{"id":8818,"date":"2026-08-06T15:20:33","date_gmt":"2026-08-06T07:20:33","guid":{"rendered":"https:\/\/www.elite.cloud\/?p=8818"},"modified":"2026-08-06T15:20:34","modified_gmt":"2026-08-06T07:20:34","slug":"openai-api-rag-enterprise","status":"publish","type":"post","link":"https:\/\/www.elite.cloud\/zh\/post\/openai-api-rag-enterprise\/","title":{"rendered":"OpenAI API \u5efa\u7acb RAG \u77e5\u8b58\u5eab\uff1a\u6253\u9020\u4f01\u696d AI \u5ba2\u670d\u3001\u964d\u4f4e\u5e7b\u89ba"},"content":{"rendered":"\n<p>\u76f4\u63a5\u554f GPT \u516c\u53f8\u5167\u90e8\u7684\u898f\u7ae0\u3001\u7522\u54c1\u898f\u683c\u6216\u5ba2\u6236\u554f\u984c\uff0c\u5e38\u5e38\u5f97\u4e0d\u5230\u5b8c\u6574\u6216\u5373\u6642\u7684\u7b54\u6848\uff0c\u56e0\u70ba GPT \u672c\u8eab\u4e0d\u6703\u81ea\u52d5\u53d6\u5f97\u9019\u4e9b\u79c1\u6709\u8cc7\u6599\u3002<strong>RAG\uff08\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff09\u5c31\u662f\u8b93 GPT \u5148\u67e5\u518d\u7b54\u7684\u505a\u6cd5<\/strong>\uff1a\u56de\u7b54\u524d\u5148\u5f9e\u4f01\u696d\u81ea\u5df1\u7684\u6587\u4ef6\u5eab\u6aa2\u7d22\u76f8\u95dc\u5167\u5bb9\uff0c\u518d\u4f9d\u64da\u67e5\u5230\u7684\u5167\u5bb9\u751f\u6210\u7b54\u6848\uff0c\u662f\u4f01\u696d\u5c0e\u5165 AI \u77e5\u8b58\u5eab\u8207 AI \u5ba2\u670d\u5e38\u898b\u4e14\u52d9\u5be6\u7684\u67b6\u69cb\u4e4b\u4e00\u3002\u60f3\u5148\u4e86\u89e3 OpenAI API \u6574\u9ad4\u5c0e\u5165\u65b9\u5f0f\u7684\u4f01\u696d\uff0c\u53ef\u5148\u53c3\u8003\u3008<a href=\"https:\/\/www.elite.cloud\/zh\/post\/openai-api-enterprise-guide\/\">OpenAI API \u4f01\u696d\u600e\u9ebc\u7528\uff1f4 \u7a2e\u5c0e\u5165\u65b9\u5f0f\u9078\u578b\u6307\u5357<\/a>\u3009\u3002<\/p>\n\n\n\n<div class=\"callout\" style=\"background:#FFF8ED;border-left:5px solid #B79862;padding:18px 22px;border-radius:4px;margin:24px 0\">\n<p><strong>30 \u79d2\u770b\u7d50\u8ad6<\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li>RAG\uff1d\u5148\u6aa2\u7d22\u4f01\u696d\u79c1\u6709\u6587\u4ef6\uff0c\u518d\u4ea4\u7d66\u751f\u6210\u6a21\u578b\u7d44\u7e54\u7b54\u6848\uff0c\u89e3\u6c7a GPT \u4e0d\u61c2\u516c\u53f8\u5167\u90e8\u4e8b\u7684\u554f\u984c<\/li>\n<li>\u5169\u5927\u4e3b\u529b\u5834\u666f\uff1a\u5167\u90e8\u77e5\u8b58\u5eab\u554f\u7b54\u3001AI \u5ba2\u670d\uff08\u542b\u8f49\u771f\u4eba\u8a2d\u8a08\uff09<\/li>\n<li>\u8cc7\u6599\u54c1\u8cea\u8207\u6b0a\u9650\u63a7\u7ba1\u6bd4\u55ae\u7d14\u63db\u6a21\u578b\u66f4\u5bb9\u6613\u88ab\u5ffd\u7565\uff0c\u4e5f\u66f4\u5e38\u6c7a\u5b9a\u5c0e\u5165\u6210\u6557<\/li>\n<li>\u81ea\u5efa\u9700\u8981\u5de5\u7a0b\u5718\u968a\u9577\u671f\u7dad\u904b\uff0c\u5c0e\u5165\u524d\u5148\u8a55\u4f30\u6e05\u695a\u4eba\u529b\u8207\u6642\u7a0b<\/li>\n<\/ul>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u70ba\u4ec0\u9ebc\u4e0d\u80fd\u76f4\u63a5\u554f GPT\uff1f\u4f01\u696d\u9700\u8981 RAG \u7684\u539f\u56e0<\/h2>\n\n\n\n<p>GPT \u9019\u985e\u57fa\u790e\u6a21\u578b\u901a\u5e38\u7121\u6cd5\u81ea\u884c\u53d6\u5f97\u516c\u53f8\u5167\u90e8\u7684\u898f\u7ae0\u5236\u5ea6\u3001\u7522\u54c1\u898f\u683c\u6216\u5ba2\u6236\u6b77\u53f2\u7d00\u9304\uff0c\u9664\u975e\u984d\u5916\u900f\u904e\u63d0\u793a\u6216\u6aa2\u7d22\u63d0\u4f9b\u9019\u4e9b\u5167\u5bb9\u3002\u76f4\u63a5\u62ff\u9019\u4e9b\u554f\u984c\u53bb\u554f GPT\uff0c\u5e38\u898b\u7684\u7d50\u679c\u6709\u4e09\u7a2e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7b54\u6848\u807d\u8d77\u4f86\u5408\u7406\u4f46\u5176\u5be6\u662f\u7de8\u51fa\u4f86\u7684\uff08\u5e7b\u89ba\uff09<\/li>\n\n\n\n<li>\u7b54\u6848\u662f\u820a\u8cc7\u6599\uff08\u6a21\u578b\u8a13\u7df4\u622a\u6b62\u65e5\u4e4b\u5f8c\u7684\u516c\u53f8\u653f\u7b56\u5b83\u6839\u672c\u6c92\u770b\u904e\uff09<\/li>\n\n\n\n<li>\u6a21\u578b\u76f4\u63a5\u627f\u8a8d\u4e0d\u77e5\u9053<\/li>\n<\/ul>\n\n\n\n<p>\u66f4\u9ebb\u7169\u7684\u662f\u8cc7\u6599\u653f\u7b56\u98a8\u96aa\u3002\u6d88\u8cbb\u8005\u7248 ChatGPT\u3001\u4f01\u696d\u65b9\u6848\u8207 OpenAI API \u5728\u8cc7\u6599\u4f7f\u7528\u8207\u4fdd\u5b58\u653f\u7b56\u4e0a\u4e26\u4e0d\u76f8\u540c\uff0c\u672a\u7d93\u516c\u53f8\u6838\u51c6\u5c31\u628a\u6a5f\u5bc6\u6587\u4ef6\u8cbc\u9032\u53bb\uff0c\u53ef\u80fd\u9055\u53cd\u5167\u90e8\u8cc7\u6599\u8655\u7406\u898f\u5b9a\u3002RAG \u8b93\u56de\u7b54\u512a\u5148\u4f9d\u64da\u4f01\u696d\u6838\u51c6\u7684\u8cc7\u6599\u4f86\u6e90\uff0c\u4f46\u4e0d\u80fd\u55ae\u7368\u4fdd\u8b49\u6a21\u578b\u53ea\u4f7f\u7528\u9019\u4e9b\u5167\u5bb9\uff0c\u9084\u9700\u642d\u914d\u62d2\u7b54\u898f\u5247\u8207\u6b0a\u9650\u63a7\u5236\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG \u904b\u4f5c\u539f\u7406\uff1a\u6aa2\u7d22\u52a0\u751f\u6210\uff0c\u767d\u8a71\u62c6\u89e3<\/h2>\n\n\n\n<p>RAG \u628a\u300c\u56de\u7b54\u554f\u984c\u300d\u62c6\u6210\u5169\u500b\u968e\u6bb5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1792\" height=\"1024\" src=\"https:\/\/www.elite.cloud\/wp-content\/uploads\/2026\/07\/retrieve-generate-flow.png\" alt=\"RAG \u6aa2\u7d22\u52a0\u751f\u6210\u5169\u968e\u6bb5\u6d41\u7a0b\u793a\u610f\u5716\" class=\"wp-image-8814\" srcset=\"https:\/\/www.elite.cloud\/wp-content\/uploads\/2026\/07\/retrieve-generate-flow.png 1792w, https:\/\/www.elite.cloud\/wp-content\/uploads\/2026\/07\/retrieve-generate-flow-300x171.png 300w, https:\/\/www.elite.cloud\/wp-content\/uploads\/2026\/07\/retrieve-generate-flow-1024x585.png 1024w, https:\/\/www.elite.cloud\/wp-content\/uploads\/2026\/07\/retrieve-generate-flow-768x439.png 768w, https:\/\/www.elite.cloud\/wp-content\/uploads\/2026\/07\/retrieve-generate-flow-1536x878.png 1536w\" sizes=\"auto, (max-width: 1792px) 100vw, 1792px\" \/><\/figure>\n\n\n\n<p>\u7528\u54e1\u5de5\u554f\u300c\u8acb\u5047\u898f\u5247\u300d\u8209\u4f8b\uff1a\u7cfb\u7d71\u5148\u7528\u5411\u91cf\u3001\u95dc\u9375\u5b57\u6216\u6df7\u5408\u6aa2\u7d22\uff0c\u5f9e\u516c\u53f8\u6587\u4ef6\u5eab\u88e1\u627e\u51fa\u6700\u76f8\u95dc\u7684\u5e7e\u6bb5\u5167\u5bb9\uff08\u4f8b\u5982\u54e1\u5de5\u624b\u518a\u88e1\u7684\u8acb\u5047\u7ae0\u7bc0\uff09\uff0c\u518d\u628a\u9019\u4e9b\u6bb5\u843d\u9023\u540c\u539f\u59cb\u554f\u984c\u4e00\u8d77\u4ea4\u7d66\u751f\u6210\u6a21\u578b\uff0c\u6a21\u578b\u4f9d\u64da\u67e5\u5230\u7684\u5167\u5bb9\u6574\u7406\u51fa\u7b54\u6848\uff0c\u4e0d\u6191\u8a13\u7df4\u6642\u7684\u8a18\u61b6\u56de\u7b54\u3002<\/p>\n\n\n\n<p>\u9019\u500b\u505a\u6cd5\u7684\u597d\u8655\u662f\uff0c\u516c\u53f8\u6587\u4ef6\u66f4\u65b0\u5f8c\uff0c\u53ea\u8981\u5b8c\u6210\u91cd\u65b0\u8655\u7406\u8207\u7d22\u5f15\uff0cAI \u7684\u7b54\u6848\u901a\u5e38\u5c31\u80fd\u53cd\u6620\u65b0\u7248\u5167\u5bb9\uff0c\u4e0d\u9700\u8981\u91cd\u65b0\u8a13\u7df4\u6a21\u578b\uff1b\u4f46\u7d22\u5f15\u662f\u5426\u78ba\u5be6\u66f4\u65b0\u3001\u820a\u7248\u672c\u6709\u6c92\u6709\u6e05\u9664\uff0c\u4ecd\u9700\u8981\u76e3\u63a7\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5834\u666f\u4e00\uff1a\u5167\u90e8\u77e5\u8b58\u5eab\u554f\u7b54<\/h2>\n\n\n\n<p>\u6700\u5e38\u898b\u7684\u5c0e\u5165\u5834\u666f\u662f\u628a\u6563\u843d\u5404\u8655\u7684\u898f\u7ae0\u5236\u5ea6\u3001\u7522\u54c1\u898f\u683c\u3001\u6280\u8853\u6587\u4ef6\u6574\u7406\u9032\u77e5\u8b58\u5eab\uff0c\u8b93\u54e1\u5de5\u7528\u81ea\u7136\u8a9e\u8a00\u67e5\u8a62\uff0c\u4e0d\u7528\u518d\u7ffb PDF \u6216\u554f\u540c\u4e8b\u3002<\/p>\n\n\n\n<p>\u53f0\u7063\u88fd\u9020\u696d\u5e38\u898b\u7684\u60c5\u5883\u662f\u6280\u8853\u6587\u4ef6\u6563\u843d\u5728\u4e0d\u540c\u7cfb\u7d71\u8207\u7248\u672c\uff1b\u8001\u5e2b\u5085\u7684\u7d93\u9a57\u77e5\u8b58\u5982\u679c\u6c92\u6709\u5148\u6574\u7406\u6210\u66f8\u9762\u6587\u4ef6\uff0cRAG \u4e5f\u7121\u5f9e\u6aa2\u7d22\uff0c\u9019\u985e know-how \u901a\u5e38\u8981\u5148\u900f\u904e\u8a2a\u8ac7\u6216\u6848\u4f8b\u6574\u7406\u6578\u4f4d\u5316\u624d\u80fd\u6d3e\u4e0a\u7528\u5834\u3002\u91d1\u878d\u696d\u5247\u5e38\u5361\u5728\u898f\u7ae0\u67e5\u8a62\uff0c\u540c\u4e00\u4efd\u5167\u63a7\u898f\u7bc4\u6563\u843d\u5728\u591a\u500b\u90e8\u9580\u7684\u5171\u7528\u8cc7\u6599\u593e\uff0c\u54e1\u5de5\u5e38\u5e38\u627e\u932f\u7248\u672c\u3002RAG \u77e5\u8b58\u5eab\u80fd\u628a\u5df2\u7d93\u6578\u4f4d\u5316\u7684\u6587\u4ef6\u96c6\u4e2d\u6aa2\u7d22\uff0c\u964d\u4f4e\u627e\u932f\u8cc7\u6599\u6216\u554f\u932f\u4eba\u7684\u6a5f\u7387\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5834\u666f\u4e8c\uff1aAI \u5ba2\u670d\uff08\u542b\u8f49\u771f\u4eba\u8a2d\u8a08\uff09<\/h2>\n\n\n\n<p>\u7b2c\u4e8c\u5927\u5834\u666f\u662f AI \u5ba2\u670d\uff0c\u7279\u5225\u9069\u5408\u7522\u54c1\u8cc7\u8a0a\u591a\u3001\u5ba2\u6236\u554f\u6cd5\u591a\u8b8a\u3001\u5ba2\u670d\u5165\u53e3\u5206\u6563\u5728\u5b98\u7db2\u3001LINE\u3001\u793e\u7fa4\u7b49\u591a\u500b\u7ba1\u9053\u7684\u4f01\u696d\u3002RAG \u8b93\u5ba2\u670d\u6a5f\u5668\u4eba\u4f9d\u64da\u7522\u54c1\u6587\u4ef6\u3001\u5e38\u898b\u554f\u984c\u8cc7\u6599\u5eab\u7d44\u7e54\u7b54\u6848\uff0c\u6bd4\u6b7b\u677f\u7684\u95dc\u9375\u5b57\u6bd4\u5c0d\u66f4\u80fd\u8655\u7406\u554f\u6cd5\u8b8a\u5316\u3002<\/p>\n\n\n\n<p>\u597d\u7684 AI \u5ba2\u670d\u8a2d\u8a08\u5fc5\u9808\u5167\u5efa\u8f49\u771f\u4eba\u6a5f\u5236\uff0c\u5e38\u898b\u7684\u5224\u65b7\u689d\u4ef6\u53ef\u4f9d\u696d\u52d9\u98a8\u96aa\u8abf\u6574\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6aa2\u7d22\u4f9d\u64da\u4e0d\u8db3<\/strong>\uff1a\u6aa2\u7d22\u4e0d\u5230\u76f8\u95dc\u5167\u5bb9\u3001\u6216\u7b54\u6848\u7f3a\u4e4f\u8db3\u5920\u4f9d\u64da\u652f\u6490\u6642\uff0c\u76f4\u63a5\u8f49\u771f\u4eba\uff0c\u4e0d\u786c\u7b54<\/li>\n\n\n\n<li><strong>\u547d\u4e2d\u654f\u611f\u60c5\u5883<\/strong>\uff1a\u5ba2\u8a34\u3001\u9000\u8cbb\u3001\u6cd5\u52d9\u76f8\u95dc\u5b57\u773c\u6216\u5ba2\u6236\u660e\u78ba\u8981\u6c42\u771f\u4eba\u6642\u8f49\u63a5<\/li>\n\n\n\n<li><strong>\u91cd\u8907\u554f\u672a\u89e3\u6c7a<\/strong>\uff1a\u540c\u4e00\u4f4d\u5ba2\u6236\u5c0d\u540c\u4e00\u554f\u984c\u9023\u7e8c\u591a\u8f2a\u4ecd\u672a\u89e3\u6c7a\uff0c\u4ee3\u8868 AI \u7b54\u4e0d\u5230\u91cd\u9ede\uff0c\u8f49\u771f\u4eba\u6bd4\u7e7c\u7e8c\u5617\u8a66\u66f4\u6709\u6548\u7387<\/li>\n<\/ul>\n\n\n\n<p>\u9580\u6abb\u5b9c\u4f9d\u6b77\u53f2\u5ba2\u670d\u8cc7\u6599\u8abf\u6574\uff0c\u975e\u5957\u7528\u56fa\u5b9a\u6a19\u6e96\uff1b\u6c92\u6709\u8f49\u771f\u4eba\u6a5f\u5236\u7684 AI \u5ba2\u670d\uff0c\u6700\u5e38\u898b\u7684\u5931\u6557\u6a21\u5f0f\u5c31\u662f\u8b93\u5ba2\u6236\u56f0\u5728\u7121\u9650\u8ff4\u5708\uff0c\u53cd\u800c\u62c9\u4f4e\u6eff\u610f\u5ea6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5efa\u7f6e\u67b6\u69cb\u8207\u6280\u8853\u9078\u578b\uff1aembedding\u3001\u5411\u91cf\u5eab\u3001\u751f\u6210\u6a21\u578b<\/h2>\n\n\n\n<p>\u4ee5\u4e0b\u5148\u4ecb\u7d39\u4e09\u9805\u6700\u5e38\u88ab\u8a0e\u8ad6\u7684\u6280\u8853\u9078\u578b\uff0c\u6c7a\u5b9a\u4e86\u6aa2\u7d22\u7cbe\u6e96\u5ea6\u8207\u5f8c\u7e8c\u7dad\u904b\u8ca0\u64d4\uff1b\u5b8c\u6574\u7684 RAG \u67b6\u69cb\u9084\u5305\u62ec\u8cc7\u6599\u6e05\u7406\u8207\u5207\u5206\u3001metadata\u3001reranker \u8207\u8a55\u4f30\u6a5f\u5236\uff0c\u6703\u5728\u4e0b\u4e00\u6bb5\u300c\u5c0e\u5165\u6700\u5e38\u8e29\u7684\u5751\u300d\u4e00\u4f75\u8aaa\u660e\u3002<\/p>\n\n\n\n<p><strong>Embedding model<\/strong>\uff1a\u8ca0\u8cac\u628a\u6587\u4ef6\u8207\u554f\u984c\u8f49\u6210\u5411\u91cf\uff0c\u4e0d\u540c embedding model \u5728\u7e41\u9ad4\u4e2d\u6587\u3001\u4f01\u696d\u5c08\u6709\u540d\u8a5e\u8207\u4e2d\u82f1\u6df7\u5408\u5167\u5bb9\u4e0a\u7684\u8868\u73fe\u53ef\u80fd\u6709\u843d\u5dee\uff0c\u9078\u578b\u5efa\u8b70\u5be6\u6e2c\u516c\u53f8\u6587\u4ef6\u5167\u5bb9\uff0c\u4e0d\u53ea\u770b\u516c\u958b benchmark \u5206\u6578\u3002<\/p>\n\n\n\n<p><strong>\u5411\u91cf\u8cc7\u6599\u5eab<\/strong>\uff1a\u8ca0\u8cac\u5132\u5b58\u8207\u5feb\u901f\u6aa2\u7d22\u5411\u91cf\uff0c\u4e0d\u4e00\u5b9a\u8981\u7368\u7acb\u5c0e\u5165\uff0c\u90e8\u5206\u641c\u5c0b\u5f15\u64ce\u6216\u8cc7\u6599\u5eab\u670d\u52d9\u4e5f\u652f\u63f4\u5411\u91cf\u8207\u6df7\u5408\u641c\u5c0b\u3002\u9078\u578b\u8981\u8003\u91cf\u5ef6\u9072\u3001\u898f\u6a21\u6210\u9577\u5f8c\u7684\u64f4\u5145\u6027\uff0c\u4ee5\u53ca\u7dad\u904b\u5718\u968a\u80fd\u5426\u9577\u671f\u7167\u9867\u3002\u5df2\u7528\u67d0\u5bb6\u96f2\u7aef\u5e73\u53f0\u7684\u4f01\u696d\uff0c\u53ef\u512a\u5148\u8a55\u4f30\u8a72\u5e73\u53f0\u539f\u751f\u63d0\u4f9b\u7684\u5411\u91cf\u6aa2\u7d22\u670d\u52d9\uff08\u4f8b\u5982 GCP \u7528\u6236\u53ef\u53c3\u8003\u3008<a href=\"https:\/\/www.elite.cloud\/zh\/post\/vertex-ai-rag-engine-guide\/\">Vertex AI RAG Engine \u5168\u9762\u89e3\u6790\uff1a\u628a\u79c1\u6709\u77e5\u8b58\u63a5\u4e0a LLM \u7684\u6700\u5feb\u8def\u5f91<\/a>\u3009\uff09\uff0c\u6e1b\u5c11\u984d\u5916\u7dad\u904b\u7684\u7cfb\u7d71\u6578\u91cf\u3002<\/p>\n\n\n\n<p><strong>\u751f\u6210\u6a21\u578b<\/strong>\uff1a\u8ca0\u8cac\u4f9d\u64da\u6aa2\u7d22\u7d50\u679c\u7d44\u7e54\u6700\u7d42\u7b54\u6848\uff0cOpenAI\u3001Claude\u3001Gemini \u5728\u4e2d\u6587\u7406\u89e3\u8207\u751f\u6210\u54c1\u8cea\u4e0a\u5404\u6709\u5dee\u7570\uff0c\u5be6\u52d9\u4e0a\u4e5f\u5e38\u898b\u4f9d\u4efb\u52d9\u985e\u578b\u6df7\u7528\u591a\u5bb6\u6a21\u578b\uff0c\u8a73\u7d30\u6bd4\u8f03\u53ef\u53c3\u8003\u3008<a href=\"https:\/\/www.elite.cloud\/zh\/post\/openai-claude-gemini-api-comparison\/\">OpenAI vs Claude vs Gemini API\uff1a\u4f01\u696d API \u9078\u578b\u6bd4\u8f03<\/a>\u3009\u3002<\/p>\n\n\n\n<p><strong>OpenAI API \u5728\u9019\u5957\u67b6\u69cb\u88e1\u7684\u89d2\u8272<\/strong>\uff1aembedding \u8207\u751f\u6210\u53ef\u4ee5\u90fd\u7528 OpenAI \u6a21\u578b\uff0c\u4e5f\u53ef\u4ee5\u53ea\u7528\u4e00\u6bb5\u3001\u53e6\u4e00\u6bb5\u6df7\u642d\u5225\u5bb6\u6a21\u578b\u3002OpenAI \u5b98\u65b9\u6587\u4ef6\u8aaa\u660e\uff0cAPI \u9001\u51fa\u7684\u8cc7\u6599\u9810\u8a2d\u4e0d\u7528\u65bc\u8a13\u7df4\u6216\u6539\u5584\u6a21\u578b\uff08\u9664\u975e\u4f01\u696d\u81ea\u884c\u9078\u64c7\u52a0\u5165\uff09\uff0c\u8cc7\u6599\u4fdd\u5b58\u8981\u6c42\u66f4\u9ad8\u7684\u4f01\u696d\u4e5f\u53ef\u7533\u8acb\u9032\u4e00\u6b65\u7684\u8cc7\u6599\u4fdd\u7559\u63a7\u5236\uff0c\u5be6\u969b\u689d\u6b3e\u6703\u96a8\u65b9\u6848\u8abf\u6574\uff0c\u5c0e\u5165\u524d\u5efa\u8b70\u67e5\u95b1\u5b98\u65b9\u6700\u65b0\u6587\u4ef6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1792\" height=\"1024\" src=\"https:\/\/www.elite.cloud\/wp-content\/uploads\/2026\/07\/tech-stack-selection.png\" alt=\"RAG \u6280\u8853\u9078\u578b\u4e09\u74b0\u7bc0\u793a\u610f\u5716\" class=\"wp-image-8816\" srcset=\"https:\/\/www.elite.cloud\/wp-content\/uploads\/2026\/07\/tech-stack-selection.png 1792w, https:\/\/www.elite.cloud\/wp-content\/uploads\/2026\/07\/tech-stack-selection-300x171.png 300w, https:\/\/www.elite.cloud\/wp-content\/uploads\/2026\/07\/tech-stack-selection-1024x585.png 1024w, https:\/\/www.elite.cloud\/wp-content\/uploads\/2026\/07\/tech-stack-selection-768x439.png 768w, https:\/\/www.elite.cloud\/wp-content\/uploads\/2026\/07\/tech-stack-selection-1536x878.png 1536w\" sizes=\"auto, (max-width: 1792px) 100vw, 1792px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u5c0e\u5165\u6700\u5e38\u8e29\u7684\u5751\uff1a\u8cc7\u6599\u54c1\u8cea\u3001\u6b0a\u9650\u63a7\u7ba1\u3001\u5e7b\u89ba<\/h2>\n\n\n\n<p>RAG \u7cfb\u7d71\u4e0a\u7dda\u5f8c\uff0c\u591a\u6578\u554f\u984c\u4e0d\u662f\u51fa\u5728\u6a21\u578b\u672c\u8eab\uff0c\u800c\u662f\u51fa\u5728\u9019\u4e09\u4ef6\u4e8b\u6c92\u505a\u597d\u3002<\/p>\n\n\n\n<p><strong>\u8cc7\u6599\u54c1\u8cea<\/strong>\uff1a\u6587\u4ef6\u672c\u8eab\u96dc\u4e82\u3001\u7248\u672c\u6df7\u96dc\u3001\u5167\u5bb9\u904e\u6642\uff0cRAG \u4e5f\u6551\u4e0d\u4e86\u3002\u5c0e\u5165\u524d\u5148\u82b1\u6642\u9593\u76e4\u9ede\u8207\u6574\u7406\u6587\u4ef6\uff0c\u6bd4\u6025\u8457\u4e0a\u7dda\u66f4\u91cd\u8981\u3002<\/p>\n\n\n\n<p><strong>\u6b0a\u9650\u63a7\u7ba1<\/strong>\uff1a\u539f\u59cb\u6587\u4ef6\u7684\u90e8\u9580\u3001\u7fa4\u7d44\u6216\u4f7f\u7528\u8005\u6b0a\u9650\uff0c\u5fc5\u9808\u540c\u6b65\u9032\u7d22\u5f15\u7684 metadata\uff0c\u67e5\u8a62\u6642\u4f9d\u4f7f\u7528\u8005\u8eab\u5206\u5148\u904e\u6ffe\u53ef\u6aa2\u7d22\u7bc4\u570d\uff0c\u907f\u514d AI \u6aa2\u7d22\u5230\u4f7f\u7528\u8005\u539f\u672c\u770b\u4e0d\u5230\u7684\u5167\u5bb9\u3002\u9019\u4e00\u9ede\u5728\u8de8\u90e8\u9580\u77e5\u8b58\u5eab\u7279\u5225\u5bb9\u6613\u88ab\u5ffd\u7565\uff0c\u7b49\u65bc\u5e6b\u4f7f\u7528\u8005\u958b\u4e86\u4e00\u9053\u539f\u672c\u4e0d\u5b58\u5728\u7684\u5f8c\u9580\uff0c\u6b0a\u9650\u7570\u52d5\u6216\u6587\u4ef6\u522a\u9664\u6642\u4e5f\u8981\u8ddf\u8457\u540c\u6b65\u3002<\/p>\n\n\n\n<p><strong>\u5e7b\u89ba\u4ecd\u53ef\u80fd\u767c\u751f<\/strong>\uff1a\u5373\u4f7f\u6709\u6aa2\u7d22\u6a5f\u5236\uff0c\u6a21\u578b\u4ecd\u53ef\u80fd\u8aa4\u8b80\u67e5\u5230\u7684\u5167\u5bb9\u6216\u88dc\u4e0a\u67e5\u4e0d\u5230\u7684\u7d30\u7bc0\uff0c\u4ee5\u4e0b\u505a\u6cd5\u53ef\u4ee5\u964d\u4f4e\u767c\u751f\u6a5f\u7387\uff0c\u4f46\u7121\u6cd5\u5b8c\u5168\u6d88\u9664\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8a2d\u5b9a\u6aa2\u7d22\u76f8\u95dc\u5ea6\u9580\u6abb<\/strong>\uff1a\u6aa2\u7d22\u7d50\u679c\u7684\u76f8\u95dc\u5ea6\u5206\u6578\u904e\u4f4e\u6642\u76f4\u63a5\u56de\u8986\u300c\u627e\u4e0d\u5230\u76f8\u95dc\u8cc7\u6599\u300d\uff0c\u4e0d\u786c\u7b54\uff08\u9580\u6abb\u8981\u7528\u516c\u53f8\u81ea\u5df1\u7684\u6e2c\u8a66\u984c\u96c6\u6821\u6e96\uff0c\u4e0d\u662f\u5957\u7528\u56fa\u5b9a\u6578\u5b57\uff09<\/li>\n\n\n\n<li><strong>\u52a0\u5165 reranker \u91cd\u65b0\u6392\u5e8f<\/strong>\uff1a\u63d0\u9ad8\u9001\u9032\u751f\u6210\u6a21\u578b\u7684\u5167\u5bb9\u76f8\u95dc\u5ea6<\/li>\n\n\n\n<li><strong>\u8981\u6c42\u7b54\u6848\u9644\u4e0a\u5f15\u7528\u4f86\u6e90<\/strong>\uff1a\u65b9\u4fbf\u4f7f\u7528\u8005\u81ea\u884c\u6838\u5c0d\uff0c\u800c\u975e\u5168\u76e4\u63a1\u4fe1<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f01\u696d\u5c0e\u5165\u65b9\u5f0f\uff1a\u81ea\u5efa vs \u8a17\u7ba1\u670d\u52d9<\/h2>\n\n\n\n<p>\u6c7a\u5b9a\u8981\u5c0e\u5165 RAG \u4e4b\u5f8c\uff0c\u4f01\u696d\u9762\u524d\u6709\u5169\u689d\u8def\u3002<\/p>\n\n\n\n<p><strong>\u81ea\u5efa<\/strong>\uff1a\u5de5\u7a0b\u5718\u968a\u6301\u7e8c\u7dad\u904b\u5411\u91cf\u5eab\u3001\u8ddf\u9032\u6a21\u578b\u7248\u672c\u5347\u7d1a\u3001\u76e3\u63a7\u6aa2\u7d22\u54c1\u8cea\u8207\u6210\u672c\uff0c\u9577\u671f\u6295\u5165\u4e0d\u662f\u4e00\u6b21\u6027\u5c08\u6848\u3002<\/p>\n\n\n\n<p><strong>\u8a17\u7ba1\uff0f\u96f2\u4ee3\u7406\u5354\u52a9\u5c0e\u5165<\/strong>\uff1a\u7531\u719f\u6089\u96f2\u7aef AI \u67b6\u69cb\u7684\u5925\u4f34\u5354\u52a9\u898f\u5283\u6280\u8853\u9078\u578b\u8207\u6210\u672c\u4f30\u7b97\uff0c\u964d\u4f4e\u521d\u671f\u8a66\u932f\u6210\u672c\uff0c\u4f01\u696d\u5167\u90e8\u5de5\u7a0b\u8cc7\u6e90\u4ecd\u9700\u53c3\u8207\u8cc7\u6599\u6574\u7406\u8207\u5c0e\u5165\u904e\u7a0b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u9762\u5411<\/th><th>\u81ea\u5efa<\/th><th>\u8a17\u7ba1\uff0f\u96f2\u4ee3\u7406\u5354\u52a9<\/th><\/tr><\/thead><tbody><tr><td>\u5c0e\u5165\u901f\u5ea6<\/td><td>\u6162\uff0c\u9700\u81ea\u884c\u958b\u767c\u9a57\u8b49<\/td><td>\u8f03\u5feb\uff0c\u6709\u65e2\u5b9a\u67b6\u69cb\u53c3\u8003<\/td><\/tr><tr><td>\u6280\u8853\u9078\u578b\u5f48\u6027<\/td><td>\u5b8c\u5168\u81ea\u8a02<\/td><td>\u4f9d\u5354\u52a9\u5925\u4f34\u719f\u6089\u7684\u6280\u8853\u7bc4\u570d<\/td><\/tr><tr><td>\u9577\u671f\u7dad\u904b<\/td><td>\u81ea\u5df1\u8ddf\u9032\u6a21\u578b\u8207\u5411\u91cf\u5eab\u7248\u672c<\/td><td>\u90e8\u5206\u5de5\u4f5c\u7531\u5925\u4f34\u5206\u6524<\/td><\/tr><tr><td>\u9069\u5408\u5c0d\u8c61<\/td><td>\u6709\u5c08\u8077\u5de5\u7a0b\u5718\u968a\u3001\u9700\u6c42\u7279\u6b8a<\/td><td>\u60f3\u52a0\u5feb\u5c0e\u5165\u3001\u964d\u4f4e\u8a66\u932f\u6210\u672c<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u81ea\u5efa\u8207\u8a17\u7ba1\u5f80\u5f80\u4e0d\u662f\u5168\u6709\u5168\u7121\u7684\u4e8c\u9078\u4e00\uff0c\u53d6\u6c7a\u65bc\u4f01\u696d\u81ea\u5df1\u7ba1\u54ea\u4e9b\u5143\u4ef6\u3001\u59d4\u8a17\u5925\u4f34\u54ea\u4e9b\u5de5\u4f5c\u3002\u591a\u6a21\u578b\u6df7\u7528\u9700\u6c42\u4e5f\u6703\u5f71\u97ff\u67b6\u69cb\u8907\u96dc\u5ea6\uff0cAI Gateway \u662f\u5e38\u898b\u7684\u8655\u7406\u65b9\u5f0f\u4e4b\u4e00\uff0c\u8def\u7531\u8207 fallback \u7684\u904b\u4f5c\u8207\u5c0e\u5165\u65b9\u5f0f\u898b\u3008<a href=\"https:\/\/www.elite.cloud\/zh\/post\/what-is-ai-gateway\/\">AI Gateway \u662f\u4ec0\u9ebc\uff1f\u591a\u6a21\u578b\u8def\u7531\u3001\u5099\u63f4\u8207\u6210\u672c\u512a\u5316<\/a>\u3009\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5e38\u898b\u554f\u984c FAQ<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">RAG \u8ddf fine-tuning \u5dee\u5728\u54ea\uff1f<\/h3>\n\n\n\n<p>Fine-tuning \u662f\u7528\u7bc4\u4f8b\u8cc7\u6599\u8abf\u6574\u6a21\u578b\u7684\u884c\u70ba\uff08\u4f8b\u5982\u8f38\u51fa\u683c\u5f0f\u3001\u8a9e\u6c23\uff09\uff0c\u4e0d\u9069\u5408\u62ff\u4f86\u8a18\u4f4f\u6703\u983b\u7e41\u66f4\u65b0\u7684\u4f01\u696d\u77e5\u8b58\uff0c\u8cc7\u6599\u7570\u52d5\u6642\u901a\u5e38\u8981\u91cd\u65b0\u8a13\u7df4\uff0c\u6210\u672c\u4e5f\u8981\u8996\u6a21\u578b\u8207\u8cc7\u6599\u91cf\u800c\u5b9a\u3002RAG 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\u4e82\u7b54\uff08\u5e7b\u89ba\uff09\u600e\u9ebc\u9632\uff1f<\/h3>\n\n\n\n<p>\u5e38\u898b\u505a\u6cd5\u662f\u642d\u914d\u6aa2\u7d22\u76f8\u95dc\u5ea6\u9580\u6abb\u3001reranker \u91cd\u65b0\u6392\u5e8f\u3001\u5f15\u7528\u4f86\u6e90\u6a19\u8a3b\uff08\u8a73\u898b\u524d\u6587\u300c\u5c0e\u5165\u6700\u5e38\u8e29\u7684\u5751\u300d\u6bb5\uff09\uff0c\u4e26\u6301\u7e8c\u7528\u6e2c\u8a66\u984c\u96c6\u8a55\u4f30\u6b63\u78ba\u7387\u3002\u9019\u4e9b\u505a\u6cd5\u80fd\u964d\u4f4e\u5e7b\u89ba\u6a5f\u7387\uff0c\u4f46\u7121\u6cd5\u4fdd\u8b49\u5b8c\u5168\u6d88\u9664\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5167\u90e8\u6587\u4ef6\u6b0a\u9650\u600e\u9ebc\u7ba1\uff1f<\/h3>\n\n\n\n<p>\u539f\u59cb\u6587\u4ef6\u7684\u6b0a\u9650\uff08\u90e8\u9580\u3001\u7fa4\u7d44\u3001\u4f7f\u7528\u8005\u5c64\u7d1a\uff09\u5fc5\u9808\u540c\u6b65\u9032\u7d22\u5f15 metadata\uff0c\u67e5\u8a62\u6642\u7cfb\u7d71\u4f9d\u4f7f\u7528\u8005\u8eab\u5206\u5148\u904e\u6ffe\uff0c\u53ea\u6aa2\u7d22\u8a72\u4f7f\u7528\u8005\u6709\u6b0a\u9650\u770b\u5230\u7684\u6587\u4ef6\u7bc4\u570d\uff0c\u907f\u514d RAG \u8b8a\u6210\u8de8\u90e8\u9580\u6b0a\u9650\u7684\u6f0f\u6d1e\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d50\u8ad6\uff1a\u8cc7\u6599\u6cbb\u7406\u6c7a\u5b9a RAG \u5c0e\u5165\u6210\u6557<\/h2>\n\n\n\n<p>\u4e0b\u4e00\u6b65\u5148\u76e4\u9ede\u73fe\u6709\u6587\u4ef6\u7684\u6563\u4e82\u7a0b\u5ea6\uff1a\u8cc7\u6599\u54c1\u8cea\u8207\u6b0a\u9650\u6cbb\u7406\u901a\u5e38\u6bd4\u55ae\u7d14\u63db\u6a21\u578b\u66f4\u5bb9\u6613\u88ab\u5ffd\u7565\uff0c\u4e5f\u66f4\u65e9\u6c7a\u5b9a\u5c0e\u5165\u6210\u6557\uff0c\u63a5\u8457\u518d\u8a55\u4f30\u8981\u81ea\u5efa\u9084\u662f\u627e\u96f2\u7aef\u5925\u4f34\u5354\u52a9\u5c0e\u5165\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u60f3\u52a0\u5feb RAG \u5c0e\u5165\u3001\u6216\u9700\u8981\u6709\u4eba\u4e00\u8d77\u76e4\u9ede\u6587\u4ef6\u8207\u6280\u8853\u9078\u578b\uff0c\u6b61\u8fce\u8207\u6211\u5011\u8ac7\u8ac7\u3002<\/p>\n\n\n\n<div style=\"text-align:center;margin:32px 0\"><a href=\"https:\/\/www.elite.cloud\/zh\/contact-us\/\" style=\"background:#B79862;color:#FFFFFF;padding:18px 36px;border-radius:4px;font-weight:700;letter-spacing:0.5px;text-decoration:none\">\u9810\u7d04 RAG \u5c0e\u5165\u8a55\u4f30<\/a><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u8cc7\u6599\u4f86\u6e90<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/aws.amazon.com\/what-is\/retrieval-augmented-generation\/\">AWS\uff1aWhat is Retrieval-Augmented Generation (RAG)?<\/a>\uff08\u67e5\u95b1 2026 \u5e74 7 \u6708\uff09<\/li>\n\n\n\n<li><a href=\"https:\/\/cloud.google.com\/use-cases\/retrieval-augmented-generation\">Google Cloud\uff1aRetrieval augmented generation (RAG)<\/a>\uff08\u67e5\u95b1 2026 \u5e74 7 \u6708\uff09<\/li>\n\n\n\n<li><a href=\"https:\/\/developers.openai.com\/api\/docs\/guides\/embeddings\">OpenAI Platform\uff1aEmbeddings \u5b98\u65b9\u6587\u4ef6<\/a>\uff08\u67e5\u95b1 2026 \u5e74 7 \u6708\uff09<\/li>\n\n\n\n<li><a href=\"https:\/\/developers.openai.com\/api\/docs\/guides\/your-data\">OpenAI\uff1aData controls in the OpenAI platform<\/a>\uff08\u67e5\u95b1 2026 \u5e74 7 \u6708\uff09<\/li>\n<\/ul>\n\r\n","protected":false},"excerpt":{"rendered":"<p>\u62c6\u89e3 RAG \u6aa2\u7d22\u589e\u5f37\u751f\u6210\u539f\u7406\u3001\u5167\u90e8\u77e5\u8b58\u5eab\u8207 AI \u5ba2\u670d\u5169\u5927\u61c9\u7528\u5834\u666f\uff0c\u4ee5\u53ca\u81ea\u5efa vs \u8a17\u7ba1\u670d\u52d9\u600e\u9ebc\u9078\uff0c\u907f\u514d AI \u5e7b\u89ba\u8207\u6b0a\u9650\u5931\u63a7\uff0c\u7acb\u5373\u8a55\u4f30\u5c0e\u5165\u53ef\u884c\u6027\u3002<\/p>\n","protected":false},"author":11,"featured_media":8918,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"footnotes":""},"categories":[238],"tags":[377,358,359],"class_list":["post-8818","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-2","tag-ai-","tag-openai","tag-openai-api"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO Pro 4.9.10 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u62c6\u89e3 RAG \u6aa2\u7d22\u589e\u5f37\u751f\u6210\u539f\u7406\u3001\u5167\u90e8\u77e5\u8b58\u5eab\u8207 AI \u5ba2\u670d\u5169\u5927\u61c9\u7528\u5834\u666f\uff0c\u4ee5\u53ca\u81ea\u5efa vs \u8a17\u7ba1\u670d\u52d9\u600e\u9ebc\u9078\uff0c\u907f\u514d AI 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