{"id":402,"date":"2026-08-10T17:27:28","date_gmt":"2026-08-10T15:27:28","guid":{"rendered":"https:\/\/unidragonsmedia.com\/blog\/synthetic-benchmarking-ai-visibility-rag-prototype\/"},"modified":"2026-08-10T17:27:28","modified_gmt":"2026-08-10T15:27:28","slug":"synthetic-benchmarking-ai-visibility-rag-prototype","status":"publish","type":"post","link":"https:\/\/unidragonsmedia.com\/ar\/blog\/synthetic-benchmarking-ai-visibility-rag-prototype\/","title":{"rendered":"\u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0643\u064a\u0641 \u062a\u0628\u0646\u064a \u062f\u0648\u0631 \u0627\u0644\u0646\u0634\u0631 \u0646\u0645\u0648\u0630\u062c RAG \u062f\u0627\u062e\u0644\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0642\u062a\u0628\u0627\u0633 \u0627\u0644\u0645\u062d\u062a\u0648\u0649"},"content":{"rendered":"<div class=\"kadkon-article-content\">\n<h2 id=\"ai\">\u0645\u0627 \u0647\u0648 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0644\u0645\u0627\u0630\u0627 \u062a\u062d\u062a\u0627\u062c\u0647 \u062f\u0648\u0631 \u0627\u0644\u0646\u0634\u0631<\/h2>\n<p>\u062a\u0645\u0646\u062d \u0623\u062f\u0648\u0627\u062a \u062a\u062d\u0633\u064a\u0646 \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 \u2014 \u0645\u062b\u0644 Profound \u0648AthenaHQ \u0648LLM Ranker \u0648\u063a\u064a\u0631\u0647\u0627 \u2014 \u0645\u0624\u0634\u0631\u0627\u064b \u0633\u0647\u0644\u0627\u064b \u0644\u062a\u062a\u0628\u0639 \u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0641\u064a \u0625\u062c\u0627\u0628\u0627\u062a ChatGPT \u0648Perplexity \u0648Gemini. \u0644\u0643\u0646 \u0644\u062f\u064a\u0647\u0627 \u0642\u064a\u062f \u0623\u0633\u0627\u0633\u064a: \u0641\u0647\u064a \u062a\u063a\u0637\u064a \u0641\u0642\u0637 \u0627\u0644\u0645\u062d\u0631\u0643\u0627\u062a \u0648\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062f\u0639\u0645\u0647\u0627\u060c \u0648\u0644\u0627 \u062a\u0648\u0641\u0631 \u062a\u062d\u0643\u0645\u0627\u064b \u0641\u064a \u0638\u0631\u0648\u0641 \u0627\u0644\u062a\u062c\u0631\u0628\u0629. \u0644\u0627 \u064a\u0645\u0643\u0646\u0643 \u0627\u062e\u062a\u0628\u0627\u0631 \u0643\u064a\u0641\u064a\u0629 \u062a\u0623\u062b\u064a\u0631 \u062a\u063a\u064a\u064a\u0631 \u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u0642\u0627\u0644 \u0639\u0644\u0649 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0642\u062a\u0628\u0627\u0633\u0647 \u062f\u0648\u0646 \u0646\u0634\u0631\u0647 \u0623\u0648\u0644\u0627\u064b \u0648\u0627\u0644\u0627\u0646\u062a\u0638\u0627\u0631 \u062d\u062a\u0649 \u062a\u062a\u0645 \u0625\u0639\u0627\u062f\u0629 \u0641\u0647\u0631\u0633\u062a\u0647.<\/p>\n<p>\u064a\u062d\u0644 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a (Synthetic Benchmarking) \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0629. \u064a\u0642\u0648\u0645 \u0641\u0631\u064a\u0642 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0628\u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c RAG \u062f\u0627\u062e\u0644\u064a (Retrieval-Augmented Generation) \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062d\u062a\u0648\u0649 \u062e\u0627\u0635\u0629 \u0628\u0647 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u2014 \u0645\u062b\u0644 Llama \u0623\u0648 Mistral \u0623\u0648 Qwen \u2014 \u0648\u0627\u0644\u0630\u064a \u064a\u062d\u0627\u0643\u064a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0641\u064a \u0638\u0631\u0648\u0641 \u062e\u0627\u0636\u0639\u0629 \u0644\u0644\u0631\u0642\u0627\u0628\u0629. \u062a\u0642\u0648\u0645 \u0628\u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0645\u0642\u0627\u0644\u0627\u062a\u060c \u0648\u0635\u064a\u0627\u063a\u0629 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a\u060c \u0648\u062a\u0642\u0648\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u062a\u0648\u0644\u064a\u062f \u0625\u062c\u0627\u0628\u0627\u062a \u0645\u0639 \u0627\u0642\u062a\u0628\u0627\u0633\u0627\u062a \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062d\u062a\u0648\u0627\u0643. \u064a\u062a\u064a\u062d \u0644\u0643 \u0647\u0630\u0627 \u0642\u064a\u0627\u0633 \u0645\u062f\u0649 \u062a\u0643\u0631\u0627\u0631 \u0627\u0642\u062a\u0628\u0627\u0633 \u0645\u0642\u0627\u0644\u0627\u062a \u0645\u0639\u064a\u0646\u0629\u060c \u0648\u0645\u0642\u0627\u0631\u0646\u0629 \u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0628\u0646\u064a\u0629 \u0648\u0627\u0644\u062a\u0646\u0633\u064a\u0642\u060c \u0648\u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0630\u0644\u0643 \u0642\u0628\u0644 \u0627\u0644\u0646\u0634\u0631.<\/p>\n<p>\u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u0639\u0646 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629: \u0623\u0646\u0643 \u062a\u062a\u062d\u0643\u0645 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649\u060c \u0648\u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0648\u0645\u0648\u062c\u0647 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (retrieval prompt)\u060c \u0648\u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u062a\u0648\u0644\u064a\u062f. \u0647\u0630\u0627 \u0644\u0627 \u064a\u0639\u0627\u062f\u0644 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a \u2014 \u0641\u0640 ChatGPT \u0648Perplexity \u064a\u0633\u062a\u062e\u062f\u0645\u0627\u0646 \u0641\u0647\u0627\u0631\u0633\u0647\u0645\u0627 \u0627\u0644\u062e\u0627\u0635\u0629 \u0648\u062a\u0631\u062a\u064a\u0628\u0647\u0645\u0627 \u0648\u0645\u0631\u0634\u062d\u0627\u062a\u0647\u0645\u0627 \u2014 \u0648\u0644\u0643\u0646\u0647 \u064a\u0648\u0641\u0631 \u0645\u0639\u064a\u0627\u0631\u0627\u064b \u0642\u0627\u0628\u0644\u0627\u064b \u0644\u0644\u062a\u0643\u0631\u0627\u0631 \u0644\u0627\u062e\u062a\u0628\u0627\u0631 A\/B \u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0648\u0649.<\/p>\n<h2 id=\"llmseo\">\u0644\u0645\u0627\u0630\u0627 \u0644\u0627 \u062a\u0643\u0641\u064a \u0623\u062f\u0648\u0627\u062a \u062a\u062d\u0633\u064a\u0646 \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629<\/h2>\n<p>\u0646\u0645\u0627 \u0633\u0648\u0642 \u0623\u062f\u0648\u0627\u062a \u062a\u062d\u0633\u064a\u0646 \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0633\u0631\u0639\u0629\u060c \u0644\u0643\u0646 \u0627\u0644\u062a\u063a\u0637\u064a\u0629 \u0644\u0627 \u062a\u0632\u0627\u0644 \u0645\u062c\u0632\u0623\u0629. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0627\u0644\u062a\u064a \u064a\u0648\u0627\u062c\u0647\u0647\u0627 \u0641\u0631\u0642 \u0627\u0644\u0645\u062d\u062a\u0648\u0649:<\/p>\n<ul>\n<li><strong>\u062a\u0643\u0631\u0627\u0631 \u0627\u0644\u0645\u0633\u062d.<\/strong> \u062a\u0633\u062a\u0637\u0644\u0639 \u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0631\u0629 \u0643\u0644 \u0623\u0633\u0628\u0648\u0639 \u0625\u0644\u0649 \u0623\u0633\u0628\u0648\u0639\u064a\u0646. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u062f\u0627\u0631 \u0646\u0634\u0631 \u062a\u0646\u0634\u0631 20-30 \u0645\u0642\u0627\u0644\u0627\u064b \u0634\u0647\u0631\u064a\u0627\u064b\u060c \u064a\u0639\u0646\u064a \u0647\u0630\u0627 \u062a\u0623\u062e\u0631\u0627\u064b \u0641\u064a \u0627\u0644\u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0631\u0627\u062c\u0639\u0629 \u0644\u0645\u062f\u0629 2-4 \u0623\u0633\u0627\u0628\u064a\u0639.<\/li>\n<li><strong>\u0627\u0644\u062d\u062f \u0645\u0646 \u0639\u062f\u062f \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a.<\/strong> \u062a\u064f\u062d\u0633\u0628 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0639\u062f\u062f \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u062a\u0628\u0639\u0629. \u064a\u0635\u0644 \u0641\u0631\u064a\u0642 \u0645\u0643\u0648\u0646 \u0645\u0646 5 \u0645\u062d\u0631\u0631\u064a\u0646 \u0645\u0639 200 \u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0645\u0633\u062a\u0647\u062f\u0641 \u0628\u0633\u0631\u0639\u0629 \u0625\u0644\u0649 \u0627\u0644\u062d\u062f\u0648\u062f.<\/li>\n<li><strong>\u0639\u062f\u0645 \u0648\u062c\u0648\u062f \u0627\u062e\u062a\u0628\u0627\u0631 \u0633\u064a\u0627\u0642\u064a.<\/strong> \u0644\u0627 \u064a\u0645\u0643\u0646\u0643 \u062a\u062d\u0645\u064a\u0644 \u0645\u0633\u0648\u062f\u0629 \u0645\u0642\u0627\u0644 \u0641\u064a Profound \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0633\u064a\u062a\u0645 \u0627\u0642\u062a\u0628\u0627\u0633\u0647. \u062a\u0639\u0645\u0644 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0641\u0642\u0637 \u0645\u0639 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u0646\u0634\u0648\u0631.<\/li>\n<li><strong>\u0639\u062f\u0645 \u0634\u0641\u0627\u0641\u064a\u0629 \u0627\u0644\u062a\u0631\u062a\u064a\u0628.<\/strong> \u0644\u0627 \u062a\u0638\u0647\u0631 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 \u0633\u0628\u0628 \u0627\u0642\u062a\u0628\u0627\u0633 \u0627\u0644\u0645\u0642\u0627\u0644 &#8220;\u0623&#8221; \u0648\u0639\u062f\u0645 \u0627\u0642\u062a\u0628\u0627\u0633 \u0627\u0644\u0645\u0642\u0627\u0644 &#8220;\u0628&#8221;. \u0623\u0646\u062a \u062a\u0631\u0649 \u0627\u0644\u0646\u062a\u064a\u062c\u0629\u060c \u0644\u0643\u0646\u0643 \u0644\u0627 \u062a\u0631\u0649 \u0627\u0644\u0639\u0648\u0627\u0645\u0644.<\/li>\n<\/ul>\n<p>\u064a\u0633\u062f \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0647\u0630\u0647 \u0627\u0644\u0641\u062c\u0648\u0627\u062a: \u064a\u0645\u0643\u0646\u0643 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0645\u0633\u0648\u062f\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a\u060c \u0648\u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062a\u062a\u0628\u0639 \u062a\u0641\u0635\u064a\u0644\u064a \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (retrieval).<\/p>\n<h2 id=\"rag\">\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0646\u0645\u0648\u0630\u062c RAG \u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0645\u062d\u062a\u0648\u0649<\/h2>\n<p>\u064a\u062a\u0643\u0648\u0646 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0644\u0646\u0645\u0648\u0630\u062c RAG \u0644\u0644\u0645\u0639\u0627\u064a\u064a\u0631 \u0645\u0646 \u0623\u0631\u0628\u0639\u0629 \u0645\u0643\u0648\u0646\u0627\u062a:<\/p>\n<h3 id=\"1\">1. \u062a\u062e\u0632\u064a\u0646 \u0645\u062a\u062c\u0647 \u0644\u0644\u0645\u062d\u062a\u0648\u0649<\/h3>\n<p>\u064a\u062a\u0645 \u062a\u0642\u0633\u064a\u0645 \u0643\u0644 \u0645\u0642\u0627\u0644 \u0625\u0644\u0649 \u0623\u062c\u0632\u0627\u0621 (chunks) (\u0623\u062c\u0632\u0627\u0621 \u0645\u0646 512-1024 \u0631\u0645\u0632 \u0645\u0639 \u062a\u062f\u0627\u062e\u0644 10-15%). \u064a\u062a\u0645 \u062a\u0636\u0645\u064a\u0646 (embed) \u0643\u0644 \u062c\u0632\u0621 \u0648\u062d\u0641\u0638\u0647 \u0641\u064a \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u062c\u0647\u0629 \u2014 \u0645\u062b\u0644 ChromaDB \u0623\u0648 Qdrant \u0623\u0648 Weaviate \u0623\u0648 pgvector \u0641\u064a PostgreSQL. \u062a\u0634\u0645\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0648\u0635\u0641\u064a\u0629 \u0631\u0627\u0628\u0637 \u0627\u0644\u0645\u0642\u0627\u0644\u060c \u0648\u0627\u0644\u0639\u0646\u0648\u0627\u0646\u060c \u0648\u0627\u0644\u0642\u0633\u0645\u060c \u0648\u062a\u0627\u0631\u064a\u062e \u0627\u0644\u0646\u0634\u0631\u060c \u0648\u0627\u0644\u0648\u0633\u0648\u0645.<\/p>\n<h3 id=\"2retrieval\">2. \u0637\u0628\u0642\u0629 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (Retrieval)<\/h3>\n<p>\u0639\u0646\u062f \u0648\u0635\u0648\u0644 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u060c \u064a\u0642\u0648\u0645 \u0627\u0644\u0646\u0638\u0627\u0645 \u0628\u062a\u062d\u0648\u064a\u0644\u0647 \u0625\u0644\u0649 \u062a\u0636\u0645\u064a\u0646 (embedding) \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0623\u0641\u0636\u0644 K \u0623\u062c\u0632\u0627\u0621 \u0630\u0627\u062a \u0635\u0644\u0629 (\u0639\u0627\u062f\u0629 K=5-10). \u064a\u062d\u0627\u0643\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0645\u0646 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u2014 \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0645\u0631\u0634\u062d\u064a\u0646 \u0644\u0644\u0625\u062c\u0627\u0628\u0629.<\/p>\n<h3 id=\"3\">3. \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0645\u0639 \u0627\u0644\u0627\u0642\u062a\u0628\u0627\u0633<\/h3>\n<p>\u064a\u062a\u0644\u0642\u0649 \u0646\u0645\u0648\u0630\u062c LLM \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0648\u062c\u0647 \u0627\u0644\u062a\u0627\u0644\u064a: &#8220;\u0623\u062c\u0628 \u0639\u0646 \u0633\u0624\u0627\u0644 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u0642\u062f\u0645 \u0641\u0642\u0637. \u0627\u0630\u0643\u0631 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0643\u0644 \u0627\u062f\u0639\u0627\u0621.&#8221; \u064a\u0642\u0648\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u062a\u0648\u0644\u064a\u062f \u0625\u062c\u0627\u0628\u0629 \u0648\u064a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u062c\u0632\u0627\u0621 \u0627\u0644\u0648\u0635\u0641\u064a\u0629 \u2014 \u0631\u0627\u0628\u0637 \u0627\u0644\u0645\u0642\u0627\u0644 \u0648\u0639\u0646\u0648\u0627\u0646\u0647.<\/p>\n<h3 id=\"4\">4. \u0637\u0628\u0642\u0629 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a<\/h3>\n<p>\u064a\u0642\u0648\u0645 \u0627\u0644\u0646\u0638\u0627\u0645 \u0628\u062a\u0633\u062c\u064a\u0644: \u0627\u0644\u0623\u062c\u0632\u0627\u0621 \u0627\u0644\u062a\u064a \u062a\u0645 \u0627\u0633\u062a\u0631\u062c\u0627\u0639\u0647\u0627\u060c \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0630\u064a \u062a\u0645 \u0627\u0642\u062a\u0628\u0627\u0633\u0647 \u0641\u064a \u0627\u0644\u0625\u062c\u0627\u0628\u0629\u060c \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0627\u0644\u0630\u064a \u062a\u0633\u0628\u0628 \u0641\u064a \u0627\u0644\u0627\u0642\u062a\u0628\u0627\u0633\u060c \u0648\u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u062c\u0632\u0621 \u0641\u064a \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639. \u064a\u0648\u0641\u0631 \u0647\u0630\u0627 \u0645\u0642\u0627\u064a\u064a\u0633 \u0645\u0639\u062f\u0644 \u0627\u0644\u0627\u0642\u062a\u0628\u0627\u0633 (Citation rate)\u060c \u0648\u0645\u0639\u062f\u0644 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (Retrieval rate)\u060c \u0648\u062d\u0635\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c (Share of model).<\/p>\n<figure class=\"wp-block-image size-large kadkon-inline-image\"><img decoding=\"async\" src=\"https:\/\/unidragonsmedia.com\/wp-content\/uploads\/2026\/08\/inline-9.png\" alt=\"\u0645\u062e\u0637\u0637 \u0644\u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 RAG \u0631\u0628\u0627\u0639\u064a \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0644\u0645\u0639\u0627\u064a\u064a\u0631 \u0631\u0624\u064a\u0629 \u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\"\/><figcaption>\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0646\u0645\u0648\u0630\u062c RAG: \u0645\u0646 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0645\u0642\u0627\u0644\u0627\u062a \u0625\u0644\u0649 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u0627\u0642\u062a\u0628\u0627\u0633<\/figcaption><\/figure>\n<h2 id=\"llm\">\u0627\u062e\u062a\u064a\u0627\u0631 \u0646\u0645\u0648\u0630\u062c LLM \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0644\u0645\u0639\u0627\u064a\u064a\u0631<\/h2>\n<p>\u064a\u0624\u062b\u0631 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u062c\u0648\u062f\u0629 \u0627\u0644\u0645\u062d\u0627\u0643\u0627\u0629. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0641\u0631\u0642 \u0627\u0644\u0645\u062d\u062a\u0648\u0649\u060c \u0647\u0646\u0627\u0643 \u062b\u0644\u0627\u062b\u0629 \u0639\u0648\u0627\u0645\u0644 \u0645\u0647\u0645\u0629: \u062c\u0648\u062f\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u060c \u0648\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0642\u062a\u0628\u0627\u0633 \u0627\u0644\u0645\u0635\u0627\u062f\u0631\u060c \u0648\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629.<\/p>\n<p><strong>Llama 3.1 (8B\/70B)<\/strong> \u2014 \u062e\u064a\u0627\u0631 \u0645\u062a\u0648\u0627\u0632\u0646. \u064a\u0648\u0641\u0631 \u0625\u0635\u062f\u0627\u0631 70B \u062c\u0648\u062f\u0629 \u0642\u0631\u064a\u0628\u0629 \u0645\u0646 GPT-4\u060c \u0644\u0643\u0646\u0647 \u064a\u062a\u0637\u0644\u0628 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0628\u0630\u0627\u0643\u0631\u0629 48+ \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a VRAM. \u064a\u0639\u0645\u0644 \u0625\u0635\u062f\u0627\u0631 8B \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 T4 \u0648\u0627\u062d\u062f\u0629 \u0648\u0643\u0627\u0641\u064d \u0644\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0644\u0644\u0628\u0646\u064a\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c.<\/p>\n<p><strong>Mistral Large \/ Mixtral 8x7B<\/strong> \u2014 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0642\u062a\u0628\u0627\u0633 \u062c\u064a\u062f\u0629 \u0628\u0641\u0636\u0644 \u0645\u0639\u0645\u0627\u0631\u064a\u0629 mixture-of-experts. \u064a\u0639\u0645\u0644 Mixtral \u0639\u0644\u0649 2\u00d7A100 \u0648\u064a\u0638\u0647\u0631 \u0646\u062a\u0627\u0626\u062c \u0645\u0633\u062a\u0642\u0631\u0629 \u0641\u064a \u0645\u0647\u0627\u0645 RAG.<\/p>\n<p><strong>Qwen 2.5 (72B)<\/strong> \u2014 \u0646\u0645\u0648\u0630\u062c \u0642\u0648\u064a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a. \u0625\u0630\u0627 \u0643\u0627\u0646 \u0641\u0631\u064a\u0642 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u064a\u0639\u0645\u0644 \u0628\u0627\u0644\u0631\u0648\u0633\u064a\u0629 \u0623\u0648 \u0627\u0644\u0625\u0633\u0628\u0627\u0646\u064a\u0629 \u0623\u0648 \u0627\u0644\u0635\u064a\u0646\u064a\u0629\u060c \u0641\u0625\u0646 Qwen \u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u064a\u062a\u0641\u0648\u0642 \u0639\u0644\u0649 Llama \u0641\u064a \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629.<\/p>\n<p>\u062a\u0648\u0635\u064a\u0629 \u0639\u0645\u0644\u064a\u0629: \u0627\u0628\u062f\u0623 \u0628\u0640 Llama 3.1 8B \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 GPU \u0648\u0627\u062d\u062f\u0629 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a. \u0639\u0646\u062f\u0645\u0627 \u062a\u0633\u062a\u0642\u0631 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633\u060c \u0627\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 70B \u0623\u0648 Mixtral \u0644\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0646\u0647\u0627\u0626\u064a.<\/p>\n<h2 id=\"\">\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a<\/h2>\n<p>\u064a\u0648\u0641\u0631 \u0646\u0645\u0648\u0630\u062c RAG \u0645\u0642\u0627\u064a\u064a\u0633 \u063a\u064a\u0631 \u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629:<\/p>\n<ul>\n<li><strong>\u0645\u0639\u062f\u0644 \u0627\u0644\u0627\u0642\u062a\u0628\u0627\u0633 (CR)<\/strong> \u2014 \u0646\u0633\u0628\u0629 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0641\u064a\u0647\u0627 \u0627\u0642\u062a\u0628\u0627\u0633 \u0627\u0644\u0645\u0642\u0627\u0644 \u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0644. CR = (\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0645\u0639 \u0627\u0642\u062a\u0628\u0627\u0633 \/ \u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a) \u00d7 100%.<\/li>\n<li><strong>\u0645\u0639\u062f\u0644 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (RR)<\/strong> \u2014 \u0646\u0633\u0628\u0629 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0638\u0647\u0631 \u0641\u064a\u0647\u0627 \u062c\u0632\u0621 \u0627\u0644\u0645\u0642\u0627\u0644 \u0636\u0645\u0646 \u0623\u0641\u0636\u0644 K \u0646\u062a\u064a\u062c\u0629 \u0627\u0633\u062a\u0631\u062c\u0627\u0639. \u064a\u0648\u0636\u062d RR \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0645\u0642\u0627\u0644 \u064a\u062c\u062a\u0627\u0632 \u0627\u0644\u0645\u0631\u0634\u062d \u0627\u0644\u0623\u0648\u0644 \u0644\u0644\u0628\u062d\u062b \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a.<\/li>\n<li><strong>\u0646\u0633\u0628\u0629 \u0627\u0644\u0627\u0642\u062a\u0628\u0627\u0633 \u0625\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (CRR)<\/strong> \u2014 CR \/ RR. \u064a\u0648\u0636\u062d \u0645\u062f\u0649 \u062c\u0648\u062f\u0629 &#8220;\u062a\u062d\u0648\u064a\u0644&#8221; \u0627\u0644\u0645\u0642\u0627\u0644 \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0625\u0644\u0649 \u0627\u0642\u062a\u0628\u0627\u0633. \u0627\u0646\u062e\u0641\u0627\u0636 CRR \u064a\u0639\u0646\u064a: \u064a\u062a\u0645 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0642\u0627\u0644\u060c \u0644\u0643\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0627 \u064a\u062e\u062a\u0627\u0631\u0647 \u0644\u0644\u0625\u062c\u0627\u0628\u0629.<\/li>\n<li><strong>\u062d\u0635\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c (SoM)<\/strong> \u2014 \u0646\u0633\u0628\u0629 \u0627\u0642\u062a\u0628\u0627\u0633\u0627\u062a \u0627\u0644\u0645\u0642\u0627\u0644 \u0645\u0646 \u0625\u062c\u0645\u0627\u0644\u064a \u0639\u062f\u062f \u0627\u0644\u0627\u0642\u062a\u0628\u0627\u0633\u0627\u062a \u062d\u0648\u0644 \u0627\u0644\u0645\u0648\u0636\u0648\u0639. \u062a\u0645\u0627\u0645\u0627\u064b \u0645\u062b\u0644 Share of Search \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0643\u0644\u0627\u0633\u064a\u0643\u064a\u060c \u0648\u0644\u0643\u0646 \u0644\u0625\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n<li><strong>\u0645\u0648\u0642\u0639 \u0627\u0644\u062c\u0632\u0621 (Chunk Position)<\/strong> \u2014 \u0645\u062a\u0648\u0633\u0637 \u0645\u0648\u0642\u0639 \u062c\u0632\u0621 \u0627\u0644\u0645\u0642\u0627\u0644 \u0641\u064a \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639. \u0643\u0644\u0645\u0627 \u0627\u0631\u062a\u0641\u0639 \u0627\u0644\u0645\u0648\u0642\u0639\u060c \u0632\u0627\u062f\u062a \u0641\u0631\u0635 \u0627\u0644\u0627\u0642\u062a\u0628\u0627\u0633.<\/li>\n<\/ul>\n<p>\u062a\u062a\u064a\u062d \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u062a\u0634\u062e\u064a\u0635 \u0645\u0634\u0643\u0644\u0627\u062a \u0645\u062d\u062f\u062f\u0629. \u0627\u0646\u062e\u0641\u0627\u0636 RR \u2014 \u0645\u0634\u0643\u0644\u0629 \u0641\u064a \u0635\u0644\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0628\u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645. \u0627\u0631\u062a\u0641\u0627\u0639 RR\u060c \u0627\u0646\u062e\u0641\u0627\u0636 CRR \u2014 \u0645\u0634\u0643\u0644\u0629 \u0641\u064a \u0627\u0644\u062a\u0646\u0633\u064a\u0642 \u0623\u0648 \u0648\u0636\u0648\u062d \u0627\u0644\u0625\u062c\u0627\u0628\u0629. \u0627\u0646\u062e\u0641\u0627\u0636 SoM \u0645\u0639 \u0627\u0631\u062a\u0641\u0627\u0639 CR \u2014 \u064a\u062a\u0645 \u0627\u0642\u062a\u0628\u0627\u0633 \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u064a\u0646 \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631.<\/p>\n<h2 id=\"-1\">\u0633\u064a\u0646\u0627\u0631\u064a\u0648 \u0639\u0645\u0644\u064a: \u0627\u062e\u062a\u0628\u0627\u0631 \u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u0642\u0627\u0644<\/h2>\n<p>\u0644\u0646\u0646\u0638\u0631 \u0641\u064a \u062d\u0627\u0644\u0629 \u0648\u0627\u0642\u0639\u064a\u0629. \u064a\u0646\u0634\u0631 \u0641\u0631\u064a\u0642 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0644\u0645\u0646\u0635\u0629 SaaS \u0645\u0642\u0627\u0644\u0627\u064b \u0628\u0639\u0646\u0648\u0627\u0646 &#8220;\u0645\u0627 \u0647\u064a \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062f\u062e\u0644 \u0639\u0628\u0631 DCB&#8221;. \u064a\u0631\u064a\u062f \u0627\u0644\u0645\u062d\u0631\u0631 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0645\u0642\u0627\u0644 \u0633\u064a\u062a\u0645 \u0627\u0642\u062a\u0628\u0627\u0633\u0647 \u0641\u064a \u0625\u062c\u0627\u0628\u0627\u062a \u0627\u0633\u062a\u0639\u0644\u0627\u0645 &#8220;\u0643\u064a\u0641 \u064a\u0639\u0645\u0644 \u0627\u0644\u0641\u0648\u062a\u0631\u0629 \u0627\u0644\u0645\u0628\u0627\u0634\u0631\u0629 \u0645\u0646 \u0642\u0628\u0644 \u0634\u0631\u0643\u0629 \u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a (direct carrier billing)&#8221;.<\/p>\n<p><strong>\u0627\u0644\u062e\u0637\u0648\u0629 1.<\/strong> \u0642\u0645 \u0628\u062a\u062d\u0645\u064a\u0644 50 \u0645\u0642\u0627\u0644\u0627\u064b \u062d\u0648\u0644 \u0627\u0644\u0645\u0648\u0636\u0648\u0639 (\u0645\u0642\u0627\u0644\u0627\u062a\u0643 + \u0645\u0646\u0627\u0641\u0633\u064a\u0643 \u0645\u0646 \u0623\u0641\u0636\u0644 10 \u0641\u064a Google) \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c RAG \u0627\u0644\u0623\u0648\u0644\u064a.<\/p>\n<p><strong>\u0627\u0644\u062e\u0637\u0648\u0629 2.<\/strong> \u0635\u063a 20 \u0635\u064a\u063a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645: &#8220;\u0645\u0627 \u0647\u0648 DCB&#8221;\u060c &#8220;\u0643\u064a\u0641 \u062a\u0639\u0645\u0644 \u0627\u0644\u062f\u0641\u0639 \u0639\u0628\u0631 \u0645\u0634\u063a\u0644 \u0627\u0644\u0634\u0628\u0643\u0629&#8221;\u060c &#8220;\u0634\u0631\u062d \u0627\u0644\u0641\u0648\u062a\u0631\u0629 \u0627\u0644\u0645\u0628\u0627\u0634\u0631\u0629 \u0645\u0646 \u0642\u0628\u0644 \u0634\u0631\u0643\u0629 \u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a&#8221;\u060c &#8220;\u062a\u062f\u0641\u0642 \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062f\u062e\u0644 \u0639\u0628\u0631 DCB&#8221;\u060c \u0625\u0644\u062e.<\/p>\n<p><strong>\u0627\u0644\u062e\u0637\u0648\u0629 3.<\/strong> \u0642\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0648\u0627\u062d\u0635\u0644 \u0639\u0644\u0649 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 (baseline). \u0644\u0646\u0641\u062a\u0631\u0636 \u0623\u0646 CR \u0644\u0644\u0645\u0642\u0627\u0644 = 15%\u060c RR = 40%\u060c CRR = 37.5%.<\/p>\n<p><strong>\u0627\u0644\u062e\u0637\u0648\u0629 4.<\/strong> \u0623\u0639\u062f \u0647\u064a\u0643\u0644\u0629 \u0627\u0644\u0645\u0642\u0627\u0644: \u0627\u0646\u0642\u0644 \u0627\u0644\u062a\u0639\u0631\u064a\u0641 \u0625\u0644\u0649 \u0627\u0644\u0641\u0642\u0631\u0629 \u0627\u0644\u0623\u0648\u0644\u0649\u060c \u0623\u0636\u0641 \u062c\u062f\u0648\u0644 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 DCB \u0648\u0631\u0633\u0627\u0626\u0644 SMS \u0627\u0644\u0645\u062a\u0645\u064a\u0632\u0629\u060c \u0623\u0636\u0641 \u0643\u064a\u0627\u0646\u0627\u062a \u0635\u0631\u064a\u062d\u0629 (\u0623\u0633\u0645\u0627\u0621 \u0645\u0634\u063a\u0644\u064a \u0627\u0644\u0634\u0628\u0643\u0627\u062a\u060c \u0627\u0644\u0645\u0646\u0635\u0627\u062a\u060c \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629).<\/p>\n<p><strong>\u0627\u0644\u062e\u0637\u0648\u0629 5.<\/strong> \u0623\u0639\u062f \u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0646\u0633\u062e\u0629 \u0627\u0644\u0645\u062d\u062f\u062b\u0629 \u0648\u0643\u0631\u0631 \u0627\u0644\u0645\u0639\u064a\u0627\u0631. \u0625\u0630\u0627 \u0627\u0631\u062a\u0641\u0639 CR \u0625\u0644\u0649 35%\u060c \u0648 CRR \u0625\u0644\u0649 70% \u2014 \u0641\u0625\u0646 \u062a\u063a\u064a\u064a\u0631 \u0627\u0644\u0628\u0646\u064a\u0629 \u064a\u0639\u0645\u0644.<\/p>\n<p>\u064a\u0633\u062a\u063a\u0631\u0642 \u0647\u0630\u0627 2-3 \u0633\u0627\u0639\u0627\u062a \u0628\u062f\u0644\u0627\u064b \u0645\u0646 2-4 \u0623\u0633\u0627\u0628\u064a\u0639 \u0645\u0646 \u0627\u0644\u0627\u0646\u062a\u0638\u0627\u0631 \u0644\u0623\u062f\u0627\u0629 \u062e\u0627\u0631\u062c\u064a\u0629.<\/p>\n<h2 id=\"-2\">\u0642\u064a\u0648\u062f \u0648\u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a<\/h2>\n<p>\u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0647\u0648 \u062a\u062c\u0631\u0628\u0629 \u0645\u0639\u0645\u0644\u064a\u0629\u060c \u0648\u0644\u064a\u0633\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0646\u062a\u0627\u062c\u064a\u0629. \u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0641\u0647\u0645 \u062d\u062f\u0648\u062f \u0627\u0644\u062a\u0637\u0628\u064a\u0642.<\/p>\n<p><strong>\u0627\u0644\u0641\u0647\u0631\u0633 \u063a\u064a\u0631 \u0645\u062a\u0637\u0627\u0628\u0642.<\/strong> \u064a\u062d\u062a\u0648\u064a \u0646\u0645\u0648\u0630\u062c RAG \u0627\u0644\u0623\u0648\u0644\u064a \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 \u0641\u0642\u0637. \u064a\u0642\u0648\u0645 ChatGPT \u0648Perplexity \u0628\u0641\u0647\u0631\u0633\u0629 \u0627\u0644\u0648\u064a\u0628 \u0628\u0627\u0644\u0643\u0627\u0645\u0644. \u0627\u0644\u0645\u0642\u0627\u0644 \u0627\u0644\u0630\u064a \u0644\u0627 \u064a\u062a\u0645 \u0627\u0642\u062a\u0628\u0627\u0633\u0647 \u0641\u064a \u0645\u0639\u064a\u0627\u0631\u0643 \u0642\u062f \u064a\u062a\u0645 \u0627\u0642\u062a\u0628\u0627\u0633\u0647 \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0644\u0623\u0646\u0647 \u064a\u0645\u062a\u0644\u0643 \u0625\u0634\u0627\u0631\u0627\u062a \u062e\u0627\u0631\u062c\u064a\u0629 \u2014 \u0631\u0648\u0627\u0628\u0637 \u062e\u0644\u0641\u064a\u0629\u060c \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629\u060c \u0625\u0634\u0627\u0631\u0627\u062a \u0627\u062c\u062a\u0645\u0627\u0639\u064a\u0629.<\/p>\n<p><strong>\u0627\u0644\u062a\u0631\u062a\u064a\u0628 \u064a\u062e\u062a\u0644\u0641.<\/strong> \u062a\u0633\u062a\u062e\u062f\u0645 \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u062e\u0627\u0635\u0629 \u0628\u0647\u0627 \u2014 \u063a\u0627\u0644\u0628\u0627\u064b \u0647\u062c\u064a\u0646\u0629 (\u0645\u062a\u062c\u0647 + BM25 + \u0625\u0639\u0627\u062f\u0629 \u062a\u0631\u062a\u064a\u0628). \u0642\u062f \u064a\u0633\u062a\u062e\u062f\u0645 \u0646\u0645\u0648\u0630\u062c\u0643 \u0627\u0644\u0623\u0648\u0644\u064a \u0628\u062d\u062b\u0627\u064b \u0645\u062a\u062c\u0647\u064a\u0627\u064b \u0646\u0642\u064a\u064b\u0627\u060c \u0645\u0645\u0627 \u0633\u064a\u0639\u0637\u064a \u0646\u062a\u0627\u0626\u062c \u0645\u062e\u062a\u0644\u0641\u0629 \u0639\u0644\u0649 \u0646\u0641\u0633 \u0627\u0644\u0623\u062c\u0632\u0627\u0621.<\/p>\n<p><strong>\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u063a\u064a\u0631 \u0645\u062a\u0637\u0627\u0628\u0642.<\/strong> \u064a\u0635\u0648\u063a Llama 70B \u0648 GPT-4o \u0627\u0644\u0625\u062c\u0627\u0628\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u062e\u062a\u0644\u0641 \u0648\u064a\u062e\u062a\u0627\u0631\u0627\u0646 \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0628\u0634\u0643\u0644 \u0645\u062e\u062a\u0644\u0641. \u062a\u0631\u062a\u0628\u0637 \u0646\u062a\u0627\u0626\u062c Llama \u0628\u0640 GPT-4\u060c \u0644\u0643\u0646\u0647\u0627 \u0644\u064a\u0633\u062a \u0645\u062a\u0637\u0627\u0628\u0642\u0629.<\/p>\n<p><strong>\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629.<\/strong> \u062a\u0643\u0644\u0641\u0629 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 Llama 70B \u0639\u0644\u0649 AWS \u0623\u0648 RunPod \u0647\u064a 2-4 \u062f\u0648\u0644\u0627\u0631 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629. \u0644\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0623\u0633\u0628\u0648\u0639\u064a \u0644\u0640 200 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u060c \u0647\u0630\u0627 \u064a\u0639\u0646\u064a 20-40 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0634\u0647\u0631\u064a\u064b\u0627 \u2014 \u0648\u0647\u0648 \u0645\u0642\u0628\u0648\u0644 \u0644\u062f\u0627\u0631 \u0646\u0634\u0631 \u0645\u062a\u0648\u0633\u0637\u0629. \u0644\u0643\u0646 \u0644\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u064a\u0648\u0645\u064a \u0644\u0623\u0643\u062b\u0631 \u0645\u0646 1000 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u060c \u062a\u0632\u062f\u0627\u062f \u0627\u0644\u062a\u0643\u0644\u0641\u0629.<\/p>\n<p>\u0627\u0644\u062a\u0648\u0635\u064a\u0629: \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0643\u0645\u0643\u0645\u0644\u060c \u0648\u0644\u064a\u0633 \u0628\u062f\u064a\u0644\u0627\u064b \u0639\u0646 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629. \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u2014 \u0644\u0627\u062e\u062a\u0628\u0627\u0631 A\/B \u0644\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0642\u0628\u0644 \u0627\u0644\u0646\u0634\u0631. \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 \u2014 \u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0628\u0639\u062f \u0627\u0644\u0646\u0634\u0631.<\/p>\n<h2 id=\"-3\">\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0641\u064a \u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u062a\u062d\u0631\u064a\u0631<\/h2>\n<p>\u064a\u062c\u0644\u0628 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0641\u0627\u0626\u062f\u0629 \u0641\u0642\u0637 \u0625\u0630\u0627 \u062a\u0645 \u062f\u0645\u062c\u0647 \u0641\u064a \u0627\u0644\u0639\u0645\u0644\u064a\u0629. \u0625\u0644\u064a\u0643 \u0643\u064a\u0641 \u064a\u0628\u062f\u0648 \u0630\u0644\u0643 \u0641\u064a \u062f\u0648\u0631\u0629 \u0627\u0644\u062a\u062d\u0631\u064a\u0631:<\/p>\n<p><strong>\u0627\u0644\u062a\u062e\u0637\u064a\u0637.<\/strong> \u0639\u0646\u062f \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u0648\u0627\u0636\u064a\u0639\u060c \u064a\u0642\u0648\u0645 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0628\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0639\u0644\u0649 10-15 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u064b\u0627 \u0645\u0633\u062a\u0647\u062f\u0641\u064b\u0627. \u0625\u0630\u0627 \u0643\u0627\u0646 RR \u0644\u0644\u0645\u0646\u0627\u0641\u0633\u064a\u0646 \u0645\u0646\u062e\u0641\u0636\u064b\u0627 (<30%)\u060c \u0641\u0627\u0644\u0645\u0648\u0636\u0648\u0639 \u0648\u0627\u0639\u062f \u2014 \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u062d\u062a\u0648\u0649 \u0623\u0646 \u064a\u0623\u062e\u0630 \u0645\u0643\u0627\u0646\u064b\u0627 \u0628\u0633\u0631\u0639\u0629 \u0641\u064a \u0627\u0644\u0627\u0642\u062a\u0628\u0627\u0633\u0627\u062a. \u0625\u0630\u0627 \u0643\u0627\u0646 RR \u0645\u0631\u062a\u0641\u0639\u064b\u0627 (>70%)\u060c \u0641\u0627\u0644\u0645\u0648\u0636\u0648\u0639 \u0645\u0634\u0628\u0639.<\/p>\n<p><strong>\u0627\u0644\u0645\u0633\u0648\u062f\u0629.<\/strong> \u064a\u0642\u0648\u0645 \u0627\u0644\u0645\u062d\u0631\u0631 \u0628\u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0645\u0633\u0648\u062f\u0629 \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c RAG \u0627\u0644\u0623\u0648\u0644\u064a \u0642\u0628\u0644 \u0627\u0644\u0645\u0631\u0627\u062c\u0639\u0629. \u064a\u064f\u0638\u0647\u0631 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u064a\u062a\u0645 \u0627\u0633\u062a\u0631\u062c\u0627\u0639\u0647 \u0648\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u064a\u062a\u0645 \u0627\u0642\u062a\u0628\u0627\u0633\u0647. \u0625\u0630\u0627 \u0644\u0645 \u064a\u0643\u0646 \u0643\u0630\u0644\u0643 \u2014 \u064a\u0642\u0648\u0645 \u0627\u0644\u0645\u062d\u0631\u0631 \u0628\u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u0628\u0646\u064a\u0629 \u0642\u0628\u0644 \u0627\u0644\u0646\u0634\u0631\u060c \u0648\u0644\u064a\u0633 \u0628\u0639\u062f\u0647.<\/p>\n<p><strong>\u0627\u0644\u062a\u062d\u062f\u064a\u062b.<\/strong> \u0639\u0646\u062f \u062a\u062d\u062f\u064a\u062b \u0645\u0642\u0627\u0644 \u0642\u062f\u064a\u0645\u060c \u064a\u0642\u0627\u0631\u0646 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0628\u064a\u0646 \u0627\u0644\u0646\u0633\u062e\u0629 \u0627\u0644\u0642\u062f\u064a\u0645\u0629 \u0648\u0627\u0644\u062c\u062f\u064a\u062f\u0629. \u0625\u0630\u0627 \u0644\u0645 \u064a\u0631\u062a\u0641\u0639 CR\u060c \u0641\u0625\u0646 \u0627\u0644\u062a\u062d\u062f\u064a\u062b \u0644\u0645 \u064a\u062c\u0644\u0628 \u0641\u0627\u0626\u062f\u0629 \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>\n<p><strong>\u0627\u0644\u062a\u062f\u0642\u064a\u0642 \u0627\u0644\u0634\u0647\u0631\u064a.<\/strong> \u064a\u0642\u0648\u0645 \u0627\u0644\u0641\u0631\u064a\u0642 \u0628\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u062d\u0641\u0638\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0648\u0645\u0642\u0627\u0631\u0646\u0629 SoM \u0645\u0639 \u0627\u0644\u0634\u0647\u0631 \u0627\u0644\u0633\u0627\u0628\u0642. \u0627\u0646\u062e\u0641\u0627\u0636 SoM \u0641\u064a \u0645\u0648\u0636\u0648\u0639 \u0645\u0639\u064a\u0646 \u2014 \u0625\u0634\u0627\u0631\u0629 \u0644\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0645\u062d\u062a\u0648\u0649.<\/p>\n<h2 id=\"llmseo-1\">\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u0639 \u0623\u062f\u0648\u0627\u062a \u062a\u062d\u0633\u064a\u0646 \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0627\u0644\u0645\u0639\u064a\u0627\u0631<\/th>\n<th>\u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a<\/th>\n<th>\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 (Profound\u060c AthenaHQ)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0645\u0633\u0648\u062f\u0627\u062a<\/td>\n<td>\u0646\u0639\u0645\u060c \u0642\u0628\u0644 \u0627\u0644\u0646\u0634\u0631<\/td>\n<td>\u0644\u0627\u060c \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u0646\u0634\u0648\u0631 \u0641\u0642\u0637<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a<\/td>\n<td>\u0643\u0627\u0645\u0644 (\u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0627\u0644\u0645\u0648\u062c\u0647\u060c \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649)<\/td>\n<td>\u0645\u062d\u062f\u0648\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u063a\u0637\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a<\/td>\n<td>\u0628\u0644\u0627 \u0642\u064a\u0648\u062f<\/td>\n<td>\u062a\u064f\u062d\u0633\u0628 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0639\u062f\u062f \u0627\u0644\u0645\u0648\u062c\u0647\u0627\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u0628\u062d\u062b \u0627\u0644\u0625\u0646\u062a\u0627\u062c<\/td>\n<td>\u0645\u0646\u062e\u0641\u0636 (\u0645\u062d\u0627\u0643\u0627\u0629)<\/td>\n<td>\u0639\u0627\u0644\u064a (\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629)<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062a\u0643\u0644\u0641\u0629<\/td>\n<td>20-100 \u062f\u0648\u0644\u0627\u0631\/\u0634\u0647\u0631 (GPU)<\/td>\n<td>100-500 \u062f\u0648\u0644\u0627\u0631\/\u0634\u0647\u0631 (\u0627\u0634\u062a\u0631\u0627\u0643)<\/td>\n<\/tr>\n<tr>\n<td>\u0633\u0631\u0639\u0629 \u0627\u0644\u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0631\u0627\u062c\u0639\u0629<\/td>\n<td>\u062f\u0642\u0627\u0626\u0642<\/td>\n<td>\u0623\u064a\u0627\u0645-\u0623\u0633\u0627\u0628\u064a\u0639<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u062a\u0628\u0639 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639<\/td>\n<td>\u0643\u0627\u0645\u0644<\/td>\n<td>\u063a\u064a\u0631 \u0645\u062a\u0627\u062d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0644\u0627 \u064a\u0633\u062a\u0628\u0639\u062f \u0627\u0644\u0646\u0647\u062c\u0627\u0646 \u0628\u0639\u0636\u0647\u0645\u0627 \u0627\u0644\u0628\u0639\u0636. \u064a\u0639\u0645\u0644 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0639\u0645\u0644\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0648\u0649. \u062a\u0642\u064a\u0633 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a.<\/p>\n<h2 id=\"-4\">\u0645\u0645\u0627\u0631\u0633\u0629 \u0644\u0641\u0631\u0642 \u0627\u0644\u0645\u062d\u062a\u0648\u0649: \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u0641\u064a \u062f\u0648\u0631\u0629 \u0648\u0627\u062d\u062f\u0629 (Sprint)<\/h2>\n<p>\u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c RAG \u0627\u0644\u0623\u0648\u0644\u064a \u0647\u0648 \u0645\u0647\u0645\u0629 \u062a\u0633\u062a\u063a\u0631\u0642 1-2 \u062f\u0648\u0631\u0629 \u0644\u0641\u0631\u064a\u0642 \u064a\u0645\u062a\u0644\u0643 \u0645\u0647\u0627\u0631\u0627\u062a \u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a Python. \u0625\u0644\u064a\u0643 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0645\u0646 \u0627\u0644\u062d\u0632\u0645\u0629 \u0627\u0644\u062a\u0642\u0646\u064a\u0629:<\/p>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a (Embeddings):<\/strong> sentence-transformers (\u0646\u0645\u0648\u0630\u062c all-MiniLM-L6-v2 \u0644\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629\u060c intfloat\/multilingual-e5-base \u0644\u0644\u0645\u062d\u062a\u0648\u0649 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a)<\/li>\n<li><strong>\u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0629:<\/strong> ChromaDB (\u0645\u062d\u0644\u064a\u0627\u064b\u060c \u0628\u062f\u0648\u0646 \u062e\u0627\u062f\u0645) \u0623\u0648 Qdrant (\u0644\u0645\u0642\u064a\u0627\u0633 10,000+ \u0645\u0642\u0627\u0644)<\/li>\n<li><strong>\u0646\u0645\u0648\u0630\u062c LLM:<\/strong> Llama 3.1 8B \u0639\u0628\u0631 Ollama (\u0645\u062d\u0644\u064a\u0627\u064b) \u0623\u0648 \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a Together.ai \/ Groq<\/li>\n<li><strong>\u0627\u0644\u062a\u0646\u0633\u064a\u0642:<\/strong> LangChain \u0623\u0648 LlamaIndex \u0644\u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u2190 \u0627\u0644\u062a\u0648\u0644\u064a\u062f<\/li>\n<li><strong>\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a:<\/strong> \u0644\u0648\u062d\u0629 \u062a\u062d\u0643\u0645 Pandas + Streamlit \u0644\u062a\u0635\u0648\u0631 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633<\/li>\n<\/ul>\n<p>\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a: 0 \u062f\u0648\u0644\u0627\u0631\u060c \u0625\u0630\u0627 \u062a\u0645 \u062a\u0634\u063a\u064a\u0644\u0647 \u0639\u0644\u0649 \u062c\u0647\u0627\u0632 \u0645\u062d\u0644\u064a \u0645\u0632\u0648\u062f \u0628\u0640 GPU\u060c \u0623\u0648 30-50 \u062f\u0648\u0644\u0627\u0631\/\u0634\u0647\u0631 \u0639\u0644\u0649 GPU \u0633\u062d\u0627\u0628\u064a (RunPod\u060c Lambda Labs).<\/p>\n<section class=\"kadkon-checklist\">\n<h2>\u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u062a\u062d\u0642\u0642: \u0625\u0637\u0644\u0627\u0642 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h2>\n<ul>\n<li>\u0627\u062c\u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 50-200 \u0645\u0642\u0627\u0644 (\u0645\u0642\u0627\u0644\u0627\u062a\u0643 + \u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u064a\u0646) \u0628\u062a\u0646\u0633\u064a\u0642 Markdown \u0623\u0648 JSON \u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0635\u0641\u064a\u0629<\/li>\n<li>\u0642\u0633\u0651\u0645 \u0627\u0644\u0645\u0642\u0627\u0644\u0627\u062a \u0625\u0644\u0649 \u0623\u062c\u0632\u0627\u0621 \u0645\u0646 512-1024 \u0631\u0645\u0632 \u0645\u0639 \u062a\u062f\u0627\u062e\u0644 10-15% \u0648\u0627\u062d\u0641\u0638 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0635\u0641\u064a\u0629 \u0644\u0644\u0642\u0633\u0645<\/li>\n<li>\u0627\u062e\u062a\u0631 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0636\u0645\u064a\u0646: all-MiniLM-L6-v2 \u0644\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629\u060c multilingual-e5 \u0644\u0644\u0645\u062d\u062a\u0648\u0649 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a<\/li>\n<li>\u0642\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u062c\u0647\u0629 (ChromaDB \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u060c Qdrant \u0644\u0644\u0645\u0642\u064a\u0627\u0633) \u0648\u0642\u0645 \u0628\u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0623\u062c\u0632\u0627\u0621<\/li>\n<li>\u0642\u0645 \u0628\u0625\u0639\u062f\u0627\u062f \u062a\u0648\u0644\u064a\u062f LLM \u0645\u0639 \u0645\u0648\u062c\u0647 \u064a\u062a\u0637\u0644\u0628 \u0627\u0642\u062a\u0628\u0627\u0633 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0643\u0644 \u0627\u062f\u0639\u0627\u0621<\/li>\n<li>\u0642\u0645 \u0628\u062a\u0634\u0643\u064a\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 20-50 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u064b\u0627 \u0645\u0633\u062a\u0647\u062f\u0641\u064b\u0627 \u0648\u0642\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0623\u0633\u0627\u0633\u064a (baseline)<\/li>\n<li>\u062f\u0645\u062c \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0641\u064a \u0645\u0631\u0627\u062c\u0639\u0629 \u0627\u0644\u0645\u0633\u0648\u062f\u0627\u062a: \u064a\u062a\u062d\u0642\u0642 \u0627\u0644\u0645\u062d\u0631\u0631 \u0645\u0646 CR \u0648 CRR \u0642\u0628\u0644 \u0627\u0644\u0646\u0634\u0631<\/li>\n<\/ul>\n<\/section>\n<h2 id=\"-5\">\u0645\u0627 \u064a\u062c\u0628 \u0642\u064a\u0627\u0633\u0647 \u0623\u0648\u0644\u0627\u064b<\/h2>\n<p>\u0639\u0646\u062f \u0625\u0637\u0644\u0627\u0642 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u060c \u0644\u0627 \u062a\u062d\u0627\u0648\u0644 \u062a\u062a\u0628\u0639 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0641\u064a \u0648\u0642\u062a \u0648\u0627\u062d\u062f. \u0627\u0628\u062f\u0623 \u0628\u062b\u0644\u0627\u062b\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u0645\u0639\u062f\u0644 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (RR)<\/strong> \u0644\u0623\u0641\u0636\u0644 20 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u064b\u0627 \u2014 \u064a\u0648\u0636\u062d \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 \u064a\u062c\u062a\u0627\u0632 \u0627\u0644\u0645\u0631\u0634\u062d \u0627\u0644\u0623\u0648\u0644. \u0625\u0630\u0627 \u0643\u0627\u0646 RR < 20% \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a\u060c \u0641\u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0641\u064a \u0635\u0644\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0633\u0628\u0629 \u0627\u0644\u0627\u0642\u062a\u0628\u0627\u0633 \u0625\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (CRR)<\/strong> \u2014 \u062a\u0648\u0636\u062d \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u064a\u062d\u0648\u0644 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0625\u0644\u0649 \u0627\u0642\u062a\u0628\u0627\u0633. CRR < 30% \u064a\u0639\u0646\u064a \u0623\u0646\u0647 \u064a\u062a\u0645 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u062d\u062a\u0648\u0649\u060c \u0644\u0643\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0627 \u064a\u062e\u062a\u0627\u0631\u0647 \u0644\u0644\u0625\u062c\u0627\u0628\u0629. \u0639\u0627\u062f\u0629 \u0645\u0627 \u062a\u0643\u0648\u0646 \u0647\u0630\u0647 \u0645\u0634\u0643\u0644\u0629 \u0641\u064a \u0627\u0644\u062a\u0646\u0633\u064a\u0642: \u0644\u0627 \u062a\u0648\u062c\u062f \u0625\u062c\u0627\u0628\u0629 \u0645\u0628\u0627\u0634\u0631\u0629\u060c \u0627\u0644\u0643\u064a\u0627\u0646 \u063a\u064a\u0631 \u0645\u062d\u062f\u062f\u060c \u0627\u0644\u062c\u0632\u0621 \u0637\u0648\u064a\u0644 \u062c\u062f\u064b\u0627.<\/p>\n<\/li>\n<li>\n<p><strong>\u062d\u0635\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c (SoM) \u0644\u0640 5 \u0645\u0648\u0627\u0636\u064a\u0639 \u0631\u0626\u064a\u0633\u064a\u0629<\/strong> \u2014 \u062a\u0648\u0636\u062d \u062d\u0635\u062a\u0643 \u0645\u0646 \u0627\u0644\u0627\u0642\u062a\u0628\u0627\u0633\u0627\u062a \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0645\u0646\u0627\u0641\u0633\u064a\u0646. SoM < 10% \u0644\u0645\u0648\u0636\u0648\u0639 \u0645\u0639 \u0627\u0631\u062a\u0641\u0627\u0639 RR \u0644\u0644\u0645\u0646\u0627\u0641\u0633\u064a\u0646 \u2014 \u0625\u0634\u0627\u0631\u0629 \u0644\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0645\u062d\u062a\u0648\u0649.<\/p>\n<\/li>\n<\/ol>\n<p>\u062a\u0648\u0641\u0631 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062b\u0644\u0627\u062b\u0629 80% \u0645\u0646 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u062a\u0634\u062e\u064a\u0635\u064a\u0629. \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0623\u062e\u0631\u0649 \u2014 \u0645\u0648\u0642\u0639 \u0627\u0644\u062c\u0632\u0621\u060c CR \u0644\u0643\u0644 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u060c \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u2014 \u0623\u0636\u0641\u0647\u0627 \u0628\u0639\u062f \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0623\u0633\u0627\u0633\u064a.<\/p>\n<section class=\"kadkon-faq\">\n<h2>\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/h2>\n<details>\n<summary>\u0643\u064a\u0641 \u064a\u062e\u062a\u0644\u0641 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0639\u0646 \u0627\u062e\u062a\u0628\u0627\u0631 A\/B \u0627\u0644\u0639\u0627\u062f\u064a \u0644\u0644\u0645\u062d\u062a\u0648\u0649\u061f<\/summary>\n<p>\u064a\u062e\u062a\u0628\u0631 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0633\u0644\u0648\u0643 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646\u060c \u0628\u0644 \u0633\u0644\u0648\u0643 LLM \u2014 \u0643\u064a\u0641 \u064a\u0633\u062a\u0631\u062c\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0648\u064a\u0642\u062a\u0628\u0633\u0647. \u064a\u0642\u064a\u0633 \u0627\u062e\u062a\u0628\u0627\u0631 A\/B \u062a\u062d\u0648\u064a\u0644\u0627\u062a \u0648\u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0623\u0634\u062e\u0627\u0635. \u064a\u0642\u064a\u0633 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u0627\u0642\u062a\u0628\u0627\u0633 \u0641\u064a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a. \u0647\u0630\u0647 \u0645\u0642\u0627\u064a\u064a\u0633 \u0645\u062e\u062a\u0644\u0641\u0629 \u0648\u0642\u0631\u0627\u0631\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n<\/details>\n<details>\n<summary>\u0647\u0644 \u0623\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0641\u0631\u064a\u0642 \u062a\u0637\u0648\u064a\u0631 \u0644\u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c RAG \u0627\u0644\u0623\u0648\u0644\u064a\u061f<\/summary>\n<p>\u064a\u0645\u0643\u0646 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 LangChain + ChromaDB + Ollama \u0641\u064a 1-2 \u064a\u0648\u0645 \u0628\u0645\u0647\u0627\u0631\u0627\u062a Python \u0623\u0633\u0627\u0633\u064a\u0629. \u0625\u0630\u0627 \u0643\u0627\u0646 \u0644\u062f\u0649 \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a \u0645\u062d\u062a\u0648\u0649 \u0623\u0648 \u0645\u062d\u0631\u0631 \u0628\u0645\u0647\u0627\u0631\u0627\u062a \u062a\u0642\u0646\u064a\u0629\u060c \u0641\u0644\u0646 \u062a\u0643\u0648\u0646 \u0647\u0646\u0627\u0643 \u062d\u0627\u062c\u0629 \u0644\u0645\u0637\u0648\u0631 \u0645\u0646\u0641\u0635\u0644. \u0644\u0644\u062a\u0648\u0633\u0639 \u0625\u0644\u0649 \u0623\u0643\u062b\u0631 \u0645\u0646 10,000 \u0645\u0642\u0627\u0644\u060c \u0633\u064a\u0643\u0648\u0646 \u0645\u0637\u0644\u0648\u0628\u064b\u0627 \u062f\u0639\u0645 \u0647\u0646\u062f\u0633\u064a.<\/p>\n<\/details>\n<details>\n<summary>\u0643\u0645 \u0645\u0631\u0629 \u064a\u062c\u0628 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u061f<\/summary>\n<p>\u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u2014 \u0645\u0631\u0629 \u0634\u0647\u0631\u064a\u064b\u0627 \u0644\u062a\u062f\u0642\u064a\u0642 \u0627\u0644\u0645\u062d\u0641\u0638\u0629. \u0645\u0639 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0646\u0634\u0637 \u0644\u0644\u0645\u062d\u062a\u0648\u0649 \u2014 \u0639\u0646\u062f \u0643\u0644 \u0645\u0631\u0627\u062c\u0639\u0629 \u0645\u0633\u0648\u062f\u0629. \u064a\u0633\u062a\u063a\u0631\u0642 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0643\u0627\u0645\u0644 \u0644\u0640 200 \u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0639\u0644\u0649 Llama 8B \u0645\u0646 15-30 \u062f\u0642\u064a\u0642\u0629\u060c \u0648\u0639\u0644\u0649 70B \u2014 1-2 \u0633\u0627\u0639\u0629.<\/p>\n<\/details>\n<details>\n<summary>\u0647\u0644 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0644\u0644\u0645\u062d\u062a\u0648\u0649 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a\u061f<\/summary>\n<p>\u0646\u0639\u0645. \u0627\u0633\u062a\u062e\u062f\u0645 multilingual-e5-base \u0644\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0648 Qwen 2.5 \u0623\u0648 Llama 3.1 \u0644\u0644\u062a\u0648\u0644\u064a\u062f. \u0642\u0645 \u0628\u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0645\u0642\u0627\u0644\u0627\u062a \u0628\u0644\u063a\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0645\u0646\u0641\u0635\u0644\u0629 \u0641\u064a \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0629 \u0648\u0627\u062e\u062a\u0628\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u0627\u0642\u062a\u0628\u0627\u0633 \u062d\u0633\u0628 \u0623\u0642\u0633\u0627\u0645 \u0627\u0644\u0644\u063a\u0629 \u0628\u0634\u0643\u0644 \u0645\u0646\u0641\u0635\u0644.<\/p>\n<\/details>\n<details>\n<summary>\u0647\u0644 \u064a\u062d\u0644 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0645\u062d\u0644 \u0623\u062f\u0648\u0627\u062a \u062a\u062d\u0633\u064a\u0646 \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629\u061f<\/summary>\n<p>\u0644\u0627. \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u2014 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0642\u0628\u0644 \u0627\u0644\u0646\u0634\u0631. \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 \u2014 \u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0628\u0639\u062f \u0627\u0644\u0646\u0634\u0631. \u0627\u0633\u062a\u062e\u062f\u0645 \u0643\u0644\u064a\u0647\u0645\u0627: \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0643\u0623\u062f\u0627\u0629 \u0625\u0646\u062a\u0627\u062c\u060c \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 \u0643\u0623\u062f\u0627\u0629 \u0642\u064a\u0627\u0633.<\/p>\n<\/details>\n<\/section>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c RAG \u062f\u0627\u062e\u0644\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0641\u064a \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0642\u0628\u0644 \u0627\u0644\u0646\u0634\u0631\u060c \u0645\u0639 \u0634\u0631\u062d \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0648\u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a.<\/p>\n","protected":false},"author":1,"featured_media":395,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[72],"tags":[],"class_list":["post-402","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-seo-ai-search-ar"],"wpml_language":"ar","wpml_translation_of":{"en":400,"es":401,"ru":397,"uk":399,"zh-hans":403},"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.8 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c RAG \u062f\u0627\u062e\u0644\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0641\u064a \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0642\u0628\u0644 \u0627\u0644\u0646\u0634\u0631\u060c \u0645\u0639 \u0634\u0631\u062d \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0648\u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a.\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"udm_admin\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/unidragonsmedia.com\/ar\/blog\/synthetic-benchmarking-ai-visibility-rag-prototype\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.8\" \/>\n\t\t<meta property=\"og:locale\" content=\"ar_AR\" \/>\n\t\t<meta property=\"og:site_name\" content=\"Uni Dragons Media - Global Affiliate Solutions for Digital Products\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"\u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0643\u064a\u0641 \u062a\u0628\u0646\u064a \u062f\u0648\u0631 \u0627\u0644\u0646\u0634\u0631 \u0646\u0645\u0648\u0630\u062c RAG \u062f\u0627\u062e\u0644\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0642\u062a\u0628\u0627\u0633 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 - Uni Dragons Media\" \/>\n\t\t<meta property=\"og:description\" content=\"\u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c RAG \u062f\u0627\u062e\u0644\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0641\u064a \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0642\u0628\u0644 \u0627\u0644\u0646\u0634\u0631\u060c \u0645\u0639 \u0634\u0631\u062d \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0648\u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a.\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/unidragonsmedia.com\/ar\/blog\/synthetic-benchmarking-ai-visibility-rag-prototype\/\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2026-08-10T15:27:28+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2026-08-10T15:27:28+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:title\" content=\"\u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0643\u064a\u0641 \u062a\u0628\u0646\u064a \u062f\u0648\u0631 \u0627\u0644\u0646\u0634\u0631 \u0646\u0645\u0648\u0630\u062c RAG \u062f\u0627\u062e\u0644\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0642\u062a\u0628\u0627\u0633 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 - Uni Dragons Media\" \/>\n\t\t<meta name=\"twitter:description\" content=\"\u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c RAG \u062f\u0627\u062e\u0644\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0641\u064a \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0642\u0628\u0644 \u0627\u0644\u0646\u0634\u0631\u060c \u0645\u0639 \u0634\u0631\u062d \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0648\u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a.\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"BlogPosting\",\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/blog\\\/synthetic-benchmarking-ai-visibility-rag-prototype\\\/#blogposting\",\"name\":\"\\u0627\\u0644\\u0645\\u0639\\u064a\\u0627\\u0631 \\u0627\\u0644\\u0635\\u0646\\u0627\\u0639\\u064a \\u0644\\u0631\\u0624\\u064a\\u0629 \\u0627\\u0644\\u0630\\u0643\\u0627\\u0621 \\u0627\\u0644\\u0627\\u0635\\u0637\\u0646\\u0627\\u0639\\u064a: \\u0643\\u064a\\u0641 \\u062a\\u0628\\u0646\\u064a \\u062f\\u0648\\u0631 \\u0627\\u0644\\u0646\\u0634\\u0631 \\u0646\\u0645\\u0648\\u0630\\u062c RAG \\u062f\\u0627\\u062e\\u0644\\u064a \\u0644\\u0627\\u062e\\u062a\\u0628\\u0627\\u0631 \\u0642\\u0627\\u0628\\u0644\\u064a\\u0629 \\u0627\\u0642\\u062a\\u0628\\u0627\\u0633 \\u0627\\u0644\\u0645\\u062d\\u062a\\u0648\\u0649 - Uni Dragons Media\",\"headline\":\"\\u0627\\u0644\\u0645\\u0639\\u064a\\u0627\\u0631 \\u0627\\u0644\\u0635\\u0646\\u0627\\u0639\\u064a \\u0644\\u0631\\u0624\\u064a\\u0629 \\u0627\\u0644\\u0630\\u0643\\u0627\\u0621 \\u0627\\u0644\\u0627\\u0635\\u0637\\u0646\\u0627\\u0639\\u064a: \\u0643\\u064a\\u0641 \\u062a\\u0628\\u0646\\u064a \\u062f\\u0648\\u0631 \\u0627\\u0644\\u0646\\u0634\\u0631 \\u0646\\u0645\\u0648\\u0630\\u062c RAG \\u062f\\u0627\\u062e\\u0644\\u064a \\u0644\\u0627\\u062e\\u062a\\u0628\\u0627\\u0631 \\u0642\\u0627\\u0628\\u0644\\u064a\\u0629 \\u0627\\u0642\\u062a\\u0628\\u0627\\u0633 \\u0627\\u0644\\u0645\\u062d\\u062a\\u0648\\u0649\",\"author\":{\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/blog\\\/author\\\/udm_admin\\\/#author\"},\"publisher\":{\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/#organization\"},\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/unidragonsmedia.com\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/cover-9.png\",\"width\":1536,\"height\":1024},\"datePublished\":\"2026-08-10T17:27:28+02:00\",\"dateModified\":\"2026-08-10T17:27:28+02:00\",\"inLanguage\":\"ar\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/blog\\\/synthetic-benchmarking-ai-visibility-rag-prototype\\\/#webpage\"},\"isPartOf\":{\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/blog\\\/synthetic-benchmarking-ai-visibility-rag-prototype\\\/#webpage\"},\"articleSection\":\"\\u0627\\u0644\\u0633\\u064a\\u0648 \\u0648\\u0627\\u0644\\u0628\\u062d\\u062b \\u0628\\u0627\\u0644\\u0630\\u0643\\u0627\\u0621 \\u0627\\u0644\\u0627\\u0635\\u0637\\u0646\\u0627\\u0639\\u064a, \\u0627\\u062e\\u062a\\u064a\\u0627\\u0631\\u064a\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/blog\\\/synthetic-benchmarking-ai-visibility-rag-prototype\\\/#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/blog\\\/category\\\/seo-ai-search-ar\\\/#listItem\",\"name\":\"\\u0627\\u0644\\u0633\\u064a\\u0648 \\u0648\\u0627\\u0644\\u0628\\u062d\\u062b \\u0628\\u0627\\u0644\\u0630\\u0643\\u0627\\u0621 \\u0627\\u0644\\u0627\\u0635\\u0637\\u0646\\u0627\\u0639\\u064a\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/blog\\\/category\\\/seo-ai-search-ar\\\/#listItem\",\"position\":2,\"name\":\"\\u0627\\u0644\\u0633\\u064a\\u0648 \\u0648\\u0627\\u0644\\u0628\\u062d\\u062b \\u0628\\u0627\\u0644\\u0630\\u0643\\u0627\\u0621 \\u0627\\u0644\\u0627\\u0635\\u0637\\u0646\\u0627\\u0639\\u064a\",\"item\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/blog\\\/category\\\/seo-ai-search-ar\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/blog\\\/synthetic-benchmarking-ai-visibility-rag-prototype\\\/#listItem\",\"name\":\"\\u0627\\u0644\\u0645\\u0639\\u064a\\u0627\\u0631 \\u0627\\u0644\\u0635\\u0646\\u0627\\u0639\\u064a \\u0644\\u0631\\u0624\\u064a\\u0629 \\u0627\\u0644\\u0630\\u0643\\u0627\\u0621 \\u0627\\u0644\\u0627\\u0635\\u0637\\u0646\\u0627\\u0639\\u064a: \\u0643\\u064a\\u0641 \\u062a\\u0628\\u0646\\u064a \\u062f\\u0648\\u0631 \\u0627\\u0644\\u0646\\u0634\\u0631 \\u0646\\u0645\\u0648\\u0630\\u062c RAG \\u062f\\u0627\\u062e\\u0644\\u064a \\u0644\\u0627\\u062e\\u062a\\u0628\\u0627\\u0631 \\u0642\\u0627\\u0628\\u0644\\u064a\\u0629 \\u0627\\u0642\\u062a\\u0628\\u0627\\u0633 \\u0627\\u0644\\u0645\\u062d\\u062a\\u0648\\u0649\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/#listItem\",\"name\":\"Home\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/blog\\\/synthetic-benchmarking-ai-visibility-rag-prototype\\\/#listItem\",\"position\":3,\"name\":\"\\u0627\\u0644\\u0645\\u0639\\u064a\\u0627\\u0631 \\u0627\\u0644\\u0635\\u0646\\u0627\\u0639\\u064a \\u0644\\u0631\\u0624\\u064a\\u0629 \\u0627\\u0644\\u0630\\u0643\\u0627\\u0621 \\u0627\\u0644\\u0627\\u0635\\u0637\\u0646\\u0627\\u0639\\u064a: \\u0643\\u064a\\u0641 \\u062a\\u0628\\u0646\\u064a \\u062f\\u0648\\u0631 \\u0627\\u0644\\u0646\\u0634\\u0631 \\u0646\\u0645\\u0648\\u0630\\u062c RAG \\u062f\\u0627\\u062e\\u0644\\u064a \\u0644\\u0627\\u062e\\u062a\\u0628\\u0627\\u0631 \\u0642\\u0627\\u0628\\u0644\\u064a\\u0629 \\u0627\\u0642\\u062a\\u0628\\u0627\\u0633 \\u0627\\u0644\\u0645\\u062d\\u062a\\u0648\\u0649\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/blog\\\/category\\\/seo-ai-search-ar\\\/#listItem\",\"name\":\"\\u0627\\u0644\\u0633\\u064a\\u0648 \\u0648\\u0627\\u0644\\u0628\\u062d\\u062b \\u0628\\u0627\\u0644\\u0630\\u0643\\u0627\\u0621 \\u0627\\u0644\\u0627\\u0635\\u0637\\u0646\\u0627\\u0639\\u064a\"}}]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/#organization\",\"name\":\"Uni Dragons Media\",\"description\":\"Global Affiliate Solutions for Digital Products\",\"url\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/blog\\\/author\\\/udm_admin\\\/#author\",\"url\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/blog\\\/author\\\/udm_admin\\\/\",\"name\":\"udm_admin\",\"image\":{\"@type\":\"ImageObject\",\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/blog\\\/synthetic-benchmarking-ai-visibility-rag-prototype\\\/#authorImage\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/2e902455ce6ccf3910db5c81af1862394859526e215e7fe7d81fdc36b62bf121?s=96&d=mm&r=g\",\"width\":96,\"height\":96,\"caption\":\"udm_admin\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/blog\\\/synthetic-benchmarking-ai-visibility-rag-prototype\\\/#webpage\",\"url\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/blog\\\/synthetic-benchmarking-ai-visibility-rag-prototype\\\/\",\"name\":\"\\u0627\\u0644\\u0645\\u0639\\u064a\\u0627\\u0631 \\u0627\\u0644\\u0635\\u0646\\u0627\\u0639\\u064a \\u0644\\u0631\\u0624\\u064a\\u0629 \\u0627\\u0644\\u0630\\u0643\\u0627\\u0621 \\u0627\\u0644\\u0627\\u0635\\u0637\\u0646\\u0627\\u0639\\u064a: \\u0643\\u064a\\u0641 \\u062a\\u0628\\u0646\\u064a \\u062f\\u0648\\u0631 \\u0627\\u0644\\u0646\\u0634\\u0631 \\u0646\\u0645\\u0648\\u0630\\u062c RAG \\u062f\\u0627\\u062e\\u0644\\u064a \\u0644\\u0627\\u062e\\u062a\\u0628\\u0627\\u0631 \\u0642\\u0627\\u0628\\u0644\\u064a\\u0629 \\u0627\\u0642\\u062a\\u0628\\u0627\\u0633 \\u0627\\u0644\\u0645\\u062d\\u062a\\u0648\\u0649 - Uni Dragons Media\",\"description\":\"\\u062f\\u0644\\u064a\\u0644 \\u0634\\u0627\\u0645\\u0644 \\u0644\\u0628\\u0646\\u0627\\u0621 \\u0646\\u0645\\u0648\\u0630\\u062c RAG \\u062f\\u0627\\u062e\\u0644\\u064a \\u0644\\u0627\\u062e\\u062a\\u0628\\u0627\\u0631 \\u0631\\u0624\\u064a\\u0629 \\u0627\\u0644\\u0645\\u062d\\u062a\\u0648\\u0649 \\u0641\\u064a \\u0645\\u062d\\u0631\\u0643\\u0627\\u062a \\u0627\\u0644\\u0630\\u0643\\u0627\\u0621 \\u0627\\u0644\\u0627\\u0635\\u0637\\u0646\\u0627\\u0639\\u064a \\u0642\\u0628\\u0644 \\u0627\\u0644\\u0646\\u0634\\u0631\\u060c \\u0645\\u0639 \\u0634\\u0631\\u062d \\u0627\\u0644\\u0645\\u0639\\u0645\\u0627\\u0631\\u064a\\u0629 \\u0648\\u0627\\u0644\\u0645\\u0642\\u0627\\u064a\\u064a\\u0633 \\u0648\\u0627\\u0644\\u0623\\u062f\\u0648\\u0627\\u062a.\",\"inLanguage\":\"ar\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/blog\\\/synthetic-benchmarking-ai-visibility-rag-prototype\\\/#breadcrumblist\"},\"author\":{\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/blog\\\/author\\\/udm_admin\\\/#author\"},\"creator\":{\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/blog\\\/author\\\/udm_admin\\\/#author\"},\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/unidragonsmedia.com\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/cover-9.png\",\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/blog\\\/synthetic-benchmarking-ai-visibility-rag-prototype\\\/#mainImage\",\"width\":1536,\"height\":1024},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/blog\\\/synthetic-benchmarking-ai-visibility-rag-prototype\\\/#mainImage\"},\"datePublished\":\"2026-08-10T17:27:28+02:00\",\"dateModified\":\"2026-08-10T17:27:28+02:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/#website\",\"url\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/\",\"name\":\"Uni Dragons Media\",\"description\":\"Global Affiliate Solutions for Digital Products\",\"inLanguage\":\"ar\",\"publisher\":{\"@id\":\"https:\\\/\\\/unidragonsmedia.com\\\/ar\\\/#organization\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"\u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0643\u064a\u0641 \u062a\u0628\u0646\u064a \u062f\u0648\u0631 \u0627\u0644\u0646\u0634\u0631 \u0646\u0645\u0648\u0630\u062c RAG \u062f\u0627\u062e\u0644\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0642\u062a\u0628\u0627\u0633 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 - Uni Dragons Media","description":"\u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c RAG \u062f\u0627\u062e\u0644\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0641\u064a \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0642\u0628\u0644 \u0627\u0644\u0646\u0634\u0631\u060c \u0645\u0639 \u0634\u0631\u062d \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0648\u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a.","canonical_url":"https:\/\/unidragonsmedia.com\/ar\/blog\/synthetic-benchmarking-ai-visibility-rag-prototype\/","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"BlogPosting","@id":"https:\/\/unidragonsmedia.com\/ar\/blog\/synthetic-benchmarking-ai-visibility-rag-prototype\/#blogposting","name":"\u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0643\u064a\u0641 \u062a\u0628\u0646\u064a \u062f\u0648\u0631 \u0627\u0644\u0646\u0634\u0631 \u0646\u0645\u0648\u0630\u062c RAG \u062f\u0627\u062e\u0644\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0642\u062a\u0628\u0627\u0633 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 - Uni Dragons Media","headline":"\u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0643\u064a\u0641 \u062a\u0628\u0646\u064a \u062f\u0648\u0631 \u0627\u0644\u0646\u0634\u0631 \u0646\u0645\u0648\u0630\u062c RAG \u062f\u0627\u062e\u0644\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0642\u062a\u0628\u0627\u0633 \u0627\u0644\u0645\u062d\u062a\u0648\u0649","author":{"@id":"https:\/\/unidragonsmedia.com\/ar\/blog\/author\/udm_admin\/#author"},"publisher":{"@id":"https:\/\/unidragonsmedia.com\/ar\/#organization"},"image":{"@type":"ImageObject","url":"https:\/\/unidragonsmedia.com\/wp-content\/uploads\/2026\/08\/cover-9.png","width":1536,"height":1024},"datePublished":"2026-08-10T17:27:28+02:00","dateModified":"2026-08-10T17:27:28+02:00","inLanguage":"ar","mainEntityOfPage":{"@id":"https:\/\/unidragonsmedia.com\/ar\/blog\/synthetic-benchmarking-ai-visibility-rag-prototype\/#webpage"},"isPartOf":{"@id":"https:\/\/unidragonsmedia.com\/ar\/blog\/synthetic-benchmarking-ai-visibility-rag-prototype\/#webpage"},"articleSection":"\u0627\u0644\u0633\u064a\u0648 \u0648\u0627\u0644\u0628\u062d\u062b \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a, \u0627\u062e\u062a\u064a\u0627\u0631\u064a"},{"@type":"BreadcrumbList","@id":"https:\/\/unidragonsmedia.com\/ar\/blog\/synthetic-benchmarking-ai-visibility-rag-prototype\/#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https:\/\/unidragonsmedia.com\/ar\/#listItem","position":1,"name":"Home","item":"https:\/\/unidragonsmedia.com\/ar\/","nextItem":{"@type":"ListItem","@id":"https:\/\/unidragonsmedia.com\/ar\/blog\/category\/seo-ai-search-ar\/#listItem","name":"\u0627\u0644\u0633\u064a\u0648 \u0648\u0627\u0644\u0628\u062d\u062b \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a"}},{"@type":"ListItem","@id":"https:\/\/unidragonsmedia.com\/ar\/blog\/category\/seo-ai-search-ar\/#listItem","position":2,"name":"\u0627\u0644\u0633\u064a\u0648 \u0648\u0627\u0644\u0628\u062d\u062b \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a","item":"https:\/\/unidragonsmedia.com\/ar\/blog\/category\/seo-ai-search-ar\/","nextItem":{"@type":"ListItem","@id":"https:\/\/unidragonsmedia.com\/ar\/blog\/synthetic-benchmarking-ai-visibility-rag-prototype\/#listItem","name":"\u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0643\u064a\u0641 \u062a\u0628\u0646\u064a \u062f\u0648\u0631 \u0627\u0644\u0646\u0634\u0631 \u0646\u0645\u0648\u0630\u062c RAG \u062f\u0627\u062e\u0644\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0642\u062a\u0628\u0627\u0633 \u0627\u0644\u0645\u062d\u062a\u0648\u0649"},"previousItem":{"@type":"ListItem","@id":"https:\/\/unidragonsmedia.com\/ar\/#listItem","name":"Home"}},{"@type":"ListItem","@id":"https:\/\/unidragonsmedia.com\/ar\/blog\/synthetic-benchmarking-ai-visibility-rag-prototype\/#listItem","position":3,"name":"\u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0643\u064a\u0641 \u062a\u0628\u0646\u064a \u062f\u0648\u0631 \u0627\u0644\u0646\u0634\u0631 \u0646\u0645\u0648\u0630\u062c RAG \u062f\u0627\u062e\u0644\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0642\u062a\u0628\u0627\u0633 \u0627\u0644\u0645\u062d\u062a\u0648\u0649","previousItem":{"@type":"ListItem","@id":"https:\/\/unidragonsmedia.com\/ar\/blog\/category\/seo-ai-search-ar\/#listItem","name":"\u0627\u0644\u0633\u064a\u0648 \u0648\u0627\u0644\u0628\u062d\u062b \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a"}}]},{"@type":"Organization","@id":"https:\/\/unidragonsmedia.com\/ar\/#organization","name":"Uni Dragons Media","description":"Global Affiliate Solutions for Digital Products","url":"https:\/\/unidragonsmedia.com\/ar\/"},{"@type":"Person","@id":"https:\/\/unidragonsmedia.com\/ar\/blog\/author\/udm_admin\/#author","url":"https:\/\/unidragonsmedia.com\/ar\/blog\/author\/udm_admin\/","name":"udm_admin","image":{"@type":"ImageObject","@id":"https:\/\/unidragonsmedia.com\/ar\/blog\/synthetic-benchmarking-ai-visibility-rag-prototype\/#authorImage","url":"https:\/\/secure.gravatar.com\/avatar\/2e902455ce6ccf3910db5c81af1862394859526e215e7fe7d81fdc36b62bf121?s=96&d=mm&r=g","width":96,"height":96,"caption":"udm_admin"}},{"@type":"WebPage","@id":"https:\/\/unidragonsmedia.com\/ar\/blog\/synthetic-benchmarking-ai-visibility-rag-prototype\/#webpage","url":"https:\/\/unidragonsmedia.com\/ar\/blog\/synthetic-benchmarking-ai-visibility-rag-prototype\/","name":"\u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0643\u064a\u0641 \u062a\u0628\u0646\u064a \u062f\u0648\u0631 \u0627\u0644\u0646\u0634\u0631 \u0646\u0645\u0648\u0630\u062c RAG \u062f\u0627\u062e\u0644\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0642\u062a\u0628\u0627\u0633 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 - Uni Dragons Media","description":"\u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c RAG \u062f\u0627\u062e\u0644\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0641\u064a \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0642\u0628\u0644 \u0627\u0644\u0646\u0634\u0631\u060c \u0645\u0639 \u0634\u0631\u062d \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0648\u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a.","inLanguage":"ar","isPartOf":{"@id":"https:\/\/unidragonsmedia.com\/ar\/#website"},"breadcrumb":{"@id":"https:\/\/unidragonsmedia.com\/ar\/blog\/synthetic-benchmarking-ai-visibility-rag-prototype\/#breadcrumblist"},"author":{"@id":"https:\/\/unidragonsmedia.com\/ar\/blog\/author\/udm_admin\/#author"},"creator":{"@id":"https:\/\/unidragonsmedia.com\/ar\/blog\/author\/udm_admin\/#author"},"image":{"@type":"ImageObject","url":"https:\/\/unidragonsmedia.com\/wp-content\/uploads\/2026\/08\/cover-9.png","@id":"https:\/\/unidragonsmedia.com\/ar\/blog\/synthetic-benchmarking-ai-visibility-rag-prototype\/#mainImage","width":1536,"height":1024},"primaryImageOfPage":{"@id":"https:\/\/unidragonsmedia.com\/ar\/blog\/synthetic-benchmarking-ai-visibility-rag-prototype\/#mainImage"},"datePublished":"2026-08-10T17:27:28+02:00","dateModified":"2026-08-10T17:27:28+02:00"},{"@type":"WebSite","@id":"https:\/\/unidragonsmedia.com\/ar\/#website","url":"https:\/\/unidragonsmedia.com\/ar\/","name":"Uni Dragons Media","description":"Global Affiliate Solutions for Digital Products","inLanguage":"ar","publisher":{"@id":"https:\/\/unidragonsmedia.com\/ar\/#organization"}}]},"og:locale":"ar_AR","og:site_name":"Uni Dragons Media - Global Affiliate Solutions for Digital Products","og:type":"article","og:title":"\u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0643\u064a\u0641 \u062a\u0628\u0646\u064a \u062f\u0648\u0631 \u0627\u0644\u0646\u0634\u0631 \u0646\u0645\u0648\u0630\u062c RAG \u062f\u0627\u062e\u0644\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0642\u062a\u0628\u0627\u0633 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 - Uni Dragons Media","og:description":"\u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c RAG \u062f\u0627\u062e\u0644\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0641\u064a \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0642\u0628\u0644 \u0627\u0644\u0646\u0634\u0631\u060c \u0645\u0639 \u0634\u0631\u062d \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0648\u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a.","og:url":"https:\/\/unidragonsmedia.com\/ar\/blog\/synthetic-benchmarking-ai-visibility-rag-prototype\/","article:published_time":"2026-08-10T15:27:28+00:00","article:modified_time":"2026-08-10T15:27:28+00:00","twitter:card":"summary_large_image","twitter:title":"\u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0643\u064a\u0641 \u062a\u0628\u0646\u064a \u062f\u0648\u0631 \u0627\u0644\u0646\u0634\u0631 \u0646\u0645\u0648\u0630\u062c RAG \u062f\u0627\u062e\u0644\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0642\u062a\u0628\u0627\u0633 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 - Uni Dragons Media","twitter:description":"\u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c RAG \u062f\u0627\u062e\u0644\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0641\u064a \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0642\u0628\u0644 \u0627\u0644\u0646\u0634\u0631\u060c \u0645\u0639 \u0634\u0631\u062d \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0648\u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a."},"aioseo_meta_data":{"post_id":"402","title":null,"description":null,"keywords":null,"keyphrases":null,"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_custom_url":null,"og_image_custom_fields":null,"og_image_url":null,"og_image_width":null,"og_image_height":null,"og_video":null,"og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_image_url":null,"twitter_title":null,"twitter_description":null,"schema_type":"default","schema_type_options":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"","isEnabled":true},"graphs":[]},"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":null,"robots_max_videopreview":null,"robots_max_imagepreview":"large","priority":null,"frequency":null,"local_seo":null,"limit_modified_date":false,"ai":null,"breadcrumb_settings":null,"seo_analyzer_scan_date":null,"created":"2026-08-12 01:12:55","updated":"2026-08-12 01:12:55"},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/unidragonsmedia.com\/ar\/\" title=\"Home\">Home<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/unidragonsmedia.com\/ar\/blog\/category\/seo-ai-search-ar\/\" title=\"\u0627\u0644\u0633\u064a\u0648 \u0648\u0627\u0644\u0628\u062d\u062b \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\">\u0627\u0644\u0633\u064a\u0648 \u0648\u0627\u0644\u0628\u062d\u062b \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t\u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0643\u064a\u0641 \u062a\u0628\u0646\u064a \u062f\u0648\u0631 \u0627\u0644\u0646\u0634\u0631 \u0646\u0645\u0648\u0630\u062c RAG \u062f\u0627\u062e\u0644\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0642\u062a\u0628\u0627\u0633 \u0627\u0644\u0645\u062d\u062a\u0648\u0649\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/unidragonsmedia.com\/ar\/"},{"label":"\u0627\u0644\u0633\u064a\u0648 \u0648\u0627\u0644\u0628\u062d\u062b \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a","link":"https:\/\/unidragonsmedia.com\/ar\/blog\/category\/seo-ai-search-ar\/"},{"label":"\u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0643\u064a\u0641 \u062a\u0628\u0646\u064a \u062f\u0648\u0631 \u0627\u0644\u0646\u0634\u0631 \u0646\u0645\u0648\u0630\u062c RAG \u062f\u0627\u062e\u0644\u064a \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0642\u062a\u0628\u0627\u0633 \u0627\u0644\u0645\u062d\u062a\u0648\u0649","link":"https:\/\/unidragonsmedia.com\/ar\/blog\/synthetic-benchmarking-ai-visibility-rag-prototype\/"}],"_links":{"self":[{"href":"https:\/\/unidragonsmedia.com\/ar\/wp-json\/wp\/v2\/posts\/402","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/unidragonsmedia.com\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/unidragonsmedia.com\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/unidragonsmedia.com\/ar\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/unidragonsmedia.com\/ar\/wp-json\/wp\/v2\/comments?post=402"}],"version-history":[{"count":0,"href":"https:\/\/unidragonsmedia.com\/ar\/wp-json\/wp\/v2\/posts\/402\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/unidragonsmedia.com\/ar\/wp-json\/wp\/v2\/media\/395"}],"wp:attachment":[{"href":"https:\/\/unidragonsmedia.com\/ar\/wp-json\/wp\/v2\/media?parent=402"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/unidragonsmedia.com\/ar\/wp-json\/wp\/v2\/categories?post=402"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/unidragonsmedia.com\/ar\/wp-json\/wp\/v2\/tags?post=402"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}