c\u4e4b\u5f8c\u3002\u7576\u4f60\u628a\u975c\u614b\u63d0\u793a\u8a5e\u5feb\u53d6\u8207\u7a4d\u6975\u7684\u7121\u6548 token \u79fb\u9664\u7b56\u7565\u7d50\u5408\u4f7f\u7528\u6642\uff0c\u7cfb\u7d71\u67b6\u69cb\u7684\u904b\u4f5c\u901f\u5ea6\u6703\u5feb\u5f97\u591a\u3002<\/p>\n<h2>\u8f38\u51fa\u908a\u754c\u8207\u63a8\u7406\u53c3\u6578\u63a7\u5236<\/h2>\n<h3>\u5f37\u5236\u8a2d\u5b9a\u660e\u78ba\u7684 token \u4e0a\u9650<\/h3>\n<p>\u4f60\u5fc5\u9808\u900f\u904e\u56b4\u683c\u7684\u7cfb\u7d71\u908a\u754c\u70ba\u56de\u8986\u9577\u5ea6\u8a2d\u7f6e\u4e0a\u9650\uff0c\u4ee5\u9632\u6b62\u9810\u7b97\u7a81\u7136\u66b4\u885d\u3002\u672a\u53d7\u9650\u5236\u7684\u6a21\u578b\u751f\u6210\u6703\u8fc5\u901f\u63a8\u9ad8 API \u6210\u672c\uff0c\u56e0\u70ba\u8f38\u51fa token \u7684\u670d\u52d9\u5b9a\u50f9\u9060\u9ad8\u65bc\u8f38\u5165 token\u3002\u4f60\u53ef\u4ee5\u5728\u6bcf\u4e00\u7b46\u8acb\u6c42\u8f09\u8377\u4e2d\u50b3\u5165 <code>max_tokens<\/code> \u6216 <code>max_completion_tokens<\/code> \u53c3\u6578\u3002\u8a2d\u5b9a\u9019\u4e9b\u660e\u78ba\u7684 token \u4e0a\u9650\uff0c\u53ef\u4ee5\u5728\u80cc\u666f\u5de5\u4f5c\u8017\u76e1\u6574\u6708\u9810\u7b97\u4e4b\u524d\uff0c\u7acb\u5373\u963b\u6b62\u5931\u63a7\u751f\u6210\u3002<\/p>\n<p>\u5f37\u5236\u8f38\u51fa\u4e0a\u9650\u6703\u8b93\u6a21\u578b\u5728\u6c92\u6709\u591a\u9918\u8a55\u8ad6\u7684\u60c5\u6cc1\u4e0b\u7d66\u51fa\u7cbe\u7c21\u7b54\u6848\u3002\u900f\u904e\u522a\u6e1b\u5ba2\u5957\u8a71\u8207\u5c0d\u8a71\u5f0f\u958b\u5834\u767d\uff0c\u4f60\u53ef\u4ee5\u8a13\u7df4\u61c9\u7528\u6d41\u7a0b\u8f38\u51fa\u66f4\u76f4\u63a5\u7684\u8cc7\u8a0a\u3002\u4f60\u9084\u53ef\u4ee5\u5c07\u56b4\u683c\u7684 token \u4e0a\u9650\u8207 JSON \u7d50\u69cb\u5b9a\u7fa9\u7d50\u5408\u4f7f\u7528\u3002\u9019\u7a2e\u96d9\u5c64\u7b56\u7565\u53ef\u4ee5\u628a\u56de\u61c9\u5927\u5c0f\u9396\u5b9a\u5728\u5fc5\u8981\u8cc7\u6599\u6b04\u4f4d\u4e4b\u5167\uff0c\u4f7f\u7cfb\u7d71\u751f\u6210\u6210\u672c\u5b8c\u5168\u53ef\u9810\u671f\u3002<\/p>\n<h3>\u8abf\u6574\u63a8\u7406\u5f37\u5ea6\u53c3\u6578<\/h3>\n<p>\u73fe\u4ee3\u6df1\u5ea6\u63a8\u7406\u6a21\u578b\u5141\u8a31\u4f60\u900f\u904e\u986f\u5f0f\u7684\u63a8\u7406\u5f37\u5ea6\u53c3\u6578\u4f86\u8abf\u6574\u5167\u90e8\u601d\u8003\u6d41\u7a0b\u3002\u4f60\u53ef\u4ee5\u4f9d\u64da\u63d0\u793a\u8a5e\u96e3\u5ea6\uff0c\u5c07\u57f7\u884c\u8a2d\u5b9a\u70ba <code>none<\/code>\u3001<code>low<\/code>\u3001<code>medium<\/code> \u6216 <code>high<\/code>\u30022026 \u5e74\u7684\u4e00\u9805\u57fa\u6e96\u6e2c\u8a66\u63ed\u9732\u4e86\u660e\u986f\u7684\u300c\u904e\u5ea6\u601d\u8003\u300d\u73fe\u8c61\uff1a\u5728 24% \u7684\u6a21\u578b\u4e2d\uff0c\u5c0d\u65bc\u7c21\u55ae\u8207\u4e2d\u7b49\u96e3\u5ea6\u554f\u984c\uff0c\u5c07\u5f37\u5ea6\u8a2d\u5b9a\u70ba <code>none<\/code> \u7684\u8868\u73fe\u53cd\u800c\u512a\u65bc <code>high<\/code>\u3002\u5728\u7c21\u55ae\u554f\u984c\u4e0a\u904e\u5ea6\u4f7f\u7528\u6700\u9ad8\u63a8\u7406\u5f37\u5ea6\uff0c\u6703\u56b4\u91cd\u62c9\u4f4e\u6e96\u78ba\u7387\u3002OpenAI \u7684 <code>gpt-5.1<\/code> \u5728 <code>none<\/code> \u6a21\u5f0f\u4e0b\u5f97\u5206 42.9%\uff0c\u4f46\u5728\u7c21\u55ae\u8207\u4e2d\u7b49\u554f\u984c\u4e0a\u555f\u7528 <code>high<\/code> \u4e4b\u5f8c\uff0c\u5f97\u5206\u964d\u5230 -33.3%\u3002\u540c\u6a23\u5730\uff0c<code>GPT-5-nano<\/code> \u5728 <code>none<\/code> \u6a21\u5f0f\u4e0b\u7684\u6e96\u78ba\u7387\u70ba 61.9%\uff0c\u5728 <code>high<\/code> \u6a21\u5f0f\u4e0b\u5247\u6389\u5230 0%\u3002<\/p>\n<p>\u4e0d\u5339\u914d\u7684\u63a8\u7406\u5f37\u5ea6\u6703\u5728\u7522\u751f\u9ad8\u6602 token \u5e33\u55ae\u7684\u540c\u6642\u964d\u4f4e\u6a21\u578b\u6e96\u78ba\u7387\u3002\u4f60\u5fc5\u9808\u5c07\u554f\u984c\u8907\u96dc\u5ea6\u8207\u9069\u7576\u7684\u63a8\u7406\u5f37\u5ea6\u53c3\u6578\u4e00\u4e00\u5c0d\u61c9\uff1a<\/p>\n<ul>\n<li>\n<p>\u5c0d\u64f7\u53d6\u3001\u683c\u5f0f\u5316\u3001\u5206\u985e\u8207\u7ffb\u8b6f\u7b49\u6c7a\u5b9a\u6027\u3001\u9ad8\u541e\u5410\u5de5\u4f5c\u8ca0\u8f09\u9078\u64c7 <code>none<\/code>\uff0c\u5728\u9019\u985e\u60c5\u5883\u4e2d\u6210\u672c\u8207\u901f\u5ea6\u6700\u70ba\u95dc\u9375\u3002<\/p>\n<\/li>\n<li>\n<p>\u5c0d\u5b58\u5728\u8f15\u5fae\u6a21\u7cca\u6027\u7684\u7d50\u69cb\u5316\u4efb\u52d9\u4f7f\u7528 <code>low<\/code>\uff0c\u56e0\u70ba\u5728\u8f03\u4f4e\u6210\u672c\u4e0b\uff0c\u5b83\u5373\u53ef\u6355\u6349\u5230\u5927\u90e8\u5206 <code>medium<\/code> \u5e36\u4f86\u7684\u54c1\u8cea\u63d0\u5347\u3002<\/p>\n<\/li>\n<li>\n<p>\u50c5\u5c07 <code>high<\/code> \u4fdd\u7559\u7d66\u8907\u96dc\u7684\u591a\u6b65\u9a5f\u554f\u984c\uff0c\u5728\u9019\u4e9b\u60c5\u5883\u4e2d\uff0c\u6e96\u78ba\u7387\u63d0\u5347\u8db3\u4ee5\u62b5\u92b7\u984d\u5916 token \u6210\u672c\u3002<\/p>\n<\/li>\n<\/ul>\n<h2>\u591a\u5c64\u7d1a\u61c9\u7528\u5feb\u53d6<\/h2>\n<h3>\u7cbe\u78ba\u5339\u914d\u8207\u8a9e\u7fa9\u56de\u61c9\u5feb\u53d6<\/h3>\n<p>\u4f60\u53ef\u4ee5\u5728\u4f7f\u7528\u8005\u8acb\u6c42\u6253\u5230\u6602\u8cb4\u7684\u6a21\u578b\u7aef\u9ede\u4e4b\u524d\u5148\u9032\u884c\u6514\u622a\u3002\u7cbe\u78ba\u5339\u914d\u96dc\u6e4a\u5c64\u6703\u5148\u6aa2\u67e5\u63d0\u793a\u8a5e\u5b57\u4e32\u3002\u9019\u7a2e\u67e5\u627e\u6a5f\u5236\u80fd\u4ee5\u8fd1\u4e4e\u96f6\u6210\u672c\u8655\u7406\u5b8c\u5168\u76f8\u540c\u7684\u8f38\u5165\u3002\u5c0d\u5178\u578b\u804a\u5929\u6a5f\u5668\u4eba\u800c\u8a00\uff0c\u5b57\u4e32\u7cbe\u78ba\u5339\u914d\u5feb\u53d6\u7684\u547d\u4e2d\u7387\u7d04\u70ba 10%\u201315%\u3002\u7136\u800c\uff0c\u7cbe\u78ba\u5339\u914d\u6703\u932f\u904e\u6539\u5beb\u5f8c\u7684\u554f\u984c\uff0c\u56e0\u70ba\u8d85\u904e 30% \u7684\u4f7f\u7528\u8005\u8f38\u5165\u5728\u8a9e\u7fa9\u4e0a\u662f\u76f8\u4f3c\u7684\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u85c9\u7531\u65b0\u589e\u8a9e\u7fa9\u5411\u91cf\u5feb\u53d6\u5c64\u4f86\u89e3\u6c7a\u9019\u500b\u9650\u5236\u3002\u7cfb\u7d71\u6703\u5c0d\u8f38\u5165\u63d0\u793a\u8a5e\u9032\u884c\u5d4c\u5165\uff0c\u4e26\u4f7f\u7528\u8abf\u6574\u904e\u7684\u76f8\u4f3c\u5ea6\u95be\u503c\uff0c\u8207\u5df2\u5132\u5b58\u7684\u5411\u91cf\u5d4c\u5165\u9032\u884c\u6bd4\u8f03\u3002<\/p>\n<div fullwidth=\"\" class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 75px;\">\n<colgroup>\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5feb\u53d6\u5c64\u7d1a<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6a5f\u5236<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6548\u80fd\u5f71\u97ff<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7cbe\u78ba\u5339\u914d\u5feb\u53d6<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6c7a\u5b9a\u6027\u7684\u63d0\u793a\u8a5e\u96dc\u6e4a\u67e5\u627e<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4e9e\u6beb\u79d2\u7d1a\u5ef6\u9072\uff1b\u5178\u578b\u804a\u5929\u6a5f\u5668\u4eba\u547d\u4e2d\u7387 10%\u201315%<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8a9e\u7fa9\u5411\u91cf\u5feb\u53d6<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5d4c\u5165\u76f8\u4f3c\u5ea6\u6bd4\u5c0d<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>61.6%\u201368.8% \u547d\u4e2d\u7387\uff1b\u6700\u591a\u53ef\u5c07 API \u6210\u672c\u964d\u4f4e 73%<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u8a9e\u7fa9\u5feb\u53d6\u5c64\u5728\u547d\u4e2d\u6642\u6703\u5b8c\u5168\u7565\u904e\u6a21\u578b\u751f\u6210\uff0c\u4e14\u547d\u4e2d\u6e96\u78ba\u7387\u9ad8\u65bc 97%\u3002\u4e00\u9805\u6db5\u84cb 63,796 \u7b46\u67e5\u8a62\u7684 AWS \u7814\u7a76\u986f\u793a\uff0c\u5728\u4f7f\u7528\u5feb\u53d6\u56de\u61c9\u6642\uff0c\u6210\u672c\u6700\u591a\u53ef\u4e0b\u964d 86%\uff0c\u5ef6\u9072\u6700\u591a\u53ef\u6539\u5584 88%\u3002\u5c07\u7cbe\u78ba\u5339\u914d\u8207\u8a9e\u7fa9\u5411\u91cf\u5feb\u53d6\u7d50\u5408\u4f7f\u7528\uff0c\u53ef\u4ee5\u5728\u6bcf\u4e00\u500b\u61c9\u7528\u7aef\u9ede\u4e0a\u5e6b\u52a9\u4f60\u7bc0\u7701 Tokens\u3002<\/p>\n<h3>\u6c7a\u5b9a\u6027\u7a0b\u5f0f\u78bc\u56de\u9000<\/h3>\n<p>\u4e26\u975e\u6240\u6709\u61c9\u7528\u5de5\u4f5c\u6d41\u7a0b\u90fd\u9700\u8981\u751f\u6210\u5f0f AI\u3002\u4f60\u53ef\u4ee5\u5c07\u7c21\u55ae\u7684\u898f\u5247\u578b\u8acb\u6c42\u8def\u7531\u5230\u6c7a\u5b9a\u6027\u7a0b\u5f0f\u78bc\u51fd\u5f0f\uff0c\u800c\u4e0d\u662f\u547c\u53eb\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u3002Python \u6307\u4ee4\u78bc\u3001\u6b63\u5247\u8868\u793a\u5f0f\u8207\u672c\u5730\u67e5\u627e\u8868\u53ef\u4ee5\u7acb\u5373\u89e3\u6790\u56fa\u5b9a\u6a21\u5f0f\u3002\u786c\u7de8\u78bc\u7684\u8edf\u9ad4\u908f\u8f2f\u53ef\u4ee5\u5728\u4e0d\u7522\u751f API \u8cbb\u7528\u7684\u60c5\u6cc1\u4e0b\uff0c\u8655\u7406\u5b57\u4e32\u683c\u5f0f\u5316\u3001\u57fa\u790e\u6578\u5b78\u904b\u7b97\u8207\u65e5\u671f\u8f49\u63db\u3002<\/p>\n<p>\u8fd1\u671f\u95dc\u65bc LLM \u5feb\u53d6\u7684\u7814\u7a76\u6307\u51fa\uff0c\u57fa\u65bc\u7cbe\u78ba\u5b57\u4e32\uff0ftoken \u5339\u914d\u7684\u6846\u67b6\u4e26\u4e0d\u9069\u5408 LLM \u5de5\u4f5c\u8ca0\u8f09\uff0c\u56e0\u70ba\u8a9e\u7fa9\u76f8\u540c\u7684\u554f\u984c\u6703\u88ab\u8996\u70ba\u4e0d\u540c\u689d\u76ee\uff0c\u5c0e\u81f4\u983b\u7e41\u5feb\u53d6\u672a\u547d\u4e2d\u3002<\/p>\n<p>\u7576\u67e5\u8a62\u672a\u547d\u4e2d\u4f60\u7684\u61c9\u7528\u5feb\u53d6\u5c64\u6642\uff0c\u7cfb\u7d71\u6703\u57f7\u884c\u6a21\u578b\u8acb\u6c42\u3001\u5132\u5b58\u8f38\u51fa\uff0c\u4e26\u5957\u7528\u670d\u52d9\u4f9b\u61c9\u5546\u7aef\u7684\u63d0\u793a\u8a5e\u5feb\u53d6\u4ee5\u4f9b\u5f8c\u7e8c\u4f7f\u7528\u3002\u5c07\u6c7a\u5b9a\u6027\u56de\u9000\u8207\u591a\u5c64\u5feb\u53d6\u7d50\u5408\uff0c\u53ef\u4ee5\u5728\u78ba\u4fdd\u7cfb\u7d71\u53ef\u9760\u6027\u7684\u540c\u6642\uff0c\u8b93\u4f60\u7684\u67b6\u69cb\u5728\u65e5\u5e38\u64cd\u4f5c\u4e2d\u6700\u5927\u9650\u5ea6\u5730\u7bc0\u7701 Tokens\u3002<\/p>\n<h2>\u57f7\u884c\u8def\u7dda\u5716\u8207 FinOps \u6cbb\u7406<\/h2>\n<p>\u4f60\u5fc5\u9808\u70ba\u5de5\u7a0b\u5718\u968a\u5efa\u7acb\u4e00\u5957\u7d50\u69cb\u5316\u7684\u57f7\u884c\u8a08\u756b\uff0c\u7528\u4f86\u7ba1\u7406\u8207\u4eba\u5de5\u667a\u6167\u76f8\u95dc\u7684\u958b\u652f\u3002\u8ca1\u52d9\u904b\u71df\uff08FinOps\uff09\u6cbb\u7406\u53ef\u4ee5\u5c07\u96f6\u6563\u7684\u6700\u4f73\u5316\u6280\u5de7\uff0c\u8f49\u5316\u70ba\u6301\u7e8c\u6027\u7684\u7d44\u7e54\u5be6\u52d9\u3002<\/p>\n<h3>\u5206\u968e\u6bb5\u5be6\u65bd\u7b56\u7565<\/h3>\n<p>\u4f60\u7684\u5718\u968a\u53ef\u4ee5\u900f\u904e\u6e05\u695a\u7684\u4e09\u968e\u6bb5\u7b56\u7565\uff0c\u5728\u6240\u6709\u61c9\u7528\u6d41\u7a0b\u4e2d\u9010\u6b65\u64f4\u5927 token \u7bc0\u7701\u6210\u6548\u3002\u4f60\u53ef\u4ee5\u5148\u5728\u300c\u7acb\u5373\u968e\u6bb5\u300d\u5f37\u5236\u8a2d\u5b9a\u8108\u7d61\u4e0a\u9650\u3001\u7cbe\u7c21\u7cfb\u7d71\u63d0\u793a\u8a5e\uff0c\u4e26\u8a2d\u5b9a\u56b4\u683c\u7684 <code>max_tokens<\/code> \u9650\u5236\u3002\u55ae\u9760\u63d0\u793a\u8a5e\u5c64\u7d1a\u7684\u8b8a\u66f4\uff0c\u5c31\u80fd\u5c07 token \u6d88\u8017\u964d\u4f4e 20%\u201330%\u3002\u9019\u4e9b\u5373\u6642\u7684\u8108\u7d61\u6700\u4f73\u5316\uff0c\u53ef\u4ee5\u5728\u6578\u5929\u5167\u5c07\u6574\u9ad4 API \u6210\u672c\u964d\u4f4e 20%\u201340%\u3002<\/p>\n<p>\u7b2c\u4e8c\u968e\u6bb5\u662f\u5728\u61c9\u7528\u67b6\u69cb\u4e2d\u5c0e\u5165\u52d5\u614b\u6a21\u578b\u8def\u7531\u3002\u4f60\u9700\u8981\u5efa\u7acb\u8def\u7531\u898f\u5247\uff0c\u5c07\u7c21\u55ae\u4efb\u52d9\u5c0e\u5411\u4f4e\u6210\u672c\u6a21\u578b\uff0c\u540c\u6642\u7d50\u5408\u63d0\u793a\u8a5e\u5feb\u53d6\u8207\u8ca0\u8f09\u5e73\u8861\u3002\u5be6\u52d9\u4e0a\uff0c\u5c07\u591a\u7a2e\u8def\u7531\u8207\u5feb\u53d6\u6280\u8853\u5171\u540c\u90e8\u7f72\u5728\u6b63\u5f0f\u7cfb\u7d71\u4e2d\u7684\u7d44\u7e54\uff0c\u5f80\u5f80\u53ef\u56de\u5831 50%\u201370% \u7684\u6210\u672c\u8207\u5ef6\u9072\u964d\u4f4e\u3002\u6700\u5f8c\uff0c\u4f60\u9700\u8981\u57f7\u884c\u5b63\u5ea6\u6cbb\u7406\u7a3d\u6838\uff0c\u4ee5\u91cd\u65b0\u8a55\u4f30\u6a21\u578b\u80fd\u529b\u3001\u4f7f\u7528\u60c5\u5f62\u8da8\u52e2\u8207\u670d\u52d9\u4f9b\u61c9\u5546\u7684\u5b9a\u50f9\u8b8a\u5316\u3002\u5b63\u5ea6\u7a3d\u6838\u53ef\u4ee5\u9632\u6b62\u5718\u968a\u9577\u671f\u4fdd\u7559\u5728\u898f\u6a21\u5316\u60c5\u5883\u4e0b\u904b\u4f5c\u6548\u7387\u4e0d\u4f73\u7684\u6982\u5ff5\u9a57\u8b49\u6a21\u578b\u3002<\/p>\n<h3>\u53ef\u89c0\u6e2c\u6027\u8207\u6210\u672c\u6307\u6a19<\/h3>\n<p>\u4f60\u9700\u8981\u5c08\u9580\u7684\u53ef\u89c0\u6e2c\u6027\u5de5\u5177\u4f86\u76e3\u63a7\u5373\u6642 token \u652f\u51fa\u3001\u71df\u904b\u5ef6\u9072\u8207\u7cfb\u7d71\u6548\u80fd\u3002\u50c5\u4f9d\u8cf4\u670d\u52d9\u4f9b\u61c9\u5546\u7684\u5e33\u55ae\uff0c\u7121\u6cd5\u70ba\u5de5\u7a0b\u5718\u968a\u63d0\u4f9b\u8db3\u5920\u7684\u71df\u904b\u80fd\u898b\u5ea6\u3002\u73fe\u4ee3\u53ef\u89c0\u6e2c\u6027\u5e73\u53f0\u53ef\u4ee5\u8b93\u4f60\u5b8c\u6574\u638c\u63e1\u6bcf\u4e00\u500b\u5df2\u90e8\u7f72\u529f\u80fd\u7684\u6bcf\u65e5 token \u6d88\u8017\u60c5\u6cc1\u3002<\/p>\n<p>Helicone \u63d0\u4f9b\u6210\u672c\u5206\u6790\u5100\u8868\u677f\uff0c\u7528\u4f86\u8ffd\u8e64\u6bcf\u65e5\u652f\u51fa\u3001\u6bcf\u4f4d\u4f7f\u7528\u8005\u6210\u672c\u4ee5\u53ca\u6700\u6602\u8cb4\u7684\u67e5\u8a62\u3002\u5b83\u53ef\u4ee5\u76f4\u63a5\u8ffd\u8e64\u5feb\u53d6\u547d\u4e2d\u7387\uff0c\u986f\u793a\u4f8b\u5982 34% \u7684\u5feb\u53d6\u547d\u4e2d\u7387\u8207 20%\u201340% \u7684\u8a9e\u7fa9\u5feb\u53d6\u6210\u672c\u7bc0\u7701\u7b49\u57fa\u7dda\u6307\u6a19\u3002Langfuse \u5247\u63d0\u4f9b\u6210\u672c\u8ffd\u8e64\u5100\u8868\u677f\uff0c\u4e26\u6355\u6349\u9010\u6b65\u57f7\u884c\u93c8\u4e2d\u7684 token \u4f7f\u7528\u60c5\u6cc1\uff0c\u4f8b\u5982\u8a18\u9304 <code>{\"input\": 2000, \"output\": 500}<\/code> \u9019\u6a23\u7684\u57f7\u884c\u5340\u6bb5\u3002<\/p>\n<p>\u4f60\u5fc5\u9808\u76e3\u63a7\u95dc\u9375\u7684 FinOps \u6cbb\u7406\u6307\u6a19\uff0c\u624d\u80fd\u7cbe\u6e96\u8a55\u4f30\u55ae\u4f4d\u7d93\u6fdf\u6548\u76ca\u3002\u9700\u8981\u8ffd\u8e64\u5404\u500b\u61c9\u7528\u529f\u80fd\u7684\u9810\u7b97\u6d88\u8017\u901f\u5ea6\u3001p95 \u5ef6\u9072\u4ee5\u53ca\u8f38\u51fa token \u6bd4\u4f8b\u3002\u4f60\u61c9\u5c07\u524d\u7db4\u5feb\u53d6\u547d\u4e2d\u7387\u76ee\u6a19\u8a2d\u5b9a\u5728 70% \u4ee5\u4e0a\uff0c\u56e0\u70ba\u88ab\u5feb\u53d6\u7684\u8f38\u5165 token \u6210\u672c\u5927\u7d04\u53ea\u6709\u4e00\u822c\u8f38\u5165\u50f9\u683c\u7684 10%\u3002\u70ba\u6bcf\u4e00\u7b46\u8acb\u6c42\u52a0\u4e0a\u4e2d\u7e7c\u8cc7\u6599\u6a19\u7c64\uff0c\u4ee5\u4fbf\u5c07 API \u958b\u652f\u76f4\u63a5\u5c0d\u61c9\u5230\u5177\u9ad4\u7684\u5546\u696d\u6210\u679c\u3002<\/p>\n<div dividerstyle=\"solid\" size=\"large\" color=\"#D1D1D1\" class=\"qc-divider-wrapper\">\n<div class=\"qc-divider\" style=\"border-top-style: solid; width: 100%; border-top-color: rgb(209, 209, 209);\"><\/div>\n<\/div>\n<p>\u73fe\u4ee3 token \u6700\u4f73\u5316\u5c07\u63d0\u793a\u8a5e\u6e05\u7406\u3001\u5feb\u53d6\u67b6\u69cb\u3001\u8f38\u51fa\u908a\u754c\u8207\u52d5\u614b\u6a21\u578b\u8def\u7531\u6574\u5408\u6210\u4e00\u5957\u7d71\u4e00\u7684\u7cfb\u7d71\u7b56\u7565\u3002\u7576\u4f60\u522a\u6e1b\u5c0d\u8a71\u5197\u8a5e\u3001\u5feb\u53d6\u7a69\u5b9a\u63d0\u793a\u8a5e\u524d\u7db4\u3001\u5f37\u5236\u8f38\u51fa\u9650\u5236\u4e26\u4f9d\u610f\u5716\u8def\u7531\u8acb\u6c42\u6642\uff0c\u53ef\u4ee5\u540c\u6642\u964d\u4f4e\u5ef6\u9072\u8207\u71df\u904b\u958b\u652f\u30022026 \u5e74\u7684 token \u6700\u4f73\u5316\u66f4\u50cf\u662f\u4e00\u7a2e\u6301\u7e8c\u7684\u67b6\u69cb\u5be6\u52d9\uff0c\u800c\u975e\u55ae\u4e00\u7684\u6280\u8853\u4fee\u88dc\u3002\u5c07\u9019\u4e9b\u6700\u4f73\u5316\u65b9\u6cd5\u76f4\u63a5\u5d4c\u5165\u4f60\u7684\u61c9\u7528\u67b6\u69cb\uff0c\u53ef\u4ee5\u5728\u9054\u6210\u9ad8\u57f7\u884c\u6548\u80fd\u7684\u540c\u6642\uff0c\u5e36\u4f86\u53ef\u9810\u671f\u7684\u4f01\u696d\u9810\u7b97\u63a7\u7ba1\u3002\u7acb\u5373\u638c\u63a7\u4f60\u7684\u57fa\u790e\u8a2d\u65bd\u652f\u51fa\uff0c\u6307\u793a\u5de5\u7a0b\u4e3b\u7ba1\u7acb\u523b\u5c0d\u63d0\u793a\u8a5e\u8108\u7d61\u8996\u7a97\u9032\u884c token \u7a3d\u6838\uff0c\u4e26\u90e8\u7f72\u52d5\u614b\u8def\u7531\u9598\u9053\uff0c\u5728\u6240\u6709 API \u7aef\u9ede\u4e0a\u7bc0\u7701 Tokens\u3002<\/p>\n<h2>\u5e38\u898b\u554f\u984c<\/h2>\n<h3>\u5be6\u4f5c\u63d0\u793a\u8a5e\u5feb\u53d6\u4e4b\u5f8c\u53ef\u4ee5\u7bc0\u7701\u591a\u5c11\u8cbb\u7528\uff1f<\/h3>\n<p>\u900f\u904e\u5be6\u4f5c\u63d0\u793a\u8a5e\u5feb\u53d6\uff0c\u4f60\u53ef\u4ee5\u5c07\u8f38\u5165 token \u6210\u672c\u524a\u6e1b 50%\u201390%\u3002\u670d\u52d9\u4f9b\u61c9\u5546\u7121\u9700\u5728\u6bcf\u4e00\u6b21\u547c\u53eb\u4e2d\u91cd\u65b0\u8655\u7406\u76f8\u540c\u6587\u5b57\u3002\u7576\u4f60\u628a\u7cfb\u7d71\u6307\u4ee4\u3001\u975c\u614b\u6e96\u5247\u8207\u56fa\u5b9a\u6587\u4ef6\u653e\u5728\u63d0\u793a\u8a5e\u8f09\u8377\u958b\u982d\u6642\uff0c\u5c31\u80fd\u9396\u5b9a\u9019\u4e9b\u53ef\u89c0\u7684\u7bc0\u7701\u7a7a\u9593\u3002<\/p>\n<h3>\u70ba\u4ec0\u9ebc\u8f38\u51fa token \u6bd4\u8f38\u5165 token \u66f4\u8cb4\uff1f<\/h3>\n<p>AI \u670d\u52d9\u4f9b\u61c9\u5546\u5c0d\u8f38\u51fa token \u6536\u53d6\u662f\u8f38\u5165 token 4\u20135 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