\u0644\u0645\u0627\u0630\u0627 \u062a\u0641\u0634\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/a> \u0636\u0631\u0648\u0631\u064a \u0644\u062a\u062c\u0646\u0628 \u0647\u0630\u0647 \u0627\u0644\u0645\u0637\u0628\u0627\u062a.<\/p>\n\n\n\n\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0642\u062f\u064a\u0645\u0629<\/h3>\n\n\n\n
\u062a\u0639\u062a\u0645\u062f \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0639\u0644\u0649 \u0623\u0646\u0638\u0645\u0629 \u0642\u062f\u064a\u0645\u0629 \u064a\u0635\u0639\u0628 \u062f\u0645\u062c\u0647\u0627 \u0645\u0639 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062d\u062f\u064a\u062b\u0629. \u064a\u062a\u0637\u0644\u0628 \u0646\u0634\u0631 RAG \u0627\u062a\u0635\u0627\u0644\u0627\u064b \u0633\u0644\u0633\u064b\u0627 \u0628\u064a\u0646 \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a\u060c \u0648\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631 (LLM)\u060c \u0648\u0623\u0646\u0638\u0645\u0629 \u0625\u062f\u0627\u0631\u0629 \u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 (CRM) \u0648\u0623\u0646\u0638\u0645\u0629 \u0625\u062f\u0627\u0631\u0629 \u0645\u062d\u0627\u0641\u0638 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 (PMS) \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u0635\u0631\u0641\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u062d\u0627\u0644\u064a\u0629. \u062a\u0639\u0627\u0644\u062c InvestGlass \u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u062f\u064a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0648\u0641\u064a\u0631 \u0645\u0646\u0635\u0629 \u0645\u0648\u062d\u062f\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (APIs) \u0648\u0627\u0644\u062a\u064a \u062a\u0628\u0633\u0637 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0648\u062a\u062f\u0641\u0642 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n\n\n\n
\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0648\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062d\u0648\u0633\u0628\u0629<\/h3>\n\n\n\n
\u064a\u062a\u0637\u0644\u0628 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0648\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0629 \u0642\u062f\u0631\u0629 \u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0643\u0628\u064a\u0631\u0629\u060c \u0648\u0647\u0648 \u0645\u0627 \u0642\u062f \u064a\u0643\u0648\u0646 \u0645\u0643\u0644\u0641\u064b\u0627. \u064a\u062c\u0628 \u0639\u0644\u0649 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0625\u062f\u0627\u0631\u0629 \u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u0646\u064a\u062a\u0647\u0627 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0628\u0639\u0646\u0627\u064a\u0629 \u0648\u062a\u062d\u0633\u064a\u0646 \u0628\u0646\u064a\u0629 RAG \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0627 \u0644\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0643\u0641\u0627\u0621\u0629. \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0627\u0639\u062f \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0644\u062a\u062e\u0632\u064a\u0646 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 \u0641\u064a \u062a\u0642\u0644\u064a\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0648\u062a\u062d\u0633\u064a\u0646 \u0623\u0648\u0642\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629.<\/p>\n\n\n\n
\u0636\u0645\u0627\u0646 \u0627\u0644\u0642\u0627\u0628\u0644\u064a\u0629 \u0644\u0644\u062a\u0641\u0633\u064a\u0631 \u0648\u0627\u0644\u062b\u0642\u0629<\/h3>\n\n\n\n
\u0641\u064a \u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0645\u0627\u0644\u064a \u0639\u0627\u0644\u064a \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u060c \u0644\u0627 \u064a\u0643\u0641\u064a \u0623\u0646 \u064a\u0642\u062f\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0625\u062c\u0627\u0628\u0629 \u062f\u0642\u064a\u0642\u0629\u061b \u0628\u0644 \u064a\u062c\u0628 \u0639\u0644\u064a\u0647 \u0623\u064a\u0636\u064b\u0627 \u0634\u0631\u062d \u0643\u064a\u0641\u064a\u0629 \u0648\u0635\u0648\u0644\u0647 \u0625\u0644\u0649 \u062a\u0644\u0643 \u0627\u0644\u0625\u062c\u0627\u0628\u0629. \u064a\u0639\u0645\u0644 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0632\u0632 \u0628\u0627\u0644\u062a\u0648\u0644\u064a\u062f (RAG) \u0628\u0637\u0628\u064a\u0639\u062a\u0647 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u0634\u0631\u062d \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0648\u0641\u064a\u0631 \u0625\u0633\u0646\u0627\u062f \u0627\u0644\u0645\u0635\u0627\u062f\u0631. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u064a\u062c\u0628 \u0639\u0644\u0649 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0634\u0641\u0627\u0641 \u0648\u0645\u0641\u0647\u0648\u0645 \u0644\u0643\u0644 \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u0634\u0627\u0631\u064a\u0646 \u0648\u0627\u0644\u062c\u0647\u0627\u062a \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a\u0629.<\/p>\n\n\n\n
\u0627\u0644\u0639\u0646\u0635\u0631 \u0627\u0644\u0628\u0634\u0631\u064a: \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0643\u062a\u0639\u0632\u064a\u0632\u060c \u0648\u0644\u064a\u0633 \u0643\u0628\u062f\u064a\u0644<\/h2>\n\n\n\n
\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0645\u0630\u0647\u0644\u0629 \u0644\u0640 RAG \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u0648\u0643\u0648\u0644\u060c \u0641\u0645\u0646 \u0627\u0644\u0636\u0631\u0648\u0631\u064a \u0623\u0646 \u0646\u062a\u0630\u0643\u0631 \u0623\u0646 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0645\u0635\u0645\u0645\u0629 \u0644\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0628\u0634\u0631\u064a\u060c \u0648\u0644\u064a\u0633 \u0627\u0633\u062a\u0628\u062f\u0627\u0644\u0647. \u062f\u0648\u0631 \u0627\u0644\u0645\u0633\u062a\u0634\u0627\u0631 \u0627\u0644\u0645\u0627\u0644\u064a \u064a\u062a\u0637\u0648\u0631\u060c \u0644\u0643\u0646\u0647 \u064a\u0638\u0644 \u0644\u0627 \u063a\u0646\u0649 \u0639\u0646\u0647.<\/p>\n\n\n\n
\u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u062a\u0639\u0627\u0637\u0641 \u0648\u0627\u0644\u062d\u0643\u0645<\/h3>\n\n\n\n
\u064a\u062a\u0641\u0648\u0642 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0646\u0645\u0627\u0637\u060c \u0648\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646\u0647 \u064a\u0641\u062a\u0642\u0631 \u0625\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0637\u0641 \u0627\u0644\u0628\u0634\u0631\u064a\u060c \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0639\u0627\u0637\u0641\u064a\u060c \u0648\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u062a\u062e\u0627\u0630 \u0623\u062d\u0643\u0627\u0645 \u062f\u0642\u064a\u0642\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0639\u0648\u0627\u0645\u0644 \u0646\u0648\u0639\u064a\u0629. \u064a\u062d\u062a\u0627\u062c \u0627\u0644\u0639\u0645\u064a\u0644 \u0627\u0644\u0630\u064a \u064a\u0645\u0631 \u0628\u062d\u062f\u062b \u0643\u0628\u064a\u0631 \u0641\u064a \u062d\u064a\u0627\u062a\u0647 \u0645\u062b\u0644 \u0627\u0644\u0637\u0644\u0627\u0642\u060c \u0623\u0648 \u0628\u064a\u0639 \u0639\u0645\u0644 \u062a\u062c\u0627\u0631\u064a\u060c \u0623\u0648 \u0627\u0644\u0645\u064a\u0631\u0627\u062b \u0625\u0644\u0649 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0645\u062c\u0631\u062f \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0633\u062a\u062b\u0645\u0627\u0631\u064a\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0641\u0647\u0648 \u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0645\u0633\u062a\u0634\u0627\u0631 \u064a\u0645\u0643\u0646\u0647 \u0641\u0647\u0645 \u062d\u0627\u0644\u062a\u0647 \u0627\u0644\u0639\u0627\u0637\u0641\u064a\u0629\u060c \u0648\u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0637\u0645\u0623\u0646\u064a\u0646\u0629\u060c \u0648\u062a\u0643\u064a\u064a\u0641 \u062e\u0637\u062a\u0647 \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0645\u0639 \u0638\u0631\u0648\u0641\u0647 \u0627\u0644\u0634\u062e\u0635\u064a\u0629 \u0627\u0644\u0641\u0631\u064a\u062f\u0629.<\/p>\n\n\n\n
\u0645\u0633\u062a\u0634\u0627\u0631 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644<\/h3>\n\n\n\n
\u0633\u064a\u0643\u0648\u0646 \u0645\u0633\u062a\u0634\u0627\u0631 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u201c\u0645\u0633\u062a\u0634\u0627\u0631\u064b\u0627 \u0633\u064a\u0628\u0631\u0627\u0646\u064a\u064b\u0627\u201d \u0648\u0647\u0648 \u0645\u062d\u062a\u0631\u0641 \u064a\u0633\u062a\u0641\u064a\u062f \u0645\u0646 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062b\u0644 InvestGlass Copilot \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0643\u0645\u064a\u0629 \u0627\u0644\u0634\u0627\u0642\u0629\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0644\u0647 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u062c\u0648\u0627\u0646\u0628 \u0627\u0644\u0646\u0648\u0639\u064a\u0629 \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062b\u0631\u0648\u0627\u062a. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 RAG \u0644\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0623\u0628\u062d\u0627\u062b\u060c \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644\u060c \u0648\u0627\u0644\u062a\u0648\u0627\u0635\u0644\u0627\u062a \u0627\u0644\u0631\u0648\u062a\u064a\u0646\u064a\u0629 \u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0633\u062a\u0634\u0627\u0631\u064a\u0646 \u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0648\u0642\u062a \u0644\u0628\u0646\u0627\u0621 \u0639\u0644\u0627\u0642\u0627\u062a \u0639\u0645\u064a\u0642\u0629 \u0648\u0645\u0648\u062b\u0648\u0642\u0629 \u0645\u0639 \u0639\u0645\u0644\u0627\u0626\u0647\u0645.<\/p>\n\n\n\n
\u0627\u0644\u0627\u0633\u062a\u0639\u062f\u0627\u062f \u0644\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h2>\n\n\n\n
\u0625\u0646 \u062f\u0645\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062a\u0642\u0646\u064a\u0629 RAG \u0644\u064a\u0633 \u0645\u062c\u0631\u062f \u0627\u062a\u062c\u0627\u0647 \u0639\u0627\u0628\u0631\u060c \u0628\u0644 \u0647\u0648 \u062a\u062d\u0648\u0644 \u062c\u0648\u0647\u0631\u064a \u0641\u064a \u0635\u0646\u0627\u0639\u0629 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629. \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0641\u0634\u0644 \u0641\u064a \u062a\u0628\u0646\u064a \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u062a\u062e\u0627\u0637\u0631 \u0628\u0627\u0644\u062a\u062e\u0644\u0641 \u0639\u0646 \u0645\u0646\u0627\u0641\u0633\u064a\u0647\u0627. \u0644\u0644\u0627\u0633\u062a\u0639\u062f\u0627\u062f \u0644\u0647\u0630\u0627 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0630\u064a \u064a\u0642\u0648\u062f\u0647 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u064a\u062c\u0628 \u0639\u0644\u0649 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u0646\u0638\u0631 \u0641\u064a \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n\n\n\n
1. \u062a\u0642\u064a\u064a\u0645 \u062c\u0627\u0647\u0632\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u062a\u0642\u064a\u064a\u0645 \u062c\u0648\u062f\u0629 \u0648\u0647\u064a\u0643\u0644\u0629 \u0648\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629. \u062a\u0637\u0628\u064a\u0642 \u0623\u0637\u0631 \u062d\u0648\u0643\u0645\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0636\u0645\u0627\u0646 \u062c\u0627\u0647\u0632\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>\n\n\n\n
2. \u062a\u062d\u062f\u064a\u062f \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0630\u0627\u062a \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629: \u0627\u0628\u062f\u0623 \u0628\u062d\u0627\u0644\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062d\u062f\u062f\u0629 \u0648\u0630\u0627\u062a \u062a\u0623\u062b\u064a\u0631 \u0643\u0628\u064a\u0631\u060c \u0645\u062b\u0644 \u0623\u062a\u0645\u062a\u0629 \u0636\u0645 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0623\u0648 \u062a\u0639\u0632\u064a\u0632 \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0645\u062d\u0641\u0638\u0629.<\/p>\n\n\n\n
3. \u0625\u0639\u0637\u0627\u0621 \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0629 \u0644\u0644\u0623\u0645\u0646 \u0648\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644: \u0627\u062e\u062a\u0631 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u064a \u062a\u0639\u0637\u064a \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0629 \u0644\u0633\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a. \u062a\u0623\u0643\u062f \u0645\u0646 \u0628\u0642\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0622\u0645\u0646\u0629 \u0648\u0639\u062f\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0639\u0627\u0645\u0629.<\/p>\n\n\n\n
4. \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u063a\u064a\u064a\u0631: \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u062f\u0627\u0629 \u0644\u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0645\u0633\u062a\u0634\u0627\u0631\u064a\u0646 \u0627\u0644\u0628\u0634\u0631\u064a\u064a\u0646\u060c \u0648\u0644\u064a\u0633 \u0627\u0633\u062a\u0628\u062f\u0627\u0644\u0647\u0645. \u0627\u0633\u062a\u062b\u0645\u0631 \u0641\u064a \u0628\u0631\u0627\u0645\u062c \u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u0645\u0648\u0638\u0641\u064a\u0646 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0629 \"RAG\" \u0628\u0641\u0639\u0627\u0644\u064a\u0629.<\/p>\n\n\n\n
\u062e\u0627\u062a\u0645\u0629: \u062a\u062d\u0648\u0644 \u0646\u0645\u0648\u0630\u062c\u064a \u0641\u064a \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062b\u0631\u0648\u0627\u062a<\/h2>\n\n\n\n
\u064a\u0645\u062b\u0644 \u062f\u0645\u062c \u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u0645\u0639\u0632\u0632 \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 (RAG) \u0641\u064a \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u062a\u062d\u0648\u0644\u064b\u0627 \u0646\u0645\u0648\u0630\u062c\u064a\u064b\u0627 \u062d\u0642\u064a\u0642\u064a\u064b\u0627. \u0625\u0646\u0647 \u064a\u062f\u0641\u0639 \u0627\u0644\u0635\u0646\u0627\u0639\u0629 \u0625\u0644\u0649 \u0645\u0627 \u0648\u0631\u0627\u0621 \u0642\u064a\u0648\u062f \u0648\u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0646\u0647\u062c\u064b\u0627 \u0622\u0645\u0646\u064b\u0627 \u0648\u062f\u0642\u064a\u0642\u064b\u0627 \u0648\u0645\u0631\u062a\u0628\u0637\u064b\u0627 \u0628\u0627\u0644\u0633\u064a\u0627\u0642 \u0628\u062f\u0631\u062c\u0629 \u0639\u0627\u0644\u064a\u0629 \u0641\u064a\u0645\u0627 \u064a\u062a\u0639\u0644\u0642 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>\n\n\n\n
\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 InvestGlass\u060c \u0641\u0625\u0646 RAG \u0647\u0648 \u0627\u0644\u0645\u062d\u0631\u0643 \u0627\u0644\u0630\u064a \u064a\u0634\u063a\u0644 \u062d\u0642\u0628\u0629 \u062c\u062f\u064a\u062f\u0629 \u0645\u0646 \u0625\u062f\u0627\u0631\u0629 \u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0633\u064a\u0627\u062f\u064a\u0629 \u0648\u0627\u0644\u0630\u0643\u064a\u0629. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0631\u0633\u064a\u062e \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0644\u0643\u064a\u0629 \u0627\u0644\u0645\u0648\u062b\u0642\u0629\u060c \u062a\u0645\u0643\u0651\u0646 InvestGlass \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0645\u0646 \u0623\u062a\u0645\u062a\u0629 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u0639\u0642\u062f\u060c \u0648\u062a\u0642\u062f\u064a\u0645 \u062a\u062c\u0627\u0631\u0628 \u0639\u0645\u0644\u0627\u0621 \u0641\u0627\u0626\u0642\u0629 \u0627\u0644\u062a\u062e\u0635\u064a\u0635\u060c \u0648\u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0623\u0639\u0644\u0649 \u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a.<\/p>\n\n\n\n
\u0628\u064a\u0646\u0645\u0627 \u0646\u062a\u0637\u0644\u0639 \u0625\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u060c \u0641\u0625\u0646 \u0627\u0644\u062a\u0637\u0648\u0631 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0644\u0640 RAG \u0645\u0646 \u0645\u0639\u0645\u0627\u0631\u064a\u0627\u062a \u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u0646\u0645\u0637\u064a\u0629 \u0625\u0644\u0649 Graph RAG \u0648\u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0648\u0643\u064a\u0644 \u064a\u0639\u062f \u0628\u0641\u062a\u062d \u0642\u064a\u0645\u0629 \u0623\u0643\u0628\u0631. \u0633\u062a\u0643\u0648\u0646 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0628\u0646\u0649 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a\u060c \u0645\u0639 \u0625\u0639\u0637\u0627\u0621 \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0629 \u0644\u0633\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u0629 \u0627\u0644\u0645\u0631\u062a\u0643\u0632\u0629 \u0639\u0644\u0649 \u0627\u0644\u0625\u0646\u0633\u0627\u0646\u060c \u0647\u064a \u0627\u0644\u062a\u064a \u062a\u0632\u062f\u0647\u0631 \u0641\u064a \u0627\u0644\u0645\u0634\u0647\u062f \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a \u0644\u0644\u063a\u062f. \u0644\u0645 \u062a\u0639\u062f \u062b\u0648\u0631\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u062a\u0645\u0648\u064a\u0644 \u0648\u0639\u062f\u064b\u0627 \u0628\u0639\u064a\u062f \u0627\u0644\u0645\u0646\u0627\u0644\u061b \u0641\u0645\u0639 RAG\u060c \u0623\u0635\u0628\u062d\u062a \u062d\u0642\u064a\u0642\u0629 \u0648\u0627\u0642\u0639\u0629\u060c \u0648 InvestGlass \u062a\u062a\u0635\u062f\u0631 \u0627\u0644\u0645\u0634\u0647\u062f.<\/p>\n\n\n\n
\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 (FAQs)<\/h2>\n\n\n\n
\u0645\u0627 \u0647\u0648 \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u0628\u064a\u0646 RAG \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u061f<\/p>\n\n\n\n
\u062a\u0624\u0635\u0644 RAG \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062d\u062f\u062f\u0629 \u0648\u0645\u0648\u062b\u0642\u0629. \u0641\u0628\u064a\u0646\u0645\u0627 \u064a\u0639\u062a\u0645\u062f \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0627\u0644\u0642\u064a\u0627\u0633\u064a \u0639\u0644\u0649 \u0645\u0639\u0631\u0641\u062a\u0647 \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0641\u0642\u0637\u060c \u0648\u0627\u0644\u062a\u064a \u0642\u062f \u062a\u0643\u0648\u0646 \u0642\u062f\u064a\u0645\u0629 \u0623\u0648 \u063a\u064a\u0631 \u062f\u0642\u064a\u0642\u0629\u060c \u064a\u0642\u0648\u0645 RAG \u0628\u0627\u0633\u062a\u0631\u062f\u0627\u062f \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u0645\u0646 \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0622\u0645\u0646\u0629 \u0648\u062e\u0627\u0635\u0629 \u0642\u0628\u0644 \u0625\u0646\u0634\u0627\u0621 \u0625\u062c\u0627\u0628\u0629. \u0647\u0630\u0627 \u064a\u0636\u0645\u0646 \u062f\u0642\u0629 \u0648\u0645\u0644\u0627\u0621\u0645\u0629 \u0639\u0627\u0644\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0623\u0643\u062b\u0631 \u0645\u0644\u0627\u0621\u0645\u0629 \u0644\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0627\u0644\u062e\u0627\u0636\u0639\u0629 \u0644\u0644\u062a\u0646\u0638\u064a\u0645 \u0645\u062b\u0644 \u0627\u0644\u062a\u0645\u0648\u064a\u0644.<\/p>\n\n\n\n
2. \u0643\u064a\u0641 \u064a\u0645\u0646\u0639 RAG \u0647\u0644\u0648\u0633\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629\u061f<\/p>\n\n\n\n
\u064a\u064f\u0642\u064a\u0651\u062f RAG \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645 \u0627\u0633\u062a\u0631\u062f\u0627\u062f\u0647\u0627 \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646\u0647\u0627 \u0641\u0642\u0637. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0625\u062c\u0628\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a \u0627\u0644\u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u0625\u062c\u0627\u0628\u0627\u062a\u0647 \u0639\u0644\u0649 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0645\u062d\u062f\u062f\u0629 \u0645\u0646 \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0634\u0631\u0643\u0629\u060c \u064a\u0642\u0644\u0644 RAG \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u062e\u0637\u0631 \u0627\u062e\u062a\u0631\u0627\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u062d\u0642\u0627\u0626\u0642. \u064a\u0645\u0643\u0646 \u062a\u062a\u0628\u0639 \u0643\u0644 \u0645\u0637\u0627\u0644\u0628\u0629 \u0625\u0644\u0649 \u0645\u0633\u062a\u0646\u062f \u0645\u0635\u062f\u0631\u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u062b\u0642\u0629 \u0641\u064a \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062b\u0631\u0648\u0627\u062a.<\/p>\n\n\n\n
3. \u0647\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u064a\u0644 \u0622\u0645\u0646\u0629 \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0629 RAG\u061f<\/p>\n\n\n\n
\u0646\u0639\u0645\u060c \u062e\u0627\u0635\u0629 \u0639\u0646\u062f \u0646\u0634\u0631\u0647\u0627 \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 \u0630\u0627\u062a \u0633\u064a\u0627\u062f\u0629 \u0645\u062b\u0644 InvestGlass. \u064a\u0633\u0645\u062d RAG \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0628\u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0628\u064a\u0627\u0646\u0627\u062a\u0647\u0627 \u0627\u0644\u062e\u0627\u0635\u0629 \u062f\u0627\u062e\u0644 \u0628\u0646\u064a\u062a\u0647\u0627 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u0622\u0645\u0646\u0629. \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0648\u0644\u0643\u0646\u0647\u0627 \u0644\u0627 \u062a\u064f\u0639\u0631\u0636 \u0639\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0639\u0627\u0645\u0629 \u0644\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0644\u0642\u0648\u0627\u0646\u064a\u0646 \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0644\u0627\u0626\u062d\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 \u0644\u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (GDPR) \u0648\u0645\u0639\u0627\u064a\u064a\u0631 FINMA.<\/p>\n\n\n\n
\u0664. \u0643\u064a\u0641 \u062a\u0633\u062a\u062e\u062f\u0645 \u0625\u0646\u0641\u0633\u062a \u062c\u0644\u0627\u0633 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0636\u0645 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u061f<\/p>\n\n\n\n
\u062a\u0633\u062a\u062e\u062f\u0645 \u0625\u0646\u0641\u0633\u062a \u062c\u0644\u0627\u0633 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0623\u062a\u0645\u062a\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0636\u0648\u0626\u064a \u0639\u0644\u0649 \u0627\u0644\u062d\u0631\u0648\u0641 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u062a\u0633\u062a\u062e\u0631\u062c \u0627\u0644\u0645\u0646\u0635\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0625\u0639\u062f\u0627\u062f \u0648\u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0645\u0648\u0633\u0639 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0642\u0627\u0628\u0644 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a\u0629. \u0647\u0630\u0627 \u0645\u0646 \u0634\u0623\u0646\u0647 \u062a\u0628\u0633\u064a\u0637 \u0639\u0645\u0644\u064a\u0629 \u0627\u0639\u0631\u0641 \u0639\u0645\u064a\u0644\u0643 (KYC)\u060c \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u064a\u062f\u0648\u064a\u0629\u060c \u0648\u062a\u0633\u0631\u064a\u0639 \u0648\u0642\u062a \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u062c\u062f\u062f.<\/p>\n\n\n\n
5. \u0645\u0627 \u0647\u0648 \u0645\u0633\u0627\u0639\u062f \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0633\u064a\u0627\u0642 InvestGlass\u061f<\/p>\n\n\n\n
\u0645\u0633\u0627\u0639\u062f InvestGlass AI Copilot \u0647\u0648 \u0645\u0633\u0627\u0639\u062f \u0634\u062e\u0635\u064a \u0644\u0644\u0645\u0633\u062a\u0634\u0627\u0631\u064a\u0646 \u0627\u0644\u0645\u0627\u0644\u064a\u064a\u0646. \u0628\u0641\u0636\u0644 \u062a\u0642\u0646\u064a\u0629 RAG\u060c \u064a\u0645\u0643\u0646\u0647 \u0627\u0633\u062a\u0631\u062f\u0627\u062f \u0645\u0644\u0641\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0648\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642 \u0639\u0644\u0649 \u0627\u0644\u0641\u0648\u0631 \u0644\u062a\u0642\u062f\u064a\u0645 \u062a\u0648\u0635\u064a\u0627\u062a \u0627\u0633\u062a\u062b\u0645\u0627\u0631\u064a\u0629 \u0645\u062e\u0635\u0635\u0629 \u0648\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u0644\u064a\u0643\u0648\u0646 \u0634\u0631\u064a\u0643\u064b\u0627 \u0645\u0637\u0644\u0639\u064b\u0627 \u0644\u0643\u0644 \u0645\u0633\u062a\u0634\u0627\u0631.<\/p>\n\n\n\n
\u0666. \u0647\u0644 \u064a\u0645\u0643\u0646 \u0644\u0640 RAG \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a\u061f<\/p>\n\n\n\n
\u0628\u0627\u0644\u062a\u0623\u0643\u064a\u062f. \u064a\u0645\u0643\u0646 \u0644\u0640 RAG \u0627\u0633\u062a\u0631\u062f\u0627\u062f \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u0627\u0644\u0631\u0628\u0637 \u0628\u064a\u0646\u0647\u0627 \u0641\u0648\u0631\u064b\u0627. \u064a\u0645\u0643\u0646 \u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u0645\u0648\u064a\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 RAG \u0644\u0636\u0645\u0627\u0646 \u062a\u0648\u0627\u0641\u0642 \u0627\u0644\u0635\u0641\u0642\u0627\u062a \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629 \u0623\u0648 \u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u0625\u0639\u062f\u0627\u062f \u0645\u0639 \u0623\u062d\u062f\u062b \u0625\u0631\u0634\u0627\u062f\u0627\u062a \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a\u0629 \u0648\u0627\u0644\u0639\u0628\u0621 \u0627\u0644\u064a\u062f\u0648\u064a \u0639\u0644\u0649 \u0641\u0631\u0642 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644.<\/p>\n\n\n\n
\u0667. \u0645\u0627 \u0647\u0648 RAG \u0627\u0644\u0648\u0643\u064a\u0644\u061f<\/p>\n\n\n\n
\u064a\u062a\u0636\u0645\u0646 RAG \u0627\u0644\u0648\u0643\u064a\u0644 (Agentic RAG) \u0648\u0643\u0644\u0627\u0621 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u0645\u0643\u0646\u0647\u0645 \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0648\u062a\u0646\u0641\u064a\u0630 \u0645\u0647\u0627\u0645 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0645\u0639\u0642\u062f\u0629 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644. \u0639\u0644\u0649 \u0639\u0643\u0633 RAG \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u060c \u0627\u0644\u0630\u064a \u064a\u062a\u0641\u0627\u0639\u0644\u060c \u064a\u0645\u0643\u0646 \u0644\u0640 Agentic RAG \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0627\u0633\u062a\u0628\u0627\u0642\u064a\u060c \u0648\u0625\u062c\u0631\u0627\u0621 \u0623\u0628\u062d\u0627\u062b \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0639\u0628\u0631 \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0648\u062a\u0648\u0644\u064a\u0641 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0644\u062f\u0639\u0645 \u0635\u0646\u0639 \u0627\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0645\u062a\u0642\u062f\u0645 \u062f\u0648\u0646 \u0627\u0646\u062a\u0638\u0627\u0631 \u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0628\u0634\u0631\u064a.<\/p>\n\n\n\n
8. \u0644\u0645\u0627\u0630\u0627 \u062a\u0639\u062f \u0633\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0647\u0645\u0629 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0645\u0627\u0644\u064a\u061f<\/p>\n\n\n\n
\u064a\u0636\u0645\u0646 \u0633\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u062a\u062e\u0636\u0639 \u0644\u0642\u0648\u0627\u0646\u064a\u0646 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 InvestGlass\u060c \u0641\u0625\u0646 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0633\u0648\u064a\u0633\u0631\u0627 \u062a\u0636\u0645\u0646 \u0627\u0644\u0627\u0644\u062a\u0632\u0627\u0645 \u0628\u0644\u0648\u0627\u0626\u062d \u0635\u0627\u0631\u0645\u0629 \u0645\u062b\u0644 FINMA \u0648 GDPR\u060c \u0645\u0645\u0627 \u064a\u062d\u0645\u064a \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0645\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u063a\u064a\u0631 \u0627\u0644\u0645\u0635\u0631\u062d \u0628\u0647 \u0639\u0628\u0631 \u0627\u0644\u062d\u062f\u0648\u062f \u0648\u064a\u0636\u0645\u0646 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a \u0627\u0644\u0643\u0627\u0645\u0644.<\/p>\n\n\n\n
\u0669. \u0643\u064a\u0641 \u062a\u062d\u0633\u0646 RAG \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u062d\u0627\u0641\u0638\u061f<\/p>\n\n\n\n
\u064a\u0648\u0641\u0631 RAG \u0631\u0624\u0649 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0648\u0645\u062f\u0631\u0643\u0629 \u0644\u0644\u0633\u064a\u0627\u0642 \u062d\u0648\u0644 \u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u062d\u0641\u0638\u0629. \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0633\u062a\u0634\u0627\u0631\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0645\u0646 \u0627\u0644\u0646\u0638\u0627\u0645 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0639\u0631\u0636 \u0644\u0644\u0645\u062e\u0627\u0637\u0631 \u0623\u0648 \u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0623\u0635\u0648\u0644\u060c \u0648\u0633\u064a\u0642\u0648\u0645 RAG \u0628\u0627\u0633\u062a\u0631\u062f\u0627\u062f \u0623\u062d\u062f\u062b \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0633\u0648\u0642 \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u0644\u062a\u0642\u062f\u064a\u0645 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062f\u0642\u064a\u0642\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630. \u064a\u062a\u064a\u062d \u0630\u0644\u0643 \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0633\u062a\u062b\u0645\u0627\u0631\u064a\u0629 \u0623\u0633\u0631\u0639 \u0648\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u0646\u0627\u0631\u0629.<\/p>\n\n\n\n
10. \u0647\u0644 \u0623\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062e\u0628\u0631\u0629 \u062a\u0642\u0646\u064a\u0629 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a InvestGlass\u061f<\/p>\n\n\n\n
\u0644\u0627\u060c \u062a\u0645 \u062a\u0635\u0645\u064a\u0645 InvestGlass \u0644\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645. \u062a\u0645 \u062f\u0645\u062c \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0645\u062f\u0639\u0648\u0645 \u0628\u062a\u0642\u0646\u064a\u0629 RAG \u0648\u0627\u0644\u0623\u062a\u0645\u062a\u0629\u060c \u0628\u0633\u0644\u0627\u0633\u0629 \u0641\u064a \u0648\u0627\u062c\u0647\u0629 \u0646\u0638\u0627\u0645 \u0625\u062f\u0627\u0631\u0629 \u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 (CRM). \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0647\u0646\u064a\u064a\u0646 \u0627\u0644\u0645\u0627\u0644\u064a\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0628\u0633\u064a\u0637\u0629 \u0628\u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0623\u064a \u0645\u0647\u0627\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0623\u0648 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>","protected":false},"excerpt":{"rendered":"
Quick Answer: Retrieval-Augmented Generation (RAG) is an AI framework that enhances Large Language Models by grounding their responses in verified, proprietary data retrieved from secure databases. For financial institutions, RAG eliminates the risks of AI hallucinations, ensures regulatory compliance, and enables hyper-personalised client experiences all while keeping sensitive data under sovereign control. What You’ll Learn: […]<\/p>\n","protected":false},"author":1,"featured_media":45983,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[924,918,1401,95],"class_list":["post-45916","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-article","tag-ai-in-finance","tag-crm-software","tag-rag","tag-wealth-management"],"yoast_head":"\n
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\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a RAG \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u0632\u0632 \u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a \u0628\u0627\u0644\u0645\u0646\u0627\u0634\u0641 \u0627\u0644\u0645\u0635\u0646\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0623\u0644\u064a\u0627\u0641 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0648\u0627\u0644\u0641\u0631\u0634 \u0627\u0644\u0645\u062a\u0645\u064a\u0632\u0629.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.investglass.com\/ar\/\u0630\u0627-\u0631\u0627\u062c-\u0643\u0648\u0645\u0628\u0627\u0646\u064a-\u0623\u0641\u0636\u0644-\u0645\u0646\u0627\u0634\u0641-\u0627\u0644\u0645\u0627\u064a\u0643\u0631\u0648\u0641\u0627\u064a\/","og_locale":"ar_AR","og_type":"article","og_title":"How AI RAG Technology is Revolutionising Wealth Management and CRM","og_description":"Quick Answer: Retrieval-Augmented Generation (RAG) is an AI framework that enhances Large Language Models by grounding their responses in verified,","og_url":"https:\/\/www.investglass.com\/ar\/\u0630\u0627-\u0631\u0627\u062c-\u0643\u0648\u0645\u0628\u0627\u0646\u064a-\u0623\u0641\u0636\u0644-\u0645\u0646\u0627\u0634\u0641-\u0627\u0644\u0645\u0627\u064a\u0643\u0631\u0648\u0641\u0627\u064a\/","og_site_name":"InvestGlass","article_published_time":"2025-05-19T09:46:00+00:00","article_modified_time":"2026-03-20T09:12:09+00:00","og_image":[{"width":2048,"height":1365,"url":"https:\/\/www.investglass.com\/wp-content\/uploads\/2025\/03\/getty-images-AUk04HzwMRo-unsplash-scaled.jpg","type":"image\/jpeg"}],"author":"InvestGlass","twitter_card":"summary_large_image","twitter_creator":"@investglass","twitter_site":"@investglass","twitter_misc":{"\u0643\u064f\u062a\u0628 \u0628\u0648\u0627\u0633\u0637\u0629":"InvestGlass","\u0648\u0642\u062a \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0645\u064f\u0642\u062f\u0651\u0631":"21 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