{"id":2936,"date":"2026-06-09T18:27:25","date_gmt":"2026-06-09T15:27:25","guid":{"rendered":"https:\/\/shareai.now\/?p=2936"},"modified":"2026-06-09T18:34:34","modified_gmt":"2026-06-09T15:34:34","slug":"%e0%a4%b8%e0%a4%b0%e0%a5%8d%e0%a4%b5%e0%a4%b6%e0%a5%8d%e0%a4%b0%e0%a5%87%e0%a4%b7%e0%a5%8d%e0%a4%a0-llm-%e0%a4%85%e0%a4%b5%e0%a4%b2%e0%a5%8b%e0%a4%95%e0%a4%a8-%e0%a4%89%e0%a4%aa%e0%a4%95%e0%a4%b0","status":"publish","type":"post","link":"https:\/\/shareai.now\/hi\/%e0%a4%ac%e0%a5%8d%e0%a4%b2%e0%a5%89%e0%a4%97\/%e0%a4%a1%e0%a5%87%e0%a4%b5%e0%a4%b2%e0%a4%aa%e0%a4%b0%e0%a5%8d%e0%a4%b8\/%e0%a4%b8%e0%a4%b0%e0%a5%8d%e0%a4%b5%e0%a4%b6%e0%a5%8d%e0%a4%b0%e0%a5%87%e0%a4%b7%e0%a5%8d%e0%a4%a0-llm-%e0%a4%85%e0%a4%b5%e0%a4%b2%e0%a5%8b%e0%a4%95%e0%a4%a8-%e0%a4%89%e0%a4%aa%e0%a4%95%e0%a4%b0\/","title":{"rendered":"2026 \u092e\u0947\u0902 \u0909\u0924\u094d\u092a\u093e\u0926\u0928 AI \u0910\u092a\u094d\u0938 \u0915\u0947 \u0932\u093f\u090f 7 \u0938\u0930\u094d\u0935\u0936\u094d\u0930\u0947\u0937\u094d\u0920 LLM \u0905\u0935\u0932\u094b\u0915\u0928\u0940\u092f\u0924\u093e \u0909\u092a\u0915\u0930\u0923"},"content":{"rendered":"<p>\u0932\u0947\u0916 \u0905\u092a\u0921\u0947\u091f \u0915\u093f\u092f\u093e \u0917\u092f\u093e: \u091c\u0942\u0928 2026<\/p>\n\n\n\n<p>\u0938\u0930\u094d\u0935\u0936\u094d\u0930\u0947\u0937\u094d\u0920 LLM \u0905\u0935\u0932\u094b\u0915\u0928 \u0909\u092a\u0915\u0930\u0923 \u091f\u0940\u092e\u094b\u0902 \u0915\u094b \u090f\u0915 \u0938\u0930\u0932 \u0909\u0924\u094d\u092a\u093e\u0926\u0928 \u092a\u094d\u0930\u0936\u094d\u0928 \u0915\u093e \u0909\u0924\u094d\u0924\u0930 \u0926\u0947\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902: \u0907\u0938 AI \u0905\u0928\u0941\u0930\u094b\u0927 \u0915\u0947 \u0905\u0902\u0926\u0930 \u0935\u093e\u0938\u094d\u0924\u0935 \u092e\u0947\u0902 \u0915\u094d\u092f\u093e \u0939\u0941\u0906?<\/p>\n\n\n\n<p>\u0935\u0939 \u092a\u094d\u0930\u0936\u094d\u0928 \u091c\u0932\u094d\u0926\u0940 \u0915\u0920\u093f\u0928 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u090f\u0915 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0915\u094d\u0930\u093f\u092f\u093e \u090f\u0915 \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f, \u092a\u0941\u0928\u0930\u094d\u092a\u094d\u0930\u093e\u092a\u094d\u0924\u093f \u091a\u0930\u0923, \u092e\u0949\u0921\u0932 \u0915\u0949\u0932, \u092b\u0949\u0932\u092c\u0948\u0915, \u091f\u0942\u0932 \u0915\u0949\u0932, \u0906\u0909\u091f\u092a\u0941\u091f \u092a\u093e\u0930\u094d\u0938\u0930, \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0938\u094d\u0915\u094b\u0930, \u0914\u0930 \u092c\u093f\u0932\u093f\u0902\u0917 \u0918\u091f\u0928\u093e \u0915\u094b \u091f\u094d\u0930\u093f\u0917\u0930 \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948\u0964 \u092f\u0926\u093f \u0935\u0947 \u091a\u0930\u0923 \u0932\u0949\u0917, \u092a\u094d\u0930\u0926\u093e\u0924\u093e \u0921\u0948\u0936\u092c\u094b\u0930\u094d\u0921, \u0915\u0938\u094d\u091f\u092e \u0938\u094d\u092a\u094d\u0930\u0947\u0921\u0936\u0940\u091f, \u0914\u0930 \u090f\u0915-\u092c\u093e\u0930 \u091f\u094d\u0930\u0947\u0938 \u092e\u0947\u0902 \u092c\u093f\u0916\u0930\u0947 \u0939\u0941\u090f \u0939\u0948\u0902, \u0924\u094b \u0921\u093f\u092c\u0917\u093f\u0902\u0917 \u092a\u0941\u0930\u093e\u0924\u0924\u094d\u0935 \u092e\u0947\u0902 \u092c\u0926\u0932 \u091c\u093e\u0924\u0940 \u0939\u0948\u0964.<\/p>\n\n\n\n<p>AI \u0910\u092a\u094d\u0938, \u090f\u091c\u0947\u0902\u091f\u094d\u0938, \u0915\u094b\u092a\u093e\u092f\u0932\u091f\u094d\u0938, \u0914\u0930 RAG \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u0947 \u0932\u093f\u090f, LLM \u0905\u0935\u0932\u094b\u0915\u0928 \u0915\u094b \u092a\u0942\u0930\u0947 \u092a\u0925 \u0915\u094b \u0926\u093f\u0916\u093e\u0928\u093e \u091a\u093e\u0939\u093f\u090f: \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f\u094d\u0938, \u0906\u0909\u091f\u092a\u0941\u091f\u094d\u0938, \u0935\u093f\u0932\u0902\u092c\u0924\u093e, \u091f\u094b\u0915\u0928 \u0909\u092a\u092f\u094b\u0917, \u0932\u093e\u0917\u0924, \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u093e\u0902, \u092a\u0941\u0928\u0903 \u092a\u094d\u0930\u092f\u093e\u0938, \u092e\u0949\u0921\u0932 \u092e\u093e\u0930\u094d\u0917, \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u092e\u0947\u091f\u093e\u0921\u0947\u091f\u093e, \u0914\u0930 \u0921\u093e\u0909\u0928\u0938\u094d\u091f\u094d\u0930\u0940\u092e \u091f\u0942\u0932 \u0935\u094d\u092f\u0935\u0939\u093e\u0930\u0964.<\/p>\n\n\n\n<p>\u092f\u0939\u093e\u0902 \u0909\u0924\u094d\u092a\u093e\u0926\u0928 AI \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0915\u0930\u0928\u0947 \u092f\u094b\u0917\u094d\u092f \u0938\u093e\u0924 \u0909\u092a\u0915\u0930\u0923 \u0939\u0948\u0902, \u091c\u093f\u0938\u092e\u0947\u0902 SigNoz \u092a\u0939\u0932\u0947 \u0939\u0948 \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u092f\u0939 \u0915\u0947\u0935\u0932 LLM \u0938\u094d\u0932\u093e\u0907\u0938 \u0926\u093f\u0916\u093e\u0928\u0947 \u0915\u0947 \u092c\u091c\u093e\u092f \u092a\u0942\u0930\u094d\u0923-\u0938\u094d\u091f\u0948\u0915 \u0905\u0935\u0932\u094b\u0915\u0928 \u0938\u092e\u0938\u094d\u092f\u093e \u0915\u094b \u0939\u0932 \u0915\u0930\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0938\u0930\u094d\u0935\u0936\u094d\u0930\u0947\u0937\u094d\u0920 LLM \u0905\u0935\u0932\u094b\u0915\u0928 \u0909\u092a\u0915\u0930\u0923 \u092e\u0947\u0902 \u0915\u094d\u092f\u093e \u0926\u0947\u0916\u0947\u0902<\/h2>\n\n\n\n<p>LLM \u0905\u0935\u0932\u094b\u0915\u0928 \u0915\u0947\u0935\u0932 \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f\u094d\u0938 \u0914\u0930 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e\u0913\u0902 \u0915\u094b \u0938\u0902\u0917\u094d\u0930\u0939\u0940\u0924 \u0915\u0930\u0928\u0947 \u0938\u0947 \u0905\u0927\u093f\u0915 \u0939\u0948\u0964 \u090f\u0915 \u0909\u092a\u092f\u094b\u0917\u0940 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0915\u094b \u0907\u0902\u091c\u0940\u0928\u093f\u092f\u0930\u093f\u0902\u0917, \u0909\u0924\u094d\u092a\u093e\u0926, \u0914\u0930 \u0938\u0902\u091a\u093e\u0932\u0928 \u091f\u0940\u092e\u094b\u0902 \u0915\u094b \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f\u0924\u093e, \u0932\u093e\u0917\u0924, \u0914\u0930 \u0906\u0909\u091f\u092a\u0941\u091f \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u0915\u094b \u090f\u0915 \u0938\u093e\u0925 \u0938\u092e\u091d\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0928\u0940 \u091a\u093e\u0939\u093f\u090f\u0964.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u091f\u094d\u0930\u0947\u0938:<\/strong> \u092e\u0949\u0921\u0932 \u0915\u0949\u0932, \u092a\u0941\u0928\u0930\u094d\u092a\u094d\u0930\u093e\u092a\u094d\u0924\u093f \u091a\u0930\u0923, \u091f\u0942\u0932 \u0915\u0949\u0932, \u092a\u0941\u0928\u0903 \u092a\u094d\u0930\u092f\u093e\u0938, \u092b\u0949\u0932\u092c\u0948\u0915, \u0914\u0930 \u0921\u093e\u0909\u0928\u0938\u094d\u091f\u094d\u0930\u0940\u092e \u0938\u0947\u0935\u093e\u090f\u0902\u0964.<\/li>\n\n\n\n<li><strong>\u092e\u0947\u091f\u094d\u0930\u093f\u0915\u094d\u0938:<\/strong> \u0935\u093f\u0932\u0902\u092c\u0924\u093e, \u0925\u094d\u0930\u0942\u092a\u0941\u091f, \u0924\u094d\u0930\u0941\u091f\u093f \u0926\u0930, \u091f\u094b\u0915\u0928 \u0909\u092a\u092f\u094b\u0917, \u092e\u0949\u0921\u0932 \u0909\u092a\u092f\u094b\u0917, \u092e\u093e\u0930\u094d\u0917 \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f, \u0914\u0930 \u0932\u093e\u0917\u0924\u0964.<\/li>\n\n\n\n<li><strong>\u0932\u0949\u0917\u094d\u0938:<\/strong> \u0905\u0928\u0941\u0930\u094b\u0927 \u092e\u0947\u091f\u093e\u0921\u0947\u091f\u093e, \u090f\u092a\u094d\u0932\u093f\u0915\u0947\u0936\u0928 \u0918\u091f\u0928\u093e\u090f\u0902, \u0905\u092a\u0935\u093e\u0926, \u0914\u0930 \u0918\u091f\u0928\u093e \u0938\u0902\u0926\u0930\u094d\u092d\u0964.<\/li>\n\n\n\n<li><strong>\u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928:<\/strong> \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u0938\u094d\u0915\u094b\u0930, \u092d\u094d\u0930\u092e \u091c\u093e\u0902\u091a, \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915\u0924\u093e \u091c\u093e\u0902\u091a, \u0914\u0930 \u092a\u094d\u0930\u0924\u093f\u0917\u092e\u0928 \u092a\u0930\u0940\u0915\u094d\u0937\u0923\u0964.<\/li>\n\n\n\n<li><strong>\u092b\u093c\u093f\u0932\u094d\u091f\u0930\u093f\u0902\u0917:<\/strong> \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e, \u0915\u093e\u0930\u094d\u092f\u0915\u094d\u0937\u0947\u0924\u094d\u0930, \u092a\u0930\u093f\u092f\u094b\u091c\u0928\u093e, \u092e\u0949\u0921\u0932, \u092e\u093e\u0930\u094d\u0917, \u0935\u093e\u0924\u093e\u0935\u0930\u0923, \u0914\u0930 \u090f\u092a\u094d\u0932\u093f\u0915\u0947\u0936\u0928 \u092e\u0947\u091f\u093e\u0921\u0947\u091f\u093e\u0964.<\/li>\n\n\n\n<li><strong>OpenTelemetry \u0938\u092e\u0930\u094d\u0925\u0928:<\/strong> \u090f\u0906\u0908 \u091f\u094d\u0930\u0947\u0938 \u0915\u094b \u0938\u0949\u092b\u093c\u094d\u091f\u0935\u0947\u092f\u0930 \u0938\u094d\u091f\u0948\u0915 \u0915\u0947 \u092c\u093e\u0915\u0940 \u0939\u093f\u0938\u094d\u0938\u094b\u0902 \u0938\u0947 \u091c\u094b\u0921\u093c\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0938\u093e\u092b\u093c \u0930\u093e\u0938\u094d\u0924\u093e\u0964.<\/li>\n<\/ul>\n\n\n\n<p>\u092e\u0949\u0921\u0932 <a href=\"https:\/\/opentelemetry.io\/docs\/concepts\/signals\/?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">\u0913\u092a\u0928\u091f\u0947\u0932\u0940\u092e\u0947\u091f\u094d\u0930\u0940 \u0938\u093f\u0917\u094d\u0928\u0932 \u092e\u0949\u0921\u0932<\/a> \u090f\u0915 \u0909\u092a\u092f\u094b\u0917\u0940 \u0906\u0927\u093e\u0930 \u0939\u0948 \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u0906\u0927\u0941\u0928\u093f\u0915 \u0909\u0924\u094d\u092a\u093e\u0926\u0928 \u0921\u093f\u092c\u0917\u093f\u0902\u0917 \u091f\u094d\u0930\u0947\u0938, \u092e\u0947\u091f\u094d\u0930\u093f\u0915\u094d\u0938, \u0932\u0949\u0917\u094d\u0938 \u0914\u0930 \u0938\u0902\u0926\u0930\u094d\u092d \u0915\u0947 \u0938\u093e\u0925-\u0938\u093e\u0925 \u091a\u0932\u0928\u0947 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1. \u0938\u093f\u0917\u0928\u094b\u095b<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"485\" src=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1024x485.jpg\" alt=\"\" class=\"wp-image-2937\" srcset=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1024x485.jpg 1024w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-300x142.jpg 300w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-768x364.jpg 768w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1536x727.jpg 1536w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-18x9.jpg 18w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4.jpg 1915w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><a href=\"https:\/\/signoz.io\/llm-observability\/?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">\u0938\u093f\u0917\u0928\u094b\u095b<\/a> \u0935\u0939 \u092a\u0939\u0932\u093e \u091f\u0942\u0932 \u0939\u0948 \u091c\u093f\u0938\u0947 \u0939\u092e \u0909\u0928 \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0915\u0930\u0947\u0902\u0917\u0947 \u091c\u094b \u0935\u094d\u092f\u093e\u092a\u0915 \u0907\u0902\u091c\u0940\u0928\u093f\u092f\u0930\u093f\u0902\u0917 \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u0938\u094d\u091f\u0948\u0915 \u0915\u0947 \u0905\u0902\u0926\u0930 LLM \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u091a\u093e\u0939\u0924\u0947 \u0939\u0948\u0902\u0964 \u092f\u0939 \u0913\u092a\u0928\u091f\u0947\u0932\u0940\u092e\u0947\u091f\u094d\u0930\u0940-\u0928\u0947\u091f\u093f\u0935 \u0939\u0948 \u0914\u0930 \u091f\u094d\u0930\u0947\u0938, \u092e\u0947\u091f\u094d\u0930\u093f\u0915\u094d\u0938, \u0932\u0949\u0917\u094d\u0938, \u0905\u092a\u0935\u093e\u0926, \u0921\u0948\u0936\u092c\u094b\u0930\u094d\u0921 \u0914\u0930 \u0905\u0932\u0930\u094d\u091f \u0915\u094b \u090f\u0915 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u092e\u0947\u0902 \u0932\u093e\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p>ShareAI \u092e\u0947\u0902, \u0939\u092e \u0938\u093f\u0917\u0928\u094b\u095b \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0905\u092a\u0928\u0947 \u0915\u0947\u0902\u0926\u094d\u0930\u0940\u092f \u0911\u0932-\u0907\u0928-\u0935\u0928 \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u0914\u0930 \u091f\u094d\u0930\u0947\u0938\u093f\u0902\u0917 \u0932\u0947\u092f\u0930 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u092f\u0939 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948 \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u090f\u0906\u0908 \u0938\u092e\u0938\u094d\u092f\u093e\u090f\u0902 \u0936\u093e\u092f\u0926 \u0939\u0940 \u0915\u092d\u0940 \u090f\u0915 \u092e\u0949\u0921\u0932 \u0915\u0949\u0932 \u0915\u0947 \u0905\u0902\u0926\u0930 \u0930\u0939\u0924\u0940 \u0939\u0948\u0902\u0964 \u090f\u0915 \u0916\u0930\u093e\u092c \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u092e\u0947\u0902 API \u0935\u093f\u0932\u0902\u092c\u0924\u093e, \u092a\u094d\u0930\u0926\u093e\u0924\u093e \u0930\u0942\u091f\u093f\u0902\u0917, \u092a\u0941\u0928\u0903 \u092a\u094d\u0930\u092f\u093e\u0938, \u0921\u0947\u091f\u093e\u092c\u0947\u0938 \u091f\u093e\u0907\u092e\u093f\u0902\u0917, \u0915\u0924\u093e\u0930 \u0935\u094d\u092f\u0935\u0939\u093e\u0930, \u092c\u093f\u0932\u093f\u0902\u0917 \u0907\u0935\u0947\u0902\u091f\u094d\u0938 \u0914\u0930 \u0910\u092a-\u0938\u094d\u0924\u0930\u0940\u092f \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u093e\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u094b \u0938\u0915\u0924\u0940 \u0939\u0948\u0902\u0964 \u0938\u093f\u0917\u0928\u094b\u095b \u091f\u0940\u092e \u0915\u094b \u0909\u0928 \u0938\u093f\u0917\u094d\u0928\u0932\u094d\u0938 \u0915\u094b \u091c\u094b\u0921\u093c\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u091c\u0917\u0939 \u0926\u0947\u0924\u093e \u0939\u0948 \u092c\u091c\u093e\u092f \u0905\u0938\u0902\u092c\u0926\u094d\u0927 \u091f\u0942\u0932\u094d\u0938 \u0915\u0947 \u092c\u0940\u091a \u0915\u0942\u0926\u0928\u0947 \u0915\u0947\u0964.<\/p>\n\n\n\n<p>\u091c\u092c \u0906\u092a \u091a\u093e\u0939\u0924\u0947 \u0939\u0948\u0902 \u0915\u093f LLM \u091f\u094d\u0930\u0947\u0938 \u0938\u093e\u092e\u093e\u0928\u094d\u092f \u090f\u092a\u094d\u0932\u093f\u0915\u0947\u0936\u0928 \u0914\u0930 \u0907\u0902\u092b\u094d\u0930\u093e\u0938\u094d\u091f\u094d\u0930\u0915\u094d\u091a\u0930 \u091f\u0947\u0932\u0940\u092e\u0947\u091f\u094d\u0930\u0940 \u0915\u0947 \u0938\u093e\u0925 \u0930\u0939\u0947\u0902, \u0924\u094b \u0938\u093f\u0917\u0928\u094b\u095b \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u092e\u091c\u092c\u0942\u0924 \u0939\u0948\u0964 \u091c\u094b \u091f\u0940\u092e\u0947\u0902 \u092a\u0939\u0932\u0947 \u0938\u0947 \u0939\u0940 \u0913\u092a\u0928\u091f\u0947\u0932\u0940\u092e\u0947\u091f\u094d\u0930\u0940, \u0938\u0947\u0935\u093e \u092e\u093e\u0928\u091a\u093f\u0924\u094d\u0930, \u0935\u093f\u0932\u0902\u092c\u0924\u093e \u091f\u094d\u0930\u0947\u0938, \u0932\u0949\u0917 \u0938\u0939\u0938\u0902\u092c\u0902\u0927 \u0914\u0930 \u0905\u0932\u0930\u094d\u091f\u093f\u0902\u0917 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0938\u094b\u091a \u0930\u0939\u0940 \u0939\u0948\u0902, \u0909\u0928\u0915\u0947 \u0932\u093f\u090f \u0938\u093f\u0917\u0928\u094b\u095b \u0909\u0924\u094d\u092a\u093e\u0926\u0928 \u090f\u0906\u0908 \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u0906\u0927\u093e\u0930 \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p><strong>\u0938\u092c\u0938\u0947 \u0905\u091a\u094d\u091b\u093e:<\/strong> \u091f\u0940\u092e\u0947\u0902 \u091c\u094b LLM \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940, \u0910\u092a \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940, \u0907\u0902\u092b\u094d\u0930\u093e\u0938\u094d\u091f\u094d\u0930\u0915\u094d\u091a\u0930 \u0938\u093f\u0917\u094d\u0928\u0932\u094d\u0938 \u0914\u0930 \u091f\u094d\u0930\u0947\u0938\u093f\u0902\u0917 \u0915\u094b \u090f\u0915 \u091c\u0917\u0939 \u092e\u0947\u0902 \u091a\u093e\u0939\u0924\u0940 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u0932\u0948\u0902\u0917\u092b\u094d\u092f\u0942\u095b<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"472\" src=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1-1024x472.jpg\" alt=\"\" class=\"wp-image-2938\" srcset=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1-1024x472.jpg 1024w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1-300x138.jpg 300w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1-768x354.jpg 768w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1-1536x707.jpg 1536w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1-18x8.jpg 18w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1.jpg 1904w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><a href=\"https:\/\/langfuse.com\/docs\/observability\/overview?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">\u0932\u0948\u0902\u0917\u092b\u094d\u092f\u0942\u091c<\/a> LLM \u090f\u092a\u094d\u0932\u093f\u0915\u0947\u0936\u0928 \u091f\u094d\u0930\u0947\u0938\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092e\u091c\u092c\u0942\u0924 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u0935\u093f\u0915\u0932\u094d\u092a \u0939\u0948\u0964 \u092f\u0939 \u091f\u094d\u0930\u0947\u0938, \u0938\u0924\u094d\u0930, \u0905\u0935\u0932\u094b\u0915\u0928, \u091f\u094b\u0915\u0928 \u0909\u092a\u092f\u094b\u0917, \u0935\u093f\u0932\u0902\u092c\u0924\u093e, \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u092a\u094d\u0930\u092c\u0902\u0927\u0928, \u0921\u0947\u091f\u093e \u0938\u0947\u091f, \u092a\u094d\u0930\u092f\u094b\u0917 \u0914\u0930 \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0915\u0947 \u091a\u093e\u0930\u094b\u0902 \u0913\u0930 \u092c\u0928\u093e\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p>\u0932\u0948\u0902\u0917\u092b\u094d\u092f\u0942\u095b \u0924\u092c \u0905\u091a\u094d\u091b\u093e \u092b\u093f\u091f \u0939\u094b\u0924\u093e \u0939\u0948 \u091c\u092c \u090f\u0906\u0908 \u0907\u0902\u091c\u0940\u0928\u093f\u092f\u0930\u093f\u0902\u0917 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0938\u094d\u0935\u092f\u0902 \u0917\u0941\u0930\u0941\u0924\u094d\u0935\u093e\u0915\u0930\u094d\u0937\u0923 \u0915\u093e \u0915\u0947\u0902\u0926\u094d\u0930 \u0939\u094b\u0924\u093e \u0939\u0948\u0964 \u092f\u0926\u093f \u0906\u092a\u0915\u0940 \u091f\u0940\u092e \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u092a\u0941\u0928\u0930\u093e\u0935\u0943\u0924\u094d\u0924\u093f, \u091f\u094d\u0930\u0947\u0938 \u0928\u093f\u0930\u0940\u0915\u094d\u0937\u0923, \u0932\u093e\u0917\u0924 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917 \u0914\u0930 \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u094b \u090f\u0915 \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f-\u0928\u093f\u0930\u094d\u092e\u093f\u0924 LLM \u0907\u0902\u091f\u0930\u092b\u093c\u0947\u0938 \u092e\u0947\u0902 \u091a\u093e\u0939\u0924\u0940 \u0939\u0948, \u0924\u094b \u0932\u0948\u0902\u0917\u092b\u094d\u092f\u0942\u095b \u0938\u092c\u0938\u0947 \u0938\u094d\u092a\u0937\u094d\u091f \u0935\u093f\u0915\u0932\u094d\u092a\u094b\u0902 \u092e\u0947\u0902 \u0938\u0947 \u090f\u0915 \u0939\u0948\u0964.<\/p>\n\n\n\n<p><strong>\u0938\u092c\u0938\u0947 \u0905\u091a\u094d\u091b\u093e:<\/strong> \u0921\u0947\u0935\u0932\u092a\u0930 \u091f\u0940\u092e\u0947\u0902 \u091c\u094b \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 LLM \u091f\u094d\u0930\u0947\u0938\u093f\u0902\u0917, \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u092a\u094d\u0930\u092c\u0902\u0927\u0928 \u0914\u0930 \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u091a\u093e\u0939\u0924\u0940 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">3. \u0932\u0948\u0902\u0917\u0938\u094d\u092e\u093f\u0925<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"484\" src=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1024x484.png\" alt=\"\" class=\"wp-image-2939\" srcset=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1024x484.png 1024w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-300x142.png 300w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-768x363.png 768w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1536x726.png 1536w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-18x9.png 18w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4.png 1915w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><a href=\"https:\/\/info.langchain.com\/AI-Observability?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">\u0932\u0948\u0902\u0917\u0938\u094d\u092e\u093f\u0925<\/a> \u092f\u0939 LangChain \u092f\u093e LangGraph \u0915\u0947 \u0938\u093e\u0925 \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0940 \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u0935\u093f\u0915\u0932\u094d\u092a \u0939\u0948\u0964 \u092f\u0939 LLM \u0910\u092a\u094d\u0938 \u0914\u0930 \u090f\u091c\u0947\u0902\u091f\u094d\u0938 \u0915\u0947 \u0932\u093f\u090f \u091f\u094d\u0930\u0947\u0938\u093f\u0902\u0917, \u092e\u0949\u0928\u093f\u091f\u0930\u093f\u0902\u0917, \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928, \u0905\u0932\u0930\u094d\u091f \u0914\u0930 \u092a\u094d\u0930\u094b\u0921\u0915\u094d\u0936\u0928 \u0921\u093f\u092c\u0917\u093f\u0902\u0917 \u092a\u0930 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0939\u0948\u0964.<\/p>\n\n\n\n<p>\u092e\u0941\u0916\u094d\u092f \u0932\u093e\u092d \u0907\u0915\u094b\u0938\u093f\u0938\u094d\u091f\u092e \u092b\u093f\u091f \u0939\u0948\u0964 \u092f\u0926\u093f \u0906\u092a\u0915\u0940 \u091f\u0940\u092e \u092a\u0939\u0932\u0947 \u0938\u0947 \u0939\u0940 LangChain \u0915\u093e \u092d\u093e\u0930\u0940 \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0940 \u0939\u0948, \u0924\u094b LangSmith \u091f\u094d\u0930\u0947\u0938, \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0930\u0928 \u0914\u0930 \u090f\u091c\u0947\u0902\u091f \u0921\u093f\u092c\u0917\u093f\u0902\u0917 \u0915\u094b \u0935\u093f\u0915\u093e\u0938 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u0947 \u0915\u0930\u0940\u092c \u092e\u0939\u0938\u0942\u0938 \u0915\u0930\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p><strong>\u0938\u092c\u0938\u0947 \u0905\u091a\u094d\u091b\u093e:<\/strong> LangChain \u0914\u0930 LangGraph \u091f\u0940\u092e\u094d\u0938 \u091c\u094b \u0905\u092a\u0928\u0947 \u090f\u091c\u0947\u0902\u091f \u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915 \u0915\u0947 \u0938\u093e\u0925 \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u0915\u094b \u0915\u0938\u0915\u0930 \u091c\u094b\u0921\u093c\u0928\u093e \u091a\u093e\u0939\u0924\u0940 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">4. \u0939\u0947\u0932\u093f\u0915\u094b\u0928<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"490\" src=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1-1024x490.jpg\" alt=\"\" class=\"wp-image-2943\" srcset=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1-1024x490.jpg 1024w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1-300x144.jpg 300w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1-768x368.jpg 768w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1-1536x736.jpg 1536w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1-18x9.jpg 18w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1.jpg 1896w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Helicone \u0909\u0928 \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917\u0940 \u0939\u0948 \u091c\u094b OpenAI-\u0938\u0902\u0917\u0924 API \u091f\u094d\u0930\u0948\u092b\u093f\u0915 \u0915\u0947 \u091a\u093e\u0930\u094b\u0902 \u0913\u0930 \u090f\u0915 \u0939\u0932\u094d\u0915\u093e \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u0932\u0947\u092f\u0930 \u091a\u093e\u0939\u0924\u0940 \u0939\u0948\u0902\u0964 \u092f\u0939 \u0905\u0915\u094d\u0938\u0930 \u0906\u0915\u0930\u094d\u0937\u0915 \u0939\u094b\u0924\u093e \u0939\u0948 \u091c\u092c \u092a\u0939\u0932\u093e \u0938\u092e\u0938\u094d\u092f\u093e \u0938\u0930\u0932 \u0939\u094b\u0924\u093e \u0939\u0948: \u0905\u0928\u0941\u0930\u094b\u0927, \u0935\u093f\u0932\u0902\u092c\u0924\u093e, \u092e\u0949\u0921\u0932 \u0909\u092a\u092f\u094b\u0917, \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u093e\u0902, \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0914\u0930 \u0932\u093e\u0917\u0924 \u0915\u094b \u092c\u093f\u0928\u093e \u0915\u0938\u094d\u091f\u092e \u090f\u0928\u093e\u0932\u093f\u091f\u093f\u0915\u094d\u0938 \u0932\u0947\u092f\u0930 \u092c\u0928\u093e\u090f \u0926\u0947\u0916\u0928\u093e\u0964.<\/p>\n\n\n\n<p>Helicone \u0939\u092e\u0947\u0936\u093e \u0938\u092c\u0938\u0947 \u0917\u0939\u0930\u0940 \u092b\u0941\u0932-\u0938\u094d\u091f\u0948\u0915 \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0928\u0939\u0940\u0902 \u0939\u094b\u0924\u093e \u0939\u0948, \u0932\u0947\u0915\u093f\u0928 \u092f\u0939 \u0909\u0928 \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u0939\u0948 \u091c\u093f\u0928\u094d\u0939\u0947\u0902 LLM \u0915\u0949\u0932\u094d\u0938 \u0915\u0947 \u092c\u0940\u091a \u0924\u0947\u091c\u093c API-\u0938\u094d\u0924\u0930\u0940\u092f \u0926\u0943\u0936\u094d\u092f\u0924\u093e \u0914\u0930 \u0932\u093e\u0917\u0924 \u092e\u0949\u0928\u093f\u091f\u0930\u093f\u0902\u0917 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964.<\/p>\n\n\n\n<p><strong>\u0938\u092c\u0938\u0947 \u0905\u091a\u094d\u091b\u093e:<\/strong> \u0938\u094d\u091f\u093e\u0930\u094d\u091f\u0905\u092a\u094d\u0938 \u0914\u0930 \u092a\u094d\u0930\u094b\u0921\u0915\u094d\u091f \u091f\u0940\u092e\u094d\u0938 \u091c\u094b \u0924\u0947\u091c\u093c LLM API \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u0914\u0930 \u0909\u092a\u092f\u094b\u0917 \u0926\u0943\u0936\u094d\u092f\u0924\u093e \u091a\u093e\u0939\u0924\u0940 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">5. \u090f\u0930\u093e\u0907\u091c\u093c \u092b\u0940\u0928\u093f\u0915\u094d\u0938<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"489\" src=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-5-1024x489.png\" alt=\"\" class=\"wp-image-2940\" srcset=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-5-1024x489.png 1024w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-5-300x143.png 300w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-5-768x367.png 768w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-5-1536x733.png 1536w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-5-18x9.png 18w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-5.png 1900w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><a href=\"https:\/\/arize.com\/docs\/phoenix\/?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">\u090f\u0930\u093e\u0907\u091c\u093c \u092b\u0940\u0928\u093f\u0915\u094d\u0938<\/a> \u090f\u0915 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 AI \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u0914\u0930 \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0939\u0948\u0964 \u092f\u0939 \u091f\u094d\u0930\u0947\u0938\u093f\u0902\u0917, \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u0907\u0902\u091c\u0940\u0928\u093f\u092f\u0930\u093f\u0902\u0917, \u0921\u0947\u091f\u093e \u0938\u0947\u091f\u094d\u0938, \u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0914\u0930 \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u093e \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, OpenTelemetry \u0914\u0930 OpenInference \u0907\u0902\u0938\u094d\u091f\u094d\u0930\u0942\u092e\u0947\u0902\u091f\u0947\u0936\u0928 \u0915\u0947 \u0938\u092e\u0930\u094d\u0925\u0928 \u0915\u0947 \u0938\u093e\u0925\u0964.<\/p>\n\n\n\n<p>Phoenix \u0924\u092c \u0909\u092a\u092f\u094b\u0917\u0940 \u0939\u094b\u0924\u093e \u0939\u0948 \u091c\u092c \u0921\u093f\u092c\u0917\u093f\u0902\u0917 \u092a\u0930\u094d\u092f\u093e\u092a\u094d\u0924 \u0928\u0939\u0940\u0902 \u0939\u094b\u0924\u093e \u0914\u0930 \u0906\u092a\u0915\u094b \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0921\u0947\u091f\u093e \u0915\u0947 \u0938\u093e\u0925 \u0906\u0909\u091f\u092a\u0941\u091f \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0915\u0930\u0928\u0947 \u0915\u0940 \u092d\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u091f\u0940\u092e\u0947\u0902 \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924 \u0930\u0928 \u0915\u093e \u0928\u093f\u0930\u0940\u0915\u094d\u0937\u0923 \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948\u0902, \u0906\u0909\u091f\u092a\u0941\u091f \u0938\u094d\u0915\u094b\u0930 \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948\u0902, \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928\u094b\u0902 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948\u0902, \u0914\u0930 \u092a\u094d\u0930\u094b\u0921\u0915\u094d\u0936\u0928 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u0915\u094b \u092a\u0941\u0928\u0930\u093e\u0935\u0943\u0924\u094d\u0924\u093f \u0915\u0947 \u0932\u093f\u090f \u0938\u093e\u0915\u094d\u0937\u094d\u092f \u092e\u0947\u0902 \u092c\u0926\u0932 \u0938\u0915\u0924\u0940 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<p><strong>\u0938\u092c\u0938\u0947 \u0905\u091a\u094d\u091b\u093e:<\/strong> \u091f\u0940\u092e\u0947\u0902 \u091c\u094b LLM \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928, \u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0914\u0930 \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u0938\u0941\u0927\u093e\u0930 \u0915\u0947 \u0938\u093e\u0925-\u0938\u093e\u0925 \u091f\u094d\u0930\u0947\u0938 \u0928\u093f\u0930\u0940\u0915\u094d\u0937\u0923 \u0915\u0940 \u092a\u0930\u0935\u093e\u0939 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">6. \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f\u0932\u0947\u092f\u0930<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"487\" src=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1024x487.jpg\" alt=\"\" class=\"wp-image-2941\" srcset=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1024x487.jpg 1024w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-300x143.jpg 300w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-768x365.jpg 768w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1536x731.jpg 1536w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-18x9.jpg 18w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6.jpg 1915w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><a href=\"https:\/\/www.promptlayer.com\/observability\/?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">\u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f\u0932\u0947\u092f\u0930<\/a> \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u0915\u094b \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u092a\u094d\u0930\u092c\u0902\u0927\u0928 \u0915\u0947 \u0938\u093e\u0925 \u091c\u094b\u0921\u093c\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0905\u0928\u0941\u0930\u094b\u0927\u094b\u0902, \u0938\u094d\u092a\u0948\u0928, \u0932\u093e\u0917\u0924, \u0935\u093f\u0932\u0902\u092c\u0924\u093e, \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u0938\u0902\u0938\u094d\u0915\u0930\u0923\u094b\u0902 \u0914\u0930 \u090f\u0928\u093e\u0932\u093f\u091f\u093f\u0915\u094d\u0938 \u0915\u094b \u091f\u094d\u0930\u0948\u0915 \u0915\u0930\u0924\u093e \u0939\u0948 \u0924\u093e\u0915\u093f \u091f\u0940\u092e\u0947\u0902 \u092a\u094d\u0930\u094b\u0921\u0915\u094d\u0936\u0928 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u0914\u0930 \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928\u094b\u0902 \u0915\u094b \u0938\u092e\u091d \u0938\u0915\u0947\u0902\u0964.<\/p>\n\n\n\n<p>\u091c\u092c \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u0911\u092a\u0930\u0947\u0936\u0928\u094d\u0938 \u092e\u0941\u0916\u094d\u092f \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0939\u094b\u0924\u0947 \u0939\u0948\u0902, \u0924\u094b PromptLayer \u090f\u0915 \u0905\u091a\u094d\u091b\u093e \u0935\u093f\u0915\u0932\u094d\u092a \u0939\u0948\u0964 \u092f\u0926\u093f \u0906\u092a\u0915\u0940 \u091f\u0940\u092e \u0905\u0915\u094d\u0938\u0930 \u092a\u0942\u091b\u0924\u0940 \u0939\u0948 \u0915\u093f \u0915\u094c\u0928 \u0938\u093e \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u0930\u093f\u0917\u094d\u0930\u0947\u0936\u0928 \u0915\u093e \u0915\u093e\u0930\u0923 \u092c\u0928\u093e, \u0915\u094c\u0928 \u0938\u093e \u0905\u0928\u0941\u0930\u094b\u0927 \u091f\u0942\u091f \u0917\u092f\u093e, \u092f\u093e \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092e\u0949\u0921\u0932\u094b\u0902 \u092e\u0947\u0902 \u0915\u0948\u0938\u093e \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u0930\u0924\u093e \u0939\u0948, \u0924\u094b PromptLayer \u0909\u0938 \u0907\u0924\u093f\u0939\u093e\u0938 \u0915\u094b \u0921\u093f\u092c\u0917\u093f\u0902\u0917 \u0932\u0942\u092a \u0915\u0947 \u0915\u0930\u0940\u092c \u0930\u0916\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p><strong>\u0938\u092c\u0938\u0947 \u0905\u091a\u094d\u091b\u093e:<\/strong> \u091f\u0940\u092e\u0947\u0902 \u091c\u094b \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u0938\u0902\u0938\u094d\u0915\u0930\u0923\u093f\u0902\u0917, \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u090f\u0928\u093e\u0932\u093f\u091f\u093f\u0915\u094d\u0938, \u0914\u0930 LLM \u0905\u0928\u0941\u0930\u094b\u0927 \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u0915\u094b \u090f\u0915 \u0938\u093e\u0925 \u091a\u093e\u0939\u0924\u0940 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">LLM \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u091f\u0942\u0932\u094d\u0938 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u0909\u092a\u0915\u0930\u0923<\/th><th>\u0938\u092c\u0938\u0947 \u0905\u091a\u094d\u091b\u093e \u092b\u093f\u091f<\/th><th>\u092e\u0941\u0916\u094d\u092f \u0924\u093e\u0915\u0924<\/th><\/tr><\/thead><tbody><tr><td>\u0938\u093f\u0917\u0928\u094b\u095b<\/td><td>\u092b\u0941\u0932-\u0938\u094d\u091f\u0948\u0915 AI \u0914\u0930 \u0910\u092a \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940<\/td><td>OpenTelemetry-\u0928\u0947\u091f\u093f\u0935 \u091f\u094d\u0930\u0947\u0938\u0947\u0938, \u092e\u0947\u091f\u094d\u0930\u093f\u0915\u094d\u0938, \u0932\u0949\u0917\u094d\u0938, \u0921\u0948\u0936\u092c\u094b\u0930\u094d\u0921\u094d\u0938, \u0914\u0930 \u0905\u0932\u0930\u094d\u091f\u094d\u0938<\/td><\/tr><tr><td>\u0932\u0948\u0902\u0917\u092b\u094d\u092f\u0942\u091c<\/td><td>\u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 LLM \u0907\u0902\u091c\u0940\u0928\u093f\u092f\u0930\u093f\u0902\u0917 \u091f\u0940\u092e\u0947\u0902<\/td><td>LLM \u091f\u094d\u0930\u0947\u0938\u0947\u0938, \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u092a\u094d\u0930\u092c\u0902\u0927\u0928, \u0921\u0947\u091f\u093e \u0938\u0947\u091f\u094d\u0938, \u0914\u0930 \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928<\/td><\/tr><tr><td>\u0932\u0948\u0902\u0917\u0938\u094d\u092e\u093f\u0925<\/td><td>LangChain \u0914\u0930 LangGraph \u091f\u0940\u092e\u0947\u0902<\/td><td>\u092b\u094d\u0930\u0947\u092e\u0935\u0930\u094d\u0915-\u0915\u0928\u0947\u0915\u094d\u091f\u0947\u0921 \u091f\u094d\u0930\u0947\u0938\u093f\u0902\u0917, \u092e\u0949\u0928\u093f\u091f\u0930\u093f\u0902\u0917, \u0914\u0930 \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928<\/td><\/tr><tr><td>\u0939\u0947\u0932\u093f\u0915\u094b\u0928<\/td><td>\u0924\u0947\u091c\u093c API-\u0938\u094d\u0924\u0930\u0940\u092f LLM \u0935\u093f\u091c\u093c\u093f\u092c\u093f\u0932\u093f\u091f\u0940<\/td><td>\u0905\u0928\u0941\u0930\u094b\u0927 \u0932\u0949\u0917\u094d\u0938, \u0909\u092a\u092f\u094b\u0917, \u0935\u093f\u0932\u0902\u092c\u0924\u093e, \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u093e\u0902, \u0914\u0930 \u0932\u093e\u0917\u0924 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917<\/td><\/tr><tr><td>\u090f\u0930\u093e\u0907\u091c\u093c \u092b\u0940\u0928\u093f\u0915\u094d\u0938<\/td><td>\u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928-\u092a\u094d\u0930\u0927\u093e\u0928 AI \u0910\u092a\u094d\u0938<\/td><td>\u091f\u094d\u0930\u0947\u0938\u093f\u0902\u0917, \u092a\u094d\u0930\u092f\u094b\u0917, \u0921\u0947\u091f\u093e \u0938\u0947\u091f\u094d\u0938, \u0914\u0930 \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928<\/td><\/tr><tr><td>\u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f\u0932\u0947\u092f\u0930<\/td><td>\u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u0911\u092a\u0930\u0947\u0936\u0928\u094d\u0938<\/td><td>\u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u0938\u0902\u0938\u094d\u0915\u0930\u0923, \u0905\u0928\u0941\u0930\u094b\u0927 \u091f\u094d\u0930\u0947\u0938, \u0935\u093f\u0932\u0902\u092c\u0924\u093e, \u0932\u093e\u0917\u0924, \u0914\u0930 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">ShareAI \u090f\u0915 \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u0938\u094d\u091f\u0948\u0915 \u092e\u0947\u0902 \u0915\u0939\u093e\u0901 \u092b\u093f\u091f \u0939\u094b\u0924\u093e \u0939\u0948<\/h2>\n\n\n\n<p>ShareAI SigNoz, Langfuse, LangSmith, \u092f\u093e \u0915\u093f\u0938\u0940 \u0905\u0928\u094d\u092f \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0915\u093e \u092a\u094d\u0930\u0924\u093f\u0938\u094d\u0925\u093e\u092a\u0928 \u0928\u0939\u0940\u0902 \u0939\u0948\u0964 \u092f\u0939 \u090f\u0915 AI \u092e\u093e\u0930\u094d\u0915\u0947\u091f\u092a\u094d\u0932\u0947\u0938 \u0914\u0930 API \u0939\u0948 \u091c\u094b \u0917\u094d\u0930\u093e\u0939\u0915\u094b\u0902 \u0914\u0930 \u092c\u093f\u0932\u094d\u0921\u0930\u094d\u0938 \u0915\u094b \u090f\u0915 \u090f\u0915\u0940\u0915\u0943\u0924 \u092a\u094d\u0930\u0923\u093e\u0932\u0940 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 150+ \u092e\u0949\u0921\u0932 \u0924\u0915 \u092a\u0939\u0941\u0902\u091a\u0928\u0947, \u0905\u0928\u0941\u0930\u094b\u0927\u094b\u0902 \u0915\u094b \u0930\u0942\u091f \u0915\u0930\u0928\u0947, \u0938\u094d\u092e\u093e\u0930\u094d\u091f \u092b\u0947\u0932\u0913\u0935\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947, \u0914\u0930 \u092e\u0949\u0921\u0932-\u090f\u0915\u094d\u0938\u0947\u0938 \u0932\u0947\u092f\u0930 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 AI \u0909\u092a\u092f\u094b\u0917 \u0915\u094b \u091f\u094d\u0930\u0948\u0915 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p>\u092c\u093f\u0932\u094d\u0921\u0930\u094d\u0938 \u0915\u0947 \u0932\u093f\u090f, ShareAI \u0924\u092c \u0909\u092a\u092f\u094b\u0917\u0940 \u0939\u094b\u0924\u093e \u0939\u0948 \u091c\u092c \u090f\u092a\u094d\u0932\u093f\u0915\u0947\u0936\u0928 ShareAI \u0915\u0947 \u092c\u093e\u0939\u0930 \u092c\u0928\u093e\u092f\u093e \u0917\u092f\u093e \u0939\u094b \u0932\u0947\u0915\u093f\u0928 \u0907\u0938\u0915\u0947 AI \u091f\u094d\u0930\u0948\u092b\u093f\u0915 \u0915\u094b \u0930\u0942\u091f\u093f\u0902\u0917, \u0909\u092a\u092f\u094b\u0917 \u091f\u094d\u0930\u0948\u0915\u093f\u0902\u0917, \u092c\u093f\u0932\u093f\u0902\u0917, \u0905\u0927\u093f\u092d\u093e\u0930 \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u0923, \u0914\u0930 \u092e\u093e\u0938\u093f\u0915 \u092c\u093f\u0932\u094d\u0921\u0930 \u092d\u0941\u0917\u0924\u093e\u0928 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0964 \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u091f\u0942\u0932\u094d\u0938 \u0926\u093f\u0916\u093e\u0924\u0947 \u0939\u0948\u0902 \u0915\u093f \u0915\u094d\u092f\u093e \u0939\u0941\u0906\u0964 ShareAI \u092f\u0939 \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u093f\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u093f AI \u0907\u0902\u092b\u0947\u0930\u0947\u0902\u0938 \u091f\u094d\u0930\u0948\u092b\u093f\u0915 \u0915\u0948\u0938\u0947 \u0930\u0942\u091f \u0914\u0930 \u092e\u0941\u0926\u094d\u0930\u0940\u0915\u0943\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<p>\u0938\u092c\u0938\u0947 \u092e\u091c\u092c\u0942\u0924 \u0938\u0947\u091f\u0905\u092a \u0926\u094b\u0928\u094b\u0902 \u0932\u0947\u092f\u0930 \u0915\u094b \u091c\u094b\u0921\u093c\u0924\u093e \u0939\u0948\u0964 \u092e\u0949\u0921\u0932 \u090f\u0915\u094d\u0938\u0947\u0938 \u0914\u0930 \u0930\u0942\u091f\u0947\u0921 AI \u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u0932\u093f\u090f ShareAI \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0947\u0902\u0964 SigNoz \u092f\u093e \u0915\u093f\u0938\u0940 \u0905\u0928\u094d\u092f \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0947\u0902 \u0924\u093e\u0915\u093f AI \u091f\u094d\u0930\u0947\u0938 \u0915\u094b \u0906\u092a\u0915\u0947 \u090f\u092a\u094d\u0932\u093f\u0915\u0947\u0936\u0928, \u0907\u0902\u092b\u094d\u0930\u093e\u0938\u094d\u091f\u094d\u0930\u0915\u094d\u091a\u0930, \u0914\u0930 \u0918\u091f\u0928\u093e \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u0947 \u0938\u093e\u0925 \u091c\u094b\u0921\u093c\u093e \u091c\u093e \u0938\u0915\u0947\u0964.<\/p>\n\n\n\n<p>\u092e\u0949\u0921\u0932-\u090f\u0915\u094d\u0938\u0947\u0938 \u0932\u0947\u092f\u0930 \u0915\u094b \u0915\u0928\u0947\u0915\u094d\u091f \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u0936\u0941\u0930\u0942 \u0915\u0930\u0947\u0902 <a href=\"https:\/\/shareai.now\/docs\/api\/using-the-api\/getting-started-with-shareai-api\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">ShareAI API \u0938\u0902\u0926\u0930\u094d\u092d<\/a>. \u0964 \u091f\u094d\u0930\u0948\u092b\u093f\u0915 \u0930\u0942\u091f \u0915\u0930\u0928\u0947 \u0938\u0947 \u092a\u0939\u0932\u0947 \u092e\u0949\u0921\u0932 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u092c\u094d\u0930\u093e\u0909\u091c\u093c \u0915\u0930\u0947\u0902 <a href=\"https:\/\/shareai.now\/models\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">ShareAI \u092e\u0949\u0921\u0932 \u092e\u093e\u0930\u094d\u0915\u0947\u091f\u092a\u094d\u0932\u0947\u0938 \u0938\u0947<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0905\u0915\u094d\u0938\u0930 \u092a\u0942\u091b\u0947 \u091c\u093e\u0928\u0947 \u0935\u093e\u0932\u0947 \u092a\u094d\u0930\u0936\u094d\u0928 (FAQ)<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u0938\u092c\u0938\u0947 \u0905\u091a\u094d\u091b\u0947 LLM \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u091f\u0942\u0932\u094d\u0938 \u0915\u094d\u092f\u093e \u0939\u0948\u0902?<\/h3>\n\n\n\n<p>\u0938\u092c\u0938\u0947 \u0905\u091a\u094d\u091b\u0947 LLM \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u091f\u0942\u0932\u094d\u0938 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 SigNoz \u092b\u0941\u0932-\u0938\u094d\u091f\u0948\u0915 \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u0915\u0947 \u0932\u093f\u090f \u092e\u091c\u092c\u0942\u0924 \u0939\u0948, Langfuse \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 LLM \u091f\u094d\u0930\u0947\u0938\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f, LangSmith LangChain \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f, Phoenix \u0907\u0935\u093e\u0932-\u0939\u0947\u0935\u0940 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u0947 \u0932\u093f\u090f, \u0914\u0930 PromptLayer \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u0911\u092a\u0930\u0947\u0936\u0902\u0938 \u0915\u0947 \u0932\u093f\u090f\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0907\u0938 \u0938\u0942\u091a\u0940 \u092e\u0947\u0902 SigNoz \u092a\u0939\u0932\u0947 \u0915\u094d\u092f\u094b\u0902 \u0939\u0948?<\/h3>\n\n\n\n<p>SigNoz \u092a\u0939\u0932\u0947 \u0939\u0948 \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u092f\u0939 LLM \u091f\u094d\u0930\u0947\u0938 \u0915\u094b \u0935\u094d\u092f\u093e\u092a\u0915 \u090f\u092a\u094d\u0932\u093f\u0915\u0947\u0936\u0928 \u091f\u0947\u0932\u0940\u092e\u0947\u091f\u094d\u0930\u0940 \u0915\u0947 \u0938\u093e\u0925 \u091c\u094b\u0921\u093c\u0924\u093e \u0939\u0948\u0964 ShareAI \u092e\u0947\u0902, \u0939\u092e SigNoz \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0905\u092a\u0928\u0947 \u0915\u0947\u0902\u0926\u094d\u0930\u0940\u092f \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u0914\u0930 \u091f\u094d\u0930\u0947\u0938\u093f\u0902\u0917 \u0932\u0947\u092f\u0930 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902 \u0915\u094d\u092f\u094b\u0902\u0915\u093f AI \u0918\u091f\u0928\u093e\u090f\u0902 \u0905\u0915\u094d\u0938\u0930 \u092e\u0949\u0921\u0932, APIs, \u0921\u0947\u091f\u093e\u092c\u0947\u0938, \u0915\u0924\u093e\u0930\u0947\u0902, \u0932\u0949\u0917\u094d\u0938, \u092e\u0947\u091f\u094d\u0930\u093f\u0915\u094d\u0938, \u0914\u0930 \u0907\u0902\u092b\u094d\u0930\u093e\u0938\u094d\u091f\u094d\u0930\u0915\u094d\u091a\u0930 \u0915\u094b \u090f\u0915 \u0938\u093e\u0925 \u0936\u093e\u092e\u093f\u0932 \u0915\u0930\u0924\u0940 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">LLM \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u0915\u094d\u092f\u093e \u0939\u0948?<\/h3>\n\n\n\n<p>LLM \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 AI \u090f\u092a\u094d\u0932\u093f\u0915\u0947\u0936\u0928 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u0915\u094b \u091f\u094d\u0930\u0947\u0938 \u0915\u0930\u0928\u0947, \u092e\u093e\u092a\u0928\u0947, \u0932\u0949\u0917 \u0915\u0930\u0928\u0947, \u0914\u0930 \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0915\u0930\u0928\u0947 \u0915\u093e \u0905\u092d\u094d\u092f\u093e\u0938 \u0939\u0948\u0964 \u0907\u0938\u092e\u0947\u0902 \u0906\u092e\u0924\u094c\u0930 \u092a\u0930 \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f\u094d\u0938, \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e\u090f\u0902, \u091f\u0942\u0932 \u0915\u0949\u0932\u094d\u0938, \u092a\u0941\u0928\u0930\u094d\u092a\u094d\u0930\u093e\u092a\u094d\u0924\u093f \u091a\u0930\u0923, \u091f\u094b\u0915\u0928 \u0909\u092a\u092f\u094b\u0917, \u0932\u093e\u0917\u0924, \u0935\u093f\u0932\u0902\u092c\u0924\u093e, \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u093e\u0902, \u0914\u0930 \u0906\u0909\u091f\u092a\u0941\u091f \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u0938\u0902\u0915\u0947\u0924 \u0936\u093e\u092e\u093f\u0932 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">LLM \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u0938\u093e\u092e\u093e\u0928\u094d\u092f \u0932\u0949\u0917\u093f\u0902\u0917 \u0938\u0947 \u0915\u0948\u0938\u0947 \u0905\u0932\u0917 \u0939\u0948?<\/h3>\n\n\n\n<p>\u0938\u093e\u092e\u093e\u0928\u094d\u092f \u0932\u0949\u0917\u093f\u0902\u0917 \u0918\u091f\u0928\u093e\u0913\u0902 \u0915\u094b \u0930\u093f\u0915\u0949\u0930\u094d\u0921 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 LLM \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u092a\u0942\u0930\u0947 AI \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0915\u094b \u092a\u0941\u0928\u0930\u094d\u0928\u093f\u0930\u094d\u092e\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u092e\u0947\u0902 \u092e\u0949\u0921\u0932 \u0907\u0928\u092a\u0941\u091f, \u0906\u0909\u091f\u092a\u0941\u091f, \u092e\u0927\u094d\u092f\u0935\u0930\u094d\u0924\u0940 \u091a\u0930\u0923, \u091f\u0942\u0932 \u0915\u0949\u0932, \u0932\u093e\u0917\u0924 \u0914\u0930 \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902\u0964 \u092f\u0939 \u091f\u0940\u092e\u094b\u0902 \u0915\u094b \u092f\u0939 \u0938\u092e\u091d\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u093f AI \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094d\u092f\u094b\u0902 \u0939\u0941\u0908, \u0928 \u0915\u093f \u0915\u0947\u0935\u0932 \u092f\u0939 \u0915\u093f \u090f\u0915 \u0905\u0928\u0941\u0930\u094b\u0927 \u0939\u0941\u0906\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0915\u094d\u092f\u093e \u092e\u0941\u091d\u0947 LLM \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948 \u092f\u0926\u093f \u092e\u0948\u0902 \u092a\u0939\u0932\u0947 \u0938\u0947 \u0939\u0940 AI \u0917\u0947\u091f\u0935\u0947 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0942\u0901?<\/h3>\n\n\n\n<p>\u0939\u093e\u0901\u0964 \u090f\u0915 AI \u0917\u0947\u091f\u0935\u0947 \u092e\u0949\u0921\u0932 \u090f\u0915\u094d\u0938\u0947\u0938 \u0915\u094b \u0930\u0942\u091f, \u092e\u0940\u091f\u0930 \u0914\u0930 \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u093f\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u092c\u0915\u093f \u090f\u0915 \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u091f\u0942\u0932 \u092a\u0942\u0930\u0947 \u090f\u092a\u094d\u0932\u093f\u0915\u0947\u0936\u0928 \u092e\u0947\u0902 \u0935\u094d\u092f\u0935\u0939\u093e\u0930 \u0915\u094b \u0921\u093f\u092c\u0917 \u0914\u0930 \u091c\u093e\u0902\u091a\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0947 \u0926\u094b \u0938\u094d\u0924\u0930 \u0905\u0932\u0917-\u0905\u0932\u0917 \u0932\u0947\u0915\u093f\u0928 \u092a\u0942\u0930\u0915 \u0938\u092e\u0938\u094d\u092f\u093e\u0913\u0902 \u0915\u094b \u0939\u0932 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0915\u094d\u092f\u093e ShareAI \u090f\u0915 \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u091f\u0942\u0932 \u0915\u094b \u092c\u0926\u0932\u0924\u093e \u0939\u0948?<\/h3>\n\n\n\n<p>\u0928\u0939\u0940\u0902\u0964 ShareAI \u090f\u0915 AI \u092e\u093e\u0930\u094d\u0915\u0947\u091f\u092a\u094d\u0932\u0947\u0938 \u0914\u0930 API \u0939\u0948 \u091c\u094b \u092e\u0949\u0921\u0932 \u090f\u0915\u094d\u0938\u0947\u0938, \u0930\u0942\u091f\u093f\u0902\u0917, \u0909\u092a\u092f\u094b\u0917, \u092c\u093f\u0932\u093f\u0902\u0917 \u0914\u0930 \u092c\u093f\u0932\u094d\u0921\u0930 \u092e\u094b\u0928\u0947\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0939\u0948\u0964 \u0907\u0938\u0947 SigNoz \u091c\u0948\u0938\u0947 \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u092a\u094d\u0932\u0947\u091f\u092b\u0949\u0930\u094d\u092e \u0915\u0947 \u0938\u093e\u0925 \u091c\u094b\u0921\u093c\u093e \u091c\u093e\u0928\u093e \u091a\u093e\u0939\u093f\u090f \u091c\u092c \u091f\u0940\u092e\u094b\u0902 \u0915\u094b \u092a\u0942\u0930\u094d\u0923 \u091f\u094d\u0930\u0947\u0938, \u0932\u0949\u0917, \u092e\u0947\u091f\u094d\u0930\u093f\u0915\u094d\u0938, \u0921\u0948\u0936\u092c\u094b\u0930\u094d\u0921 \u0914\u0930 \u0905\u0932\u0930\u094d\u091f \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u091f\u0940\u092e\u094b\u0902 \u0915\u094b LLM \u0910\u092a \u092e\u0947\u0902 \u0915\u094d\u092f\u093e \u091f\u094d\u0930\u0947\u0938 \u0915\u0930\u0928\u093e \u091a\u093e\u0939\u093f\u090f?<\/h3>\n\n\n\n<p>\u091f\u0940\u092e\u094b\u0902 \u0915\u094b \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0905\u0928\u0941\u0930\u094b\u0927, \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f \u0938\u0902\u0938\u094d\u0915\u0930\u0923, \u092e\u0949\u0921\u0932 \u0915\u0949\u0932, \u092a\u0941\u0928\u0930\u094d\u092a\u094d\u0930\u093e\u092a\u094d\u0924\u093f \u091a\u0930\u0923, \u091f\u0942\u0932 \u0915\u0949\u0932, \u092a\u0941\u0928\u0903 \u092a\u094d\u0930\u092f\u093e\u0938, \u092b\u0949\u0932\u092c\u0948\u0915, \u091f\u094b\u0915\u0928 \u0909\u092a\u092f\u094b\u0917, \u0935\u093f\u0932\u0902\u092c\u0924\u093e, \u0924\u094d\u0930\u0941\u091f\u093f \u0938\u094d\u0925\u093f\u0924\u093f\u092f\u093e\u0901 \u0914\u0930 \u0906\u0909\u091f\u092a\u0941\u091f \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u091c\u093e\u0902\u091a \u0915\u094b \u091f\u094d\u0930\u0947\u0938 \u0915\u0930\u0928\u093e \u091a\u093e\u0939\u093f\u090f\u0964 \u090f\u091c\u0947\u0902\u091f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f, \u091f\u0942\u0932 \u091a\u092f\u0928 \u0914\u0930 \u0928\u093f\u0937\u094d\u092a\u093e\u0926\u0928 \u0915\u094d\u0930\u092e \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u094c\u0928 \u0938\u093e LLM \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u091f\u0942\u0932 \u0938\u092c\u0938\u0947 \u0905\u091a\u094d\u091b\u093e \u0939\u0948?<\/h3>\n\n\n\n<p>SigNoz, Langfuse, Arize Phoenix, \u0914\u0930 WhyLabs LangKit \u0938\u092d\u0940 \u092e\u0947\u0902 \u092e\u091c\u092c\u0942\u0924 \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u090f\u0902\u0917\u0932 \u0939\u0948\u0902\u0964 \u0938\u0939\u0940 \u0935\u093f\u0915\u0932\u094d\u092a \u0907\u0938 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u093f \u091f\u0940\u092e \u0915\u094b \u092b\u0941\u0932-\u0938\u094d\u091f\u0948\u0915 \u091f\u0947\u0932\u0940\u092e\u0947\u091f\u094d\u0930\u0940, LLM-\u0935\u093f\u0936\u093f\u0937\u094d\u091f \u091f\u094d\u0930\u0947\u0938\u093f\u0902\u0917, \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u092f\u093e \u0906\u0909\u091f\u092a\u0941\u091f \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u092e\u0949\u0928\u093f\u091f\u0930\u093f\u0902\u0917 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">LangChain \u0915\u0947 \u0932\u093f\u090f \u0915\u094c\u0928 \u0938\u093e LLM \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u091f\u0942\u0932 \u0938\u092c\u0938\u0947 \u0905\u091a\u094d\u091b\u093e \u0939\u0948?<\/h3>\n\n\n\n<p>LangSmith \u0909\u0928 \u091f\u0940\u092e\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0938\u092c\u0938\u0947 \u0938\u094d\u0935\u093e\u092d\u093e\u0935\u093f\u0915 \u0935\u093f\u0915\u0932\u094d\u092a \u0939\u0948 \u091c\u094b \u092a\u0939\u0932\u0947 \u0938\u0947 \u0939\u0940 LangChain \u092f\u093e LangGraph \u092a\u0930 \u092e\u093e\u0928\u0915\u0940\u0915\u0943\u0924 \u0939\u0948\u0902\u0964 Langfuse \u0914\u0930 Phoenix \u092d\u0940 \u091f\u0940\u092e \u0915\u0940 \u092a\u0938\u0902\u0926\u0940\u0926\u093e \u091f\u094d\u0930\u0947\u0938\u093f\u0902\u0917, \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0914\u0930 \u0939\u094b\u0938\u094d\u091f\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0905\u091a\u094d\u091b\u093e \u0915\u093e\u092e \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 AI \u0932\u093e\u0917\u0924 \u0928\u093f\u092f\u0902\u0924\u094d\u0930\u0923 \u092e\u0947\u0902 \u0915\u0948\u0938\u0947 \u092e\u0926\u0926 \u0915\u0930\u0924\u093e \u0939\u0948?<\/h3>\n\n\n\n<p>\u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u0932\u093e\u0917\u0924 \u0915\u094b \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902, \u092e\u0949\u0921\u0932\u094b\u0902, \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f\u094d\u0938, \u0930\u0942\u091f\u094d\u0938, \u090f\u092a\u094d\u0932\u093f\u0915\u0947\u0936\u0928 \u0914\u0930 \u0935\u0930\u094d\u0915\u092b\u093c\u094d\u0932\u094b \u0938\u0947 \u091c\u094b\u0921\u093c\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u091f\u0940\u092e\u094b\u0902 \u0915\u094b \u092e\u0939\u0902\u0917\u0947 \u092a\u094d\u0930\u0949\u092e\u094d\u092a\u094d\u091f\u094d\u0938, \u0905\u0928\u093f\u092f\u0902\u0924\u094d\u0930\u093f\u0924 \u0932\u0942\u092a\u094d\u0938, \u0909\u091a\u094d\u091a-\u0935\u093f\u0932\u0902\u092c\u0924\u093e \u0930\u0942\u091f\u094d\u0938, \u092c\u093e\u0930-\u092c\u093e\u0930 \u092a\u0941\u0928\u0903 \u092a\u094d\u0930\u092f\u093e\u0938 \u0914\u0930 \u0910\u0938\u0940 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u094b \u0916\u094b\u091c\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u0939\u093e\u0901 \u0909\u092a\u092f\u094b\u0917 \u0905\u092a\u0947\u0915\u094d\u0937\u093e \u0938\u0947 \u0915\u0939\u0940\u0902 \u0905\u0927\u093f\u0915 \u0939\u0948\u0964.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0915\u094d\u092f\u093e \u092c\u093f\u0932\u094d\u0921\u0930\u094d\u0938 AI \u0910\u092a\u094d\u0938 \u0915\u094b \u092e\u094b\u0928\u0947\u091f\u093e\u0907\u091c \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u092b\u093f\u0930 \u092d\u0940 \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902?<\/h3>\n\n\n\n<p>\u0939\u093e\u0901\u0964 \u090f\u0915 \u092c\u093f\u0932\u094d\u0921\u0930 \u0910\u092a \u0938\u0947 AI \u0907\u0902\u092b\u0947\u0930\u0947\u0902\u0938 \u091f\u094d\u0930\u0948\u092b\u093c\u093f\u0915 \u0915\u094b ShareAI \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0930\u0942\u091f \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948, \u092e\u093e\u0930\u094d\u091c\u093f\u0928 \u092f\u093e \u0938\u0930\u091a\u093e\u0930\u094d\u091c \u0915\u0949\u0928\u094d\u092b\u093c\u093f\u0917\u0930 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948, \u0914\u0930 \u092b\u093f\u0930 \u092d\u0940 SigNoz \u092f\u093e \u0915\u093f\u0938\u0940 \u0905\u0928\u094d\u092f \u0911\u092c\u094d\u091c\u093c\u0930\u094d\u0935\u0947\u092c\u093f\u0932\u093f\u091f\u0940 \u091f\u0942\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u090f\u092a\u094d\u0932\u093f\u0915\u0947\u0936\u0928, \u091f\u094d\u0930\u0947\u0938, \u0932\u0949\u0917, \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u094b\u0902 \u0914\u0930 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u0940 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0915\u0947 \u0932\u093f\u090f \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964.<\/p>","protected":false},"excerpt":{"rendered":"<p>\u0909\u0924\u094d\u092a\u093e\u0926\u0928 AI \u0910\u092a\u094d\u0938 \u0915\u0947 \u0932\u093f\u090f \u0938\u0930\u094d\u0935\u0936\u094d\u0930\u0947\u0937\u094d\u0920 LLM \u0905\u0935\u0932\u094b\u0915\u0928 \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u0915\u0930\u0947\u0902, \u091c\u093f\u0928\u092e\u0947\u0902 SigNoz, Langfuse, LangSmith, Helicone, Phoenix, WhyLabs, \u0914\u0930 PromptLayer \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902\u0964.<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"cta-title":"Integrate one API","cta-description":"Access 150+ models with smart routing and failover.","cta-button-text":"View Docs","cta-button-link":"https:\/\/shareai.now\/documentation\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools","rank_math_title":"7 Best LLM Observability Tools for Production AI Apps","rank_math_description":"Compare the best LLM observability tools for traces, metrics, logs, evals, token usage, cost, and AI debugging.","rank_math_focus_keyword":"best LLM observability 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