{"id":109,"date":"2025-03-17T13:09:24","date_gmt":"2025-03-17T17:09:24","guid":{"rendered":"https:\/\/businessphysics.ai\/?p=109"},"modified":"2025-03-17T13:09:26","modified_gmt":"2025-03-17T17:09:26","slug":"what-is-rag-how-does-it-work","status":"publish","type":"post","link":"https:\/\/businessphysics.ai\/hi\/what-is-rag-how-does-it-work\/","title":{"rendered":"\u0906\u0930\u090f\u091c\u0940 \u0915\u094d\u092f\u093e \u0939\u0948 \u0914\u0930 \u092f\u0939 \u0915\u0948\u0938\u0947 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948?"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"439\" src=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/03\/RAG-1024x439.jpeg\" alt=\"\" class=\"wp-image-110\" srcset=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/03\/RAG-1024x439.jpeg 1024w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/03\/RAG-300x129.jpeg 300w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/03\/RAG-768x329.jpeg 768w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/03\/RAG-18x8.jpeg 18w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/03\/RAG.jpeg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-pullquote\"><blockquote><p>\u0930\u093f\u091f\u094d\u0930\u0940\u0935\u0932-\u0911\u0917\u092e\u0947\u0902\u091f\u0947\u0921 \u091c\u0947\u0928\u0930\u0947\u0936\u0928 (\u0906\u0930\u090f\u091c\u0940) \u091c\u0928\u0930\u0947\u091f\u093f\u0935 \u090f\u0906\u0908 \u092e\u0947\u0902 \u090f\u0915 \u0909\u0928\u094d\u0928\u0924 \u0924\u0915\u0928\u0940\u0915 \u0939\u0948 \u091c\u094b \u092e\u093f\u0936\u094d\u0930\u093f\u0924 \u0939\u094b\u0924\u0940 \u0939\u0948&nbsp;<strong>\u092a\u093e\u0920 \u092a\u0940\u0922\u093c\u0940<\/strong>&nbsp;\u0938\u093e\u0925&nbsp;<strong>\u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0938\u0942\u091a\u0928\u093e \u092a\u0941\u0928\u0930\u094d\u092a\u094d\u0930\u093e\u092a\u094d\u0924\u093f<\/strong>. <\/p><\/blockquote><\/figure>\n\n\n\n<p>\u0938\u0940\u0927\u0947 \u0936\u092c\u094d\u0926\u094b\u0902 \u092e\u0947\u0902 \u0915\u0939\u0947\u0902, <strong>\u0906\u0930\u090f\u091c\u0940 \u090f\u0906\u0908 \u092e\u0949\u0921\u0932 \u0915\u094b \u092c\u093e\u0939\u0930\u0940 \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u092f\u093e \u091c\u094d\u091e\u093e\u0928\u0915\u094b\u0937 \u0924\u0915 \u092a\u0939\u0941\u0902\u091a\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948<\/strong> \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e\u090f\u0901 \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0924\u0947 \u0938\u092e\u092f \u0938\u091f\u0940\u0915 \u0914\u0930 \u0905\u0926\u094d\u092f\u0924\u0928 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0928\u093e\u0964 \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u093f \u0909\u0924\u094d\u092a\u093e\u0926\u093f\u0924 \u0938\u093e\u092e\u0917\u094d\u0930\u0940 \u0928 \u0915\u0947\u0935\u0932 \u0938\u0941\u0938\u0902\u0917\u0924 \u0939\u0948, \u092c\u0932\u094d\u0915\u093f \u0924\u0925\u094d\u092f\u093e\u0924\u094d\u092e\u0915 \u0930\u0942\u092a \u0938\u0947 \u0938\u0939\u0940 \u0914\u0930 \u0935\u0930\u094d\u0924\u092e\u093e\u0928 \u0938\u0902\u0926\u0930\u094d\u092d \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u092d\u0940 \u0939\u0948\u0964<\/p>\n\n\n\n<p>RAG \u0915\u094b \u0913\u092a\u0928-\u092c\u0941\u0915 \u092a\u0930\u0940\u0915\u094d\u0937\u093e \u0926\u0947\u0928\u0947 \u0935\u093e\u0932\u0947 \u091b\u093e\u0924\u094d\u0930 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0938\u094b\u091a\u0947\u0902\u0964 \u092f\u093e\u0926 \u0915\u0940 \u0917\u0908 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0930\u0939\u0928\u0947 \u0915\u0947 \u092c\u091c\u093e\u092f, \u0935\u0947 \u0905\u092a\u0928\u0940 \u092a\u093e\u0920\u094d\u092f\u092a\u0941\u0938\u094d\u0924\u0915 \u0938\u0947 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092e\u0947\u0902 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u0924\u0925\u094d\u092f\u094b\u0902 \u0915\u094b &quot;\u0922\u0942\u0902\u0922&quot; \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" style=\"margin-top:var(--wp--preset--spacing--30);margin-bottom:var(--wp--preset--spacing--30)\" \/>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\">\u0906\u0930\u090f\u091c\u0940 \u0915\u0948\u0938\u0947 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948, \u0938\u0930\u0932 \u0936\u092c\u094d\u0926\u094b\u0902 \u092e\u0947\u0902 \u0938\u092e\u091d\u093e\u092f\u093e \u0917\u092f\u093e:<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u092a\u0941\u0928\u0903 \u092a\u094d\u0930\u093e\u092a\u094d\u0924\u093f (\u0924\u0925\u094d\u092f \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0928\u093e):<\/strong>\n<ul class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\">\u090f\u0906\u0908 \u092a\u094d\u0930\u0923\u093e\u0932\u0940 \u0938\u092c\u0938\u0947 \u092a\u0939\u0932\u0947 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u0914\u0930 \u0935\u0930\u094d\u0924\u092e\u093e\u0928 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u090f\u0915\u0924\u094d\u0930 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u0938\u0940 \u092c\u093e\u0939\u0930\u0940 \u091c\u094d\u091e\u093e\u0928 \u0938\u094d\u0930\u094b\u0924, \u091c\u0948\u0938\u0947 \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u092f\u093e \u0907\u0902\u091f\u0930\u0928\u0947\u091f, \u092a\u0930 \u0916\u094b\u091c \u0915\u0930\u0924\u0940 \u0939\u0948\u0964<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u0938\u0902\u0935\u0930\u094d\u0927\u093f\u0924 \u092a\u0940\u0922\u093c\u0940:<\/strong>\n<ul class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\">\u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u094b \u090f\u0906\u0908 \u092e\u0949\u0921\u0932 \u0915\u0947 \u0906\u0902\u0924\u0930\u093f\u0915 \u091c\u094d\u091e\u093e\u0928 \u0915\u0947 \u0938\u093e\u0925 \u0938\u0902\u092f\u094b\u091c\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0938\u091f\u0940\u0915, \u0935\u093f\u0938\u094d\u0924\u0943\u0924 \u0914\u0930 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e\u090f\u0902 \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0939\u094b\u0924\u0940 \u0939\u0948\u0902\u0964<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" style=\"margin-top:var(--wp--preset--spacing--30);margin-bottom:var(--wp--preset--spacing--30)\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">\u0915\u094d\u0930\u093f\u092f\u093e\u0936\u0940\u0932 RAG \u0915\u0947 \u0909\u0926\u093e\u0939\u0930\u0923:<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u0915\u093e\u0928\u0942\u0928\u0940 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u093c \u092a\u094d\u0930\u093e\u0930\u0942\u092a\u0923:<\/strong>\n<ul class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\">\u0915\u093e\u0928\u0942\u0928\u0940 \u0905\u0928\u0941\u092c\u0902\u0927 \u0915\u093e \u092e\u0938\u094c\u0926\u093e \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u093e \u090f\u0906\u0908 \u0915\u093e\u0928\u0942\u0928\u0940 \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u0938\u0947 \u0928\u0935\u0940\u0928\u0924\u092e \u0915\u093c\u093e\u0928\u0942\u0928 \u092f\u093e \u0935\u093f\u0928\u093f\u092f\u092e\u0928\u094b\u0902 \u0915\u094b \u0916\u0940\u0902\u091a \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0905\u0928\u0941\u092a\u093e\u0932\u0928 \u0914\u0930 \u0938\u091f\u0940\u0915\u0924\u093e \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0939\u094b \u0938\u0915\u0924\u0940 \u0939\u0948\u0964<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u0917\u094d\u0930\u093e\u0939\u0915 \u0938\u0939\u093e\u092f\u0924\u093e \u091a\u0948\u091f\u092c\u0949\u091f:<\/strong>\n<ul class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\">\u0917\u094d\u0930\u093e\u0939\u0915\u094b\u0902 \u0915\u0947 \u092a\u094d\u0930\u0936\u094d\u0928\u094b\u0902 \u0915\u093e \u0909\u0924\u094d\u0924\u0930 \u0926\u0947\u0924\u0947 \u0938\u092e\u092f, RAG \u091a\u0948\u091f\u092c\u0949\u091f\u094d\u0938 \u0915\u094b \u0928\u0935\u0940\u0928\u0924\u092e \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u093c\u094b\u0902 \u0938\u0947 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u0909\u0924\u094d\u092a\u093e\u0926 \u0935\u093f\u0935\u0930\u0923 \u092f\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u0936\u0948\u0915\u094d\u0937\u093f\u0915 \u0909\u092a\u0915\u0930\u0923:<\/strong>\n<ul class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\">\u090f\u0906\u0908-\u0938\u0902\u091a\u093e\u0932\u093f\u0924 \u0936\u093f\u0915\u094d\u0937\u0923 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u093e\u0902 \u0905\u0926\u094d\u092f\u0924\u0928 \u0924\u0925\u094d\u092f\u094b\u0902 \u092f\u093e \u0938\u093f\u0926\u094d\u0927\u093e\u0902\u0924\u094b\u0902 \u0915\u094b \u0924\u0941\u0930\u0902\u0924 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948\u0902 \u0914\u0930 \u0938\u092e\u091d\u093e \u0938\u0915\u0924\u0940 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0936\u093f\u0915\u094d\u0937\u0923 \u0938\u0902\u0938\u093e\u0927\u0928 \u0924\u093e\u091c\u093e \u0914\u0930 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u092c\u0928\u0947 \u0930\u0939\u0924\u0947 \u0939\u0948\u0902\u0964<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" style=\"margin-top:var(--wp--preset--spacing--30);margin-bottom:var(--wp--preset--spacing--30)\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">\u0935\u094d\u092f\u0935\u0938\u093e\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f RAG \u0915\u094d\u092f\u094b\u0902 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948:<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u092c\u0922\u093c\u0940 \u0939\u0941\u0908 \u0938\u091f\u0940\u0915\u0924\u093e:<\/strong>\n<ul class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\">\u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092e\u0947\u0902 \u0924\u0925\u094d\u092f\u094b\u0902 \u0915\u093e \u0938\u0924\u094d\u092f\u093e\u092a\u0928 \u0915\u0930\u0915\u0947 \u0917\u0932\u0924 \u0938\u0942\u091a\u0928\u093e \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u093e, \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0938\u0947\u0935\u093e, \u0935\u093f\u0924\u094d\u0924 \u0914\u0930 \u0915\u093e\u0928\u0942\u0928\u0940 \u0938\u0947\u0935\u093e\u0913\u0902 \u091c\u0948\u0938\u0947 \u0909\u0926\u094d\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948\u0964<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u092c\u0922\u093c\u0940 \u0939\u0941\u0908 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f\u0924\u093e:<\/strong>\n<ul class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\">\u0938\u091f\u0940\u0915, \u092c\u093e\u0939\u094d\u092f \u0930\u0942\u092a \u0938\u0947 \u092e\u093e\u0928\u094d\u092f \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0906\u0909\u091f\u092a\u0941\u091f \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0915\u0947 \u0935\u093f\u0936\u094d\u0935\u093e\u0938 \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u0917\u094d\u0930\u093e\u0939\u0915 \u0938\u0939\u093e\u092f\u0924\u093e \u0914\u0930 \u0909\u091a\u094d\u091a-\u0926\u093e\u0902\u0935 \u0928\u093f\u0930\u094d\u0923\u092f \u0932\u0947\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948\u0964<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u092e\u093e\u092a\u0928\u0940\u092f\u0924\u093e \u0914\u0930 \u0926\u0915\u094d\u0937\u0924\u093e:<\/strong>\n<ul class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\">\u092f\u0939 \u0915\u092e\u094d\u092a\u0928\u093f\u092f\u094b\u0902 \u0915\u094b \u0928\u093f\u0930\u0902\u0924\u0930 \u092e\u0948\u0928\u094d\u092f\u0941\u0905\u0932 \u0905\u092a\u0921\u0947\u091f \u0915\u0947 \u092c\u093f\u0928\u093e, \u0935\u093f\u0936\u093e\u0932 \u092e\u093e\u0924\u094d\u0930\u093e \u092e\u0947\u0902 \u0905\u0926\u094d\u092f\u0924\u0928 \u0921\u0947\u091f\u093e \u0915\u093e \u0936\u0940\u0918\u094d\u0930\u0924\u093e \u0938\u0947 \u0932\u093e\u092d \u0909\u0920\u093e\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" style=\"margin-top:var(--wp--preset--spacing--30);margin-bottom:var(--wp--preset--spacing--30)\" \/>\n\n\n\n<p>\u0930\u093f\u091f\u094d\u0930\u0940\u0935\u0932-\u0911\u0917\u092e\u0947\u0902\u091f\u0947\u0921 \u091c\u0947\u0928\u0930\u0947\u0936\u0928 \u0935\u094d\u092f\u0935\u0938\u093e\u092f\u094b\u0902 \u0926\u094d\u0935\u093e\u0930\u093e AI \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0924\u0930\u0940\u0915\u0947 \u0915\u094b \u092c\u0926\u0932 \u0930\u0939\u093e \u0939\u0948\u0964 \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0915\u0947 \u0915\u093f AI-\u091c\u0928\u0930\u0947\u091f\u0947\u0921 \u0938\u093e\u092e\u0917\u094d\u0930\u0940 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f \u0914\u0930 \u0935\u0930\u094d\u0924\u092e\u093e\u0928 \u0939\u0948, RAG \u0928\u093f\u0930\u094d\u0923\u092f \u0932\u0947\u0928\u0947 \u0914\u0930 \u092a\u0930\u093f\u091a\u093e\u0932\u0928 \u0926\u0915\u094d\u0937\u0924\u093e \u0915\u094b \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0930\u0942\u092a \u0938\u0947 \u092c\u0922\u093c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--30);margin-bottom:0\">\u0906\u0930\u090f\u091c\u0940 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0905\u0927\u093f\u0915 \u091c\u093e\u0928\u0947\u0902:<\/h3>\n\n\n\n<p><a href=\"https:\/\/cloud.google.com\/use-cases\/retrieval-augmented-generation\">https:\/\/cloud.google.com\/use-cases\/retrieval-augmented-generation<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/aws.amazon.com\/what-is\/retrieval-augmented-generation\">https:\/\/aws.amazon.com\/what-is\/retrieval-augmented-generation<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.ibm.com\/think\/topics\/retrieval-augmented-generation\">https:\/\/www.ibm.com\/think\/topics\/retrieval-augmented-generation<\/a><\/p>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>Retrieval-Augmented Generation (RAG) is an advanced technique in Generative AI that blends&nbsp;text generation&nbsp;with&nbsp;real-time information retrieval. Simply put, RAG allows AI models to access external databases or knowledge bases to fetch accurate and up-to-date information when generating responses. This ensures that the content produced is not only coherent but also factually correct and relevant to the [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[28,27,25,26],"class_list":["post-109","post","type-post","status-publish","format-standard","hentry","category-ai-article","tag-genai","tag-generative-ai","tag-rag","tag-retrieval-augmented-generation"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>What is RAG &amp; How Does it Work? - Business Physics AI Lab<\/title>\n<meta name=\"description\" content=\"Retrieval-Augmented Generation is an advanced technique in Generative AI that blends\u00a0text generation\u00a0with\u00a0real-time information retrieval.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/businessphysics.ai\/hi\/what-is-rag-how-does-it-work\/\" \/>\n<meta property=\"og:locale\" content=\"hi_IN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What is RAG &amp; How Does it Work? - Business Physics AI Lab\" \/>\n<meta property=\"og:description\" content=\"Retrieval-Augmented Generation is an advanced technique in Generative AI that blends\u00a0text generation\u00a0with\u00a0real-time information retrieval.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/businessphysics.ai\/hi\/what-is-rag-how-does-it-work\/\" \/>\n<meta property=\"og:site_name\" content=\"Business Physics AI Lab\" \/>\n<meta property=\"article:published_time\" content=\"2025-03-17T17:09:24+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-03-17T17:09:26+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/03\/RAG.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"1400\" \/>\n\t<meta property=\"og:image:height\" content=\"600\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Thomas Bedard\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u0926\u094d\u0935\u093e\u0930\u093e \u0932\u093f\u0916\u093f\u0924\" \/>\n\t<meta name=\"twitter:data1\" content=\"Thomas Bedard\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u0905\u0928\u0941\u092e\u093e\u0928\u093f\u0924 \u092a\u0922\u093c\u0928\u0947 \u0915\u093e \u0938\u092e\u092f\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 \u092e\u093f\u0928\u091f\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/what-is-rag-how-does-it-work\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/what-is-rag-how-does-it-work\\\/\"},\"author\":{\"name\":\"Thomas Bedard\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#\\\/schema\\\/person\\\/337b2d796da9445d118014b3f47fd0f9\"},\"headline\":\"What is RAG &amp; 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