{"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":"%d8%a3%d9%81%d8%b6%d9%84-%d8%a3%d8%af%d9%88%d8%a7%d8%aa-%d9%85%d8%b1%d8%a7%d9%82%d8%a8%d8%a9-llm","status":"publish","type":"post","link":"https:\/\/shareai.now\/ar\/%d9%85%d8%af%d9%88%d9%86%d8%a9\/%d8%a7%d9%84%d9%85%d8%b7%d9%88%d8%b1%d9%88%d9%86\/%d8%a3%d9%81%d8%b6%d9%84-%d8%a3%d8%af%d9%88%d8%a7%d8%aa-%d9%85%d8%b1%d8%a7%d9%82%d8%a8%d8%a9-llm\/","title":{"rendered":"7 \u0623\u0641\u0636\u0644 \u0623\u062f\u0648\u0627\u062a \u0645\u0631\u0627\u0642\u0628\u0629 LLM \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0641\u064a \u0639\u0627\u0645 2026"},"content":{"rendered":"<p>\u062a\u0645 \u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0645\u0642\u0627\u0644\u0629 \u0641\u064a: \u064a\u0648\u0646\u064a\u0648 2026<\/p>\n\n\n\n<p>\u0623\u0641\u0636\u0644 \u0623\u062f\u0648\u0627\u062a \u0645\u0631\u0627\u0642\u0628\u0629 LLM \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u0641\u0631\u0642 \u0641\u064a \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0633\u0624\u0627\u0644 \u0628\u0633\u064a\u0637 \u064a\u062a\u0639\u0644\u0642 \u0628\u0627\u0644\u0625\u0646\u062a\u0627\u062c: \u0645\u0627\u0630\u0627 \u062d\u062f\u062b \u0628\u0627\u0644\u0641\u0639\u0644 \u062f\u0627\u062e\u0644 \u0647\u0630\u0627 \u0627\u0644\u0637\u0644\u0628 \u0627\u0644\u062e\u0627\u0635 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u061f<\/p>\n\n\n\n<p>\u064a\u0635\u0628\u062d \u0647\u0630\u0627 \u0627\u0644\u0633\u0624\u0627\u0644 \u0635\u0639\u0628\u064b\u0627 \u0628\u0633\u0631\u0639\u0629. \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u0625\u062c\u0631\u0627\u0621 \u0648\u0627\u062d\u062f \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0625\u0644\u0649 \u062a\u0634\u063a\u064a\u0644 \u0645\u0637\u0627\u0644\u0628\u0629\u060c \u062e\u0637\u0648\u0629 \u0627\u0633\u062a\u0631\u062c\u0627\u0639\u060c \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0646\u0645\u0648\u0630\u062c\u060c \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0627\u062d\u062a\u064a\u0627\u0637\u064a\u060c \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0623\u062f\u0627\u0629\u060c \u0645\u062d\u0644\u0644 \u0645\u062e\u0631\u062c\u0627\u062a\u060c \u062f\u0631\u062c\u0629 \u062a\u0642\u064a\u064a\u0645\u060c \u0648\u062d\u062f\u062b \u0641\u0648\u062a\u0631\u0629. \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0645\u062a\u0646\u0627\u062b\u0631\u0629 \u0639\u0628\u0631 \u0627\u0644\u0633\u062c\u0644\u0627\u062a\u060c \u0644\u0648\u062d\u0627\u062a \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0632\u0648\u062f\u060c \u062c\u062f\u0627\u0648\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062e\u0635\u0635\u0629\u060c \u0648\u062a\u062a\u0628\u0639 \u0641\u0631\u062f\u064a\u060c \u0641\u0625\u0646 \u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u064a\u062a\u062d\u0648\u0644 \u0625\u0644\u0649 \u0639\u0644\u0645 \u0627\u0644\u0622\u062b\u0627\u0631.<\/p>\n\n\n\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0627\u0644\u0648\u0643\u0644\u0627\u0621\u060c \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u064a\u0646\u060c \u0648\u0623\u0646\u0638\u0645\u0629 RAG\u060c \u064a\u062c\u0628 \u0623\u0646 \u062a\u0638\u0647\u0631 \u0645\u0631\u0627\u0642\u0628\u0629 LLM \u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0643\u0627\u0645\u0644: \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a\u060c \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a\u060c \u0627\u0644\u062a\u0623\u062e\u064a\u0631\u060c \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632\u060c \u0627\u0644\u062a\u0643\u0644\u0641\u0629\u060c \u0627\u0644\u0623\u062e\u0637\u0627\u0621\u060c \u0627\u0644\u0645\u062d\u0627\u0648\u0644\u0627\u062a\u060c \u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0648\u0635\u0641\u064a\u0629\u060c \u0648\u0633\u0644\u0648\u0643 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0644\u0627\u062d\u0642\u0629.<\/p>\n\n\n\n<p>\u0625\u0644\u064a\u0643 \u0633\u0628\u0639\u0629 \u0623\u062f\u0648\u0627\u062a \u062a\u0633\u062a\u062d\u0642 \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0644\u0641\u0631\u0642 \u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0645\u0639 SigNoz \u0623\u0648\u0644\u0627\u064b \u0644\u0623\u0646\u0647 \u064a\u062d\u0644 \u0645\u0634\u0643\u0644\u0629 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0646\u0638\u0627\u0645 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0639\u0631\u0636 \u062c\u0632\u0621 LLM \u0641\u0642\u0637.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u062c\u0628 \u0627\u0644\u0628\u062d\u062b \u0639\u0646\u0647 \u0641\u064a \u0623\u0641\u0636\u0644 \u0623\u062f\u0648\u0627\u062a \u0645\u0631\u0627\u0642\u0628\u0629 LLM<\/h2>\n\n\n\n<p>\u0645\u0631\u0627\u0642\u0628\u0629 LLM \u0623\u0643\u062b\u0631 \u0645\u0646 \u0645\u062c\u0631\u062f \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0648\u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a. \u064a\u062c\u0628 \u0623\u0646 \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u0645\u0646\u0635\u0629 \u0627\u0644\u0645\u0641\u064a\u062f\u0629 \u0641\u0631\u0642 \u0627\u0644\u0647\u0646\u062f\u0633\u0629\u060c \u0627\u0644\u0645\u0646\u062a\u062c\u060c \u0648\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0639\u0644\u0649 \u0641\u0647\u0645 \u0627\u0644\u0645\u0648\u062b\u0648\u0642\u064a\u0629\u060c \u0627\u0644\u062a\u0643\u0644\u0641\u0629\u060c \u0648\u062c\u0648\u062f\u0629 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0645\u0639\u064b\u0627.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u062a\u062a\u0628\u0639:<\/strong> \u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639\u060c \u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a \u0627\u0644\u0623\u062f\u0648\u0627\u062a\u060c \u0627\u0644\u0645\u062d\u0627\u0648\u0644\u0627\u062a\u060c \u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a\u0629\u060c \u0648\u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0644\u0627\u062d\u0642\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633:<\/strong> \u0627\u0644\u062a\u0623\u062e\u064a\u0631\u060c \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629\u060c \u0645\u0639\u062f\u0644 \u0627\u0644\u0623\u062e\u0637\u0627\u0621\u060c \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632\u060c \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0635\u062d\u0629 \u0627\u0644\u0645\u0633\u0627\u0631\u060c \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0633\u062c\u0644\u0627\u062a:<\/strong> \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0637\u0644\u0628 \u0627\u0644\u0648\u0635\u0641\u064a\u0629\u060c \u0623\u062d\u062f\u0627\u062b \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u060c \u0627\u0644\u0627\u0633\u062a\u062b\u0646\u0627\u0621\u0627\u062a\u060c \u0648\u0633\u064a\u0627\u0642 \u0627\u0644\u062d\u0648\u0627\u062f\u062b.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a:<\/strong> \u062f\u0631\u062c\u0627\u062a \u0627\u0644\u062c\u0648\u062f\u0629\u060c \u0641\u062d\u0648\u0635\u0627\u062a \u0627\u0644\u0647\u0644\u0648\u0633\u0629\u060c \u0641\u062d\u0648\u0635\u0627\u062a \u0627\u0644\u0635\u0644\u0629\u060c \u0648\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0635\u0641\u064a\u0629:<\/strong> \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u060c \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0639\u0645\u0644\u060c \u0627\u0644\u0645\u0634\u0631\u0648\u0639\u060c \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0627\u0644\u0645\u0633\u0627\u0631\u060c \u0627\u0644\u0628\u064a\u0626\u0629\u060c \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0648\u0635\u0641\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u062f\u0639\u0645 OpenTelemetry:<\/strong> \u0645\u0633\u0627\u0631 \u0623\u0646\u0638\u0641 \u0644\u0631\u0628\u0637 \u0622\u062b\u0627\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0628\u0642\u064a\u0629 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a.<\/li>\n<\/ul>\n\n\n\n<p>\u0644\u0644\u0646\u0645\u0648\u0630\u062c <a href=\"https:\/\/opentelemetry.io\/docs\/concepts\/signals\/?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">\u0646\u0645\u0648\u0630\u062c \u0625\u0634\u0627\u0631\u0627\u062a OpenTelemetry<\/a> \u0647\u0648 \u062e\u0637 \u0623\u0633\u0627\u0633 \u0645\u0641\u064a\u062f \u0644\u0623\u0646 \u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0627\u0644\u062d\u062f\u064a\u062b \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0622\u062b\u0627\u0631\u060c \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633\u060c \u0627\u0644\u0633\u062c\u0644\u0627\u062a\u060c \u0648\u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0630\u064a \u064a\u062a\u062d\u0631\u0643 \u0645\u0639\u064b\u0627.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1. \u0633\u064a\u063a\u0646\u0648\u0632<\/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\">\u0633\u064a\u063a\u0646\u0648\u0632<\/a> \u0647\u0648 \u0623\u0648\u0644 \u0623\u062f\u0627\u0629 \u0646\u0642\u064a\u0645\u0647\u0627 \u0644\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f \u0645\u0631\u0627\u0642\u0628\u0629 LLM \u062f\u0627\u062e\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0631\u0627\u0642\u0628\u0629 \u0647\u0646\u062f\u0633\u064a\u0629 \u0623\u0648\u0633\u0639. \u0625\u0646\u0647 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 OpenTelemetry \u0648\u064a\u062c\u0645\u0639 \u0627\u0644\u0622\u062b\u0627\u0631\u060c \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633\u060c \u0627\u0644\u0633\u062c\u0644\u0627\u062a\u060c \u0627\u0644\u0627\u0633\u062a\u062b\u0646\u0627\u0621\u0627\u062a\u060c \u0644\u0648\u062d\u0627\u062a \u0627\u0644\u062a\u062d\u0643\u0645\u060c \u0648\u0627\u0644\u062a\u0646\u0628\u064a\u0647\u0627\u062a \u0641\u064a \u0645\u0646\u0635\u0629 \u0648\u0627\u062d\u062f\u0629.<\/p>\n\n\n\n<p>\u0641\u064a ShareAI\u060c \u0646\u0633\u062a\u062e\u062f\u0645 SigNoz \u0643\u0637\u0628\u0642\u0629 \u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u062a\u062a\u0628\u0639 \u0645\u0631\u0643\u0632\u064a\u0629 \u0634\u0627\u0645\u0644\u0629. \u0647\u0630\u0627 \u0645\u0647\u0645 \u0644\u0623\u0646 \u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0646\u0627\u062f\u0631\u064b\u0627 \u0645\u0627 \u062a\u0628\u0642\u0649 \u062f\u0627\u062e\u0644 \u0645\u0643\u0627\u0644\u0645\u0629 \u0646\u0645\u0648\u0630\u062c \u0648\u0627\u062d\u062f\u0629. \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u0631\u062f \u0627\u0644\u0633\u064a\u0626 \u062a\u0623\u062e\u064a\u0631 API\u060c \u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0645\u0632\u0648\u062f\u060c \u0627\u0644\u0645\u062d\u0627\u0648\u0644\u0627\u062a \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629\u060c \u062a\u0648\u0642\u064a\u062a \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0633\u0644\u0648\u0643 \u0627\u0644\u0637\u0627\u0628\u0648\u0631\u060c \u0623\u062d\u062f\u0627\u062b \u0627\u0644\u0641\u0648\u062a\u0631\u0629\u060c \u0648\u0623\u062e\u0637\u0627\u0621 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642. \u064a\u0648\u0641\u0631 SigNoz \u0644\u0644\u0641\u0631\u0642 \u0645\u0643\u0627\u0646\u064b\u0627 \u0648\u0627\u062d\u062f\u064b\u0627 \u0644\u0631\u0628\u0637 \u062a\u0644\u0643 \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u062a\u0646\u0642\u0644 \u0628\u064a\u0646 \u0623\u062f\u0648\u0627\u062a \u063a\u064a\u0631 \u0645\u062a\u0635\u0644\u0629.<\/p>\n\n\n\n<p>SigNoz \u0642\u0648\u064a \u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0639\u0646\u062f\u0645\u0627 \u062a\u0631\u064a\u062f \u0623\u0646 \u062a\u0639\u064a\u0634 \u0622\u062b\u0627\u0631 LLM \u0628\u062c\u0627\u0646\u0628 \u0627\u0644\u0642\u064a\u0627\u0633\u0627\u062a \u0627\u0644\u0639\u0627\u062f\u064a\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642 \u0648\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0641\u0643\u0631 \u0628\u0627\u0644\u0641\u0639\u0644 \u0641\u064a OpenTelemetry\u060c \u062e\u0631\u0627\u0626\u0637 \u0627\u0644\u062e\u062f\u0645\u0629\u060c \u0622\u062b\u0627\u0631 \u0627\u0644\u062a\u0623\u062e\u064a\u0631\u060c \u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u0644\u0633\u062c\u0644\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u0646\u0628\u064a\u0647\u0627\u062a\u060c \u064a\u062c\u0639\u0644 \u0630\u0644\u0643 SigNoz \u0623\u0633\u0627\u0633\u064b\u0627 \u0639\u0645\u0644\u064a\u064b\u0627 \u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629.<\/p>\n\n\n\n<p><strong>\u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0640:<\/strong> \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f \u0645\u0631\u0627\u0642\u0628\u0629 LLM\u060c \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u060c \u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u062a\u0628\u0639 \u0641\u064a \u0645\u0643\u0627\u0646 \u0648\u0627\u062d\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u0644\u0627\u0646\u063a\u0641\u064a\u0648\u0632<\/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\">\u0644\u0627\u0646\u062c\u0641\u064a\u0648\u0632<\/a> \u062e\u064a\u0627\u0631 \u0642\u0648\u064a \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u062a\u062a\u0628\u0639 \u062a\u0637\u0628\u064a\u0642\u0627\u062a LLM. \u062a\u0645 \u0628\u0646\u0627\u0624\u0647 \u062d\u0648\u0644 \u0627\u0644\u0622\u062b\u0627\u0631\u060c \u0627\u0644\u062c\u0644\u0633\u0627\u062a\u060c \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a\u060c \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632\u060c \u0627\u0644\u062a\u0623\u062e\u064a\u0631\u060c \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a\u060c \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0627\u0644\u062a\u062c\u0627\u0631\u0628\u060c \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a.<\/p>\n\n\n\n<p>Langfuse \u0645\u0646\u0627\u0633\u0628 \u0639\u0646\u062f\u0645\u0627 \u064a\u0643\u0648\u0646 \u0633\u064a\u0631 \u0639\u0645\u0644 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0646\u0641\u0633\u0647 \u0647\u0648 \u0645\u0631\u0643\u0632 \u0627\u0644\u062c\u0627\u0630\u0628\u064a\u0629. \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0641\u0631\u0642\u0643 \u062a\u0631\u064a\u062f \u062a\u0643\u0631\u0627\u0631 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a\u060c \u0641\u062d\u0635 \u0627\u0644\u0622\u062b\u0627\u0631\u060c \u062a\u062a\u0628\u0639 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641\u060c \u0648\u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0641\u064a \u0648\u0627\u062c\u0647\u0629 LLM \u0645\u0635\u0645\u0645\u0629 \u062e\u0635\u064a\u0635\u064b\u0627\u060c \u0641\u0625\u0646 Langfuse \u0647\u0648 \u0623\u062d\u062f \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0648\u0636\u0648\u062d\u064b\u0627.<\/p>\n\n\n\n<p><strong>\u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0640:<\/strong> \u0641\u0631\u0642 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f \u062a\u062a\u0628\u0639 LLM \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a\u060c \u0648\u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u062a\u0642\u064a\u064a\u0645.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">3. \u0644\u0627\u0646\u063a\u0633\u0645\u064a\u062b<\/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\">\u0644\u0627\u0646\u063a\u0633\u0645\u064a\u062b<\/a> \u0647\u0648 \u062e\u064a\u0627\u0631 \u0637\u0628\u064a\u0639\u064a \u0644\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0628\u0646\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 LangChain \u0623\u0648 LangGraph. \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u062a\u0628\u0639\u060c \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629\u060c \u0627\u0644\u062a\u0642\u064a\u064a\u0645\u060c \u0627\u0644\u062a\u0646\u0628\u064a\u0647\u0627\u062a\u060c \u0648\u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0648\u0643\u0644\u0627\u0621 LLM.<\/p>\n\n\n\n<p>\u0627\u0644\u0645\u064a\u0632\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0647\u064a \u0627\u0644\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0628\u064a\u0626\u064a. \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0641\u0631\u064a\u0642\u0643 \u064a\u0633\u062a\u062e\u062f\u0645 LangChain \u0628\u0634\u0643\u0644 \u0645\u0643\u062b\u0641 \u0628\u0627\u0644\u0641\u0639\u0644\u060c \u064a\u0645\u0643\u0646 \u0644\u0640 LangSmith \u062c\u0639\u0644 \u0627\u0644\u062a\u062a\u0628\u0639\u060c \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062a\u0642\u064a\u064a\u0645\u060c \u0648\u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0642\u0631\u064a\u0628\u064b\u0627 \u0645\u0646 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062a\u0637\u0648\u064a\u0631\u064a.<\/p>\n\n\n\n<p><strong>\u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0640:<\/strong> \u0641\u0631\u0642 LangChain \u0648LangGraph \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f \u0645\u0631\u0627\u0642\u0628\u0629 \u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0634\u0643\u0644 \u0648\u062b\u064a\u0642 \u0628\u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u062e\u0627\u0635 \u0628\u0647\u0627.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">4. \u0647\u064a\u0644\u064a\u0643\u0648\u0627\u0646<\/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 \u0645\u0641\u064a\u062f \u0644\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f \u0637\u0628\u0642\u0629 \u0645\u0631\u0627\u0642\u0628\u0629 \u062e\u0641\u064a\u0641\u0629 \u062d\u0648\u0644 \u062d\u0631\u0643\u0629 \u0645\u0631\u0648\u0631 API \u0627\u0644\u0645\u062a\u0648\u0627\u0641\u0642\u0629 \u0645\u0639 OpenAI. \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0643\u0648\u0646 \u062c\u0630\u0627\u0628\u064b\u0627 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0628\u0633\u064a\u0637\u0629: \u0631\u0624\u064a\u0629 \u0627\u0644\u0637\u0644\u0628\u0627\u062a\u060c \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629\u060c \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0627\u0644\u0623\u062e\u0637\u0627\u0621\u060c \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646\u060c \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u062f\u0648\u0646 \u0628\u0646\u0627\u0621 \u0637\u0628\u0642\u0629 \u062a\u062d\u0644\u064a\u0644 \u0645\u062e\u0635\u0635\u0629.<\/p>\n\n\n\n<p>Helicone \u0644\u064a\u0633 \u062f\u0627\u0626\u0645\u064b\u0627 \u0623\u0639\u0645\u0642 \u0645\u0646\u0635\u0629 \u0645\u0631\u0627\u0642\u0628\u0629 \u0643\u0627\u0645\u0644\u0629\u060c \u0644\u0643\u0646\u0647 \u0639\u0645\u0644\u064a \u0644\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0631\u0624\u064a\u0629 \u0633\u0631\u064a\u0639\u0629 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 API \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0639\u0628\u0631 \u0645\u0643\u0627\u0644\u0645\u0627\u062a LLM.<\/p>\n\n\n\n<p><strong>\u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0640:<\/strong> \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0646\u0627\u0634\u0626\u0629 \u0648\u0641\u0631\u0642 \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f \u0645\u0631\u0627\u0642\u0628\u0629 \u0633\u0631\u064a\u0639\u0629 \u0644\u0640 LLM API \u0648\u0631\u0624\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">5. \u0623\u0631\u0627\u064a\u0632 \u0641\u064a\u0646\u064a\u0643\u0633<\/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\">\u0623\u0631\u0627\u064a\u0632 \u0641\u064a\u0646\u064a\u0643\u0633<\/a> \u0647\u0648 \u0645\u0646\u0635\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u064a\u062f\u0639\u0645 \u0627\u0644\u062a\u062a\u0628\u0639\u060c \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a\u060c \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0627\u0644\u062a\u062c\u0627\u0631\u0628\u060c \u0648\u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u062a\u0642\u064a\u064a\u0645\u060c \u0645\u0639 \u062f\u0639\u0645 \u0623\u062f\u0648\u0627\u062a OpenTelemetry \u0648OpenInference.<\/p>\n\n\n\n<p>Phoenix \u0645\u0641\u064a\u062f \u0639\u0646\u062f\u0645\u0627 \u0644\u0627 \u064a\u0643\u0648\u0646 \u0627\u0644\u062a\u0635\u062d\u064a\u062d \u0643\u0627\u0641\u064a\u064b\u0627 \u0648\u062a\u062d\u062a\u0627\u062c \u0623\u064a\u0636\u064b\u0627 \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0642\u064a\u064a\u0645. \u064a\u0645\u0643\u0646 \u0644\u0644\u0641\u0631\u0642 \u0641\u062d\u0635 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u0627\u062a \u0627\u0644\u0641\u0631\u062f\u064a\u0629\u060c \u062a\u0633\u062c\u064a\u0644 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a\u060c \u0645\u0642\u0627\u0631\u0646\u0629 \u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a\u060c \u0648\u062a\u062d\u0648\u064a\u0644 \u0633\u0644\u0648\u0643 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0625\u0644\u0649 \u062f\u0644\u064a\u0644 \u0644\u0644\u062a\u0643\u0631\u0627\u0631.<\/p>\n\n\n\n<p><strong>\u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0640:<\/strong> \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0647\u062a\u0645 \u0628\u062a\u0642\u064a\u064a\u0645 LLM\u060c \u0627\u0644\u062a\u062c\u0627\u0631\u0628\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0628\u0642\u062f\u0631 \u0627\u0647\u062a\u0645\u0627\u0645\u0647\u0627 \u0628\u0641\u062d\u0635 \u0627\u0644\u062a\u062a\u0628\u0639.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">6. \u0628\u0631\u0648\u0645\u0628\u062a \u0644\u0627\u064a\u0631<\/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\">\u0628\u0631\u0648\u0645\u0628\u062a \u0644\u0627\u064a\u0631<\/a> \u064a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a. \u064a\u062a\u062a\u0628\u0639 \u0627\u0644\u0637\u0644\u0628\u0627\u062a\u060c \u0627\u0644\u0627\u0645\u062a\u062f\u0627\u062f\u0627\u062a\u060c \u0627\u0644\u062a\u0643\u0644\u0641\u0629\u060c \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629\u060c \u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0628\u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u0644\u0644\u0641\u0631\u0642 \u0641\u0647\u0645 \u0633\u0644\u0648\u0643 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0648\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a.<\/p>\n\n\n\n<p>\u064a\u0639\u062f PromptLayer \u0645\u0646\u0627\u0633\u0628\u064b\u0627 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0648\u062c\u064a\u0647 \u0647\u064a \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0631\u0626\u064a\u0633\u064a. \u0625\u0630\u0627 \u0643\u0627\u0646 \u0641\u0631\u064a\u0642\u0643 \u064a\u0633\u0623\u0644 \u063a\u0627\u0644\u0628\u064b\u0627 \u0639\u0646 \u0623\u064a \u0625\u0635\u062f\u0627\u0631 \u0645\u0646 \u0627\u0644\u062a\u0648\u062c\u064a\u0647 \u062a\u0633\u0628\u0628 \u0641\u064a \u0627\u0644\u062a\u0631\u0627\u062c\u0639\u060c \u0623\u0648 \u0623\u064a \u0637\u0644\u0628 \u062a\u0639\u0637\u0644\u060c \u0623\u0648 \u0643\u064a\u0641 \u064a\u0639\u0645\u0644 \u0627\u0644\u062a\u0648\u062c\u064a\u0647 \u0639\u0628\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u0641\u0625\u0646 PromptLayer \u064a\u062d\u062a\u0641\u0638 \u0628\u0647\u0630\u0627 \u0627\u0644\u062a\u0627\u0631\u064a\u062e \u0642\u0631\u064a\u0628\u064b\u0627 \u0645\u0646 \u062f\u0648\u0631\u0629 \u0627\u0644\u062a\u0635\u062d\u064a\u062d.<\/p>\n\n\n\n<p><strong>\u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0640:<\/strong> \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f \u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u062a\u0648\u062c\u064a\u0647\u0627\u062a\u060c \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062a\u0648\u062c\u064a\u0647\u060c \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0637\u0644\u0628\u0627\u062a LLM \u0645\u0639\u064b\u0627.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u0642\u0627\u0631\u0646\u0629 \u0623\u062f\u0648\u0627\u062a \u0645\u0631\u0627\u0642\u0628\u0629 LLM<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u0623\u062f\u0627\u0629<\/th><th>\u0627\u0644\u0623\u0646\u0633\u0628<\/th><th>\u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/th><\/tr><\/thead><tbody><tr><td>\u0633\u064a\u063a\u0646\u0648\u0632<\/td><td>\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0628\u0634\u0643\u0644 \u0643\u0627\u0645\u0644<\/td><td>\u062a\u062a\u0628\u0639\u060c \u0642\u064a\u0627\u0633\u0627\u062a\u060c \u0633\u062c\u0644\u0627\u062a\u060c \u0644\u0648\u062d\u0627\u062a \u0645\u0639\u0644\u0648\u0645\u0627\u062a\u060c \u0648\u062a\u0646\u0628\u064a\u0647\u0627\u062a \u0623\u0635\u0644\u064a\u0629 \u0644\u0640 OpenTelemetry<\/td><\/tr><tr><td>\u0644\u0627\u0646\u062c\u0641\u064a\u0648\u0632<\/td><td>\u0641\u0631\u0642 \u0647\u0646\u062f\u0633\u0629 LLM \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631<\/td><td>\u062a\u062a\u0628\u0639 LLM\u060c \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0648\u062c\u064a\u0647\u0627\u062a\u060c \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a<\/td><\/tr><tr><td>\u0644\u0627\u0646\u063a\u0633\u0645\u064a\u062b<\/td><td>\u0641\u0631\u0642 LangChain \u0648LangGraph<\/td><td>\u062a\u062a\u0628\u0639\u060c \u0645\u0631\u0627\u0642\u0628\u0629\u060c \u0648\u062a\u0642\u064a\u064a\u0645 \u0645\u062a\u0635\u0644 \u0628\u0627\u0644\u0625\u0637\u0627\u0631<\/td><\/tr><tr><td>\u0647\u064a\u0644\u064a\u0643\u0648\u0627\u0646<\/td><td>\u0631\u0624\u064a\u0629 \u0633\u0631\u064a\u0639\u0629 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 API \u0644\u0640 LLM<\/td><td>\u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0637\u0644\u0628\u0627\u062a\u060c \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0627\u0644\u062a\u0623\u062e\u064a\u0631\u060c \u0627\u0644\u0623\u062e\u0637\u0627\u0621\u060c \u0648\u062a\u062a\u0628\u0639 \u0627\u0644\u062a\u0643\u0644\u0641\u0629<\/td><\/tr><tr><td>\u0623\u0631\u0627\u064a\u0632 \u0641\u064a\u0646\u064a\u0643\u0633<\/td><td>\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062b\u0642\u064a\u0644\u0629 \u0641\u064a \u0627\u0644\u062a\u0642\u064a\u064a\u0645<\/td><td>\u0627\u0644\u062a\u062a\u0628\u0639\u060c \u0627\u0644\u062a\u062c\u0627\u0631\u0628\u060c \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u062c\u0648\u062f\u0629<\/td><\/tr><tr><td>\u0628\u0631\u0648\u0645\u0628\u062a \u0644\u0627\u064a\u0631<\/td><td>\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0648\u062c\u064a\u0647<\/td><td>\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a\u060c \u062a\u062a\u0628\u0639 \u0627\u0644\u0637\u0644\u0628\u0627\u062a\u060c \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629\u060c \u0627\u0644\u062a\u0643\u0644\u0641\u0629\u060c \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0623\u064a\u0646 \u064a\u0646\u0627\u0633\u0628 ShareAI \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629<\/h2>\n\n\n\n<p>ShareAI \u0644\u064a\u0633 \u0628\u062f\u064a\u0644\u0627\u064b \u0644\u0640 SigNoz \u0623\u0648 Langfuse \u0623\u0648 LangSmith \u0623\u0648 \u0623\u064a \u0645\u0646\u0635\u0629 \u0645\u0631\u0627\u0642\u0628\u0629 \u0623\u062e\u0631\u0649. \u0625\u0646\u0647 \u0633\u0648\u0642 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0639\u0644\u0649 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0623\u0643\u062b\u0631 \u0645\u0646 150 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0643\u0627\u0645\u0644 \u0648\u0627\u062d\u062f\u060c \u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0637\u0644\u0628\u0627\u062a\u060c \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0641\u0634\u0644 \u0627\u0644\u0630\u0643\u064a\u060c \u0648\u062a\u062a\u0628\u0639 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0628\u0631 \u0637\u0628\u0642\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c.<\/p>\n\n\n\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646\u060c \u064a\u0643\u0648\u0646 ShareAI \u0645\u0641\u064a\u062f\u064b\u0627 \u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u0645 \u0628\u0646\u0627\u0621 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u062e\u0627\u0631\u062c ShareAI \u0648\u0644\u0643\u0646 \u064a\u062d\u062a\u0627\u062c \u062d\u0631\u0643\u0629 \u0645\u0631\u0648\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0625\u0644\u0649 \u0627\u0644\u062a\u0648\u062c\u064a\u0647\u060c \u062a\u062a\u0628\u0639 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0627\u0644\u0641\u0648\u062a\u0631\u0629\u060c \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629\u060c \u0648\u0645\u062f\u0641\u0648\u0639\u0627\u062a \u0627\u0644\u0645\u0637\u0648\u0631 \u0627\u0644\u0634\u0647\u0631\u064a\u0629. \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u062a\u0638\u0647\u0631 \u0645\u0627 \u062d\u062f\u062b. ShareAI \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u0644\u062a\u062d\u0643\u0645 \u0628\u0643\u064a\u0641\u064a\u0629 \u062a\u0648\u062c\u064a\u0647 \u062d\u0631\u0643\u0629 \u0645\u0631\u0648\u0631 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062f\u062e\u0644 \u0645\u0646\u0647\u0627.<\/p>\n\n\n\n<p>\u0623\u0642\u0648\u0649 \u0625\u0639\u062f\u0627\u062f \u064a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0643\u0644\u0627 \u0627\u0644\u0637\u0628\u0642\u062a\u064a\u0646. \u0627\u0633\u062a\u062e\u062f\u0645 ShareAI \u0644\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u0648\u062c\u0647. \u0627\u0633\u062a\u062e\u062f\u0645 SigNoz \u0623\u0648 \u0645\u0646\u0635\u0629 \u0645\u0631\u0627\u0642\u0628\u0629 \u0623\u062e\u0631\u0649 \u0644\u0631\u0628\u0637 \u062a\u062a\u0628\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0628\u0642\u064a\u0629 \u062a\u0637\u0628\u064a\u0642\u0643\u060c \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629\u060c \u0648\u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0644\u062d\u0648\u0627\u062f\u062b.<\/p>\n\n\n\n<p>\u0644\u0631\u0628\u0637 \u0637\u0628\u0642\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u0627\u0628\u062f\u0623 \u0628\u0640 <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\">\u0645\u0631\u062c\u0639 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a ShareAI<\/a>. \u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0642\u0628\u0644 \u062a\u0648\u062c\u064a\u0647 \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631\u060c \u062a\u0635\u0641\u062d <a href=\"https:\/\/shareai.now\/models\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">\u0633\u0648\u0642 \u0646\u0645\u0627\u0630\u062c ShareAI<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0627 \u0647\u064a \u0623\u0641\u0636\u0644 \u0623\u062f\u0648\u0627\u062a \u0645\u0631\u0627\u0642\u0628\u0629 LLM\u061f<\/h3>\n\n\n\n<p>\u062a\u0639\u062a\u0645\u062f \u0623\u0641\u0636\u0644 \u0623\u062f\u0648\u0627\u062a \u0645\u0631\u0627\u0642\u0628\u0629 LLM \u0639\u0644\u0649 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644. SigNoz \u0642\u0648\u064a \u0644\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0634\u0627\u0645\u0644\u0629\u060c Langfuse \u0644\u062a\u062a\u0628\u0639 LLM \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631\u060c LangSmith \u0644\u0641\u0631\u0642 LangChain\u060c Phoenix \u0644\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062b\u0642\u064a\u0644 \u0641\u064a \u0627\u0644\u062a\u0642\u064a\u064a\u0645\u060c \u0648PromptLayer \u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0644\u0645\u0627\u0630\u0627 SigNoz \u0623\u0648\u0644\u0627\u064b \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0642\u0627\u0626\u0645\u0629\u061f<\/h3>\n\n\n\n<p>SigNoz \u0623\u0648\u0644\u0627\u064b \u0644\u0623\u0646\u0647 \u064a\u0631\u0628\u0637 \u062a\u062a\u0628\u0639 LLM \u0645\u0639 \u0642\u064a\u0627\u0633\u0627\u062a \u0627\u0644\u062a\u0637\u0628\u064a\u0642 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class=\"wp-block-heading\">\u0647\u0644 \u0623\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0645\u0631\u0627\u0642\u0628\u0629 LLM \u0625\u0630\u0627 \u0643\u0646\u062a \u0623\u0633\u062a\u062e\u062f\u0645 \u0628\u0627\u0644\u0641\u0639\u0644 \u0628\u0648\u0627\u0628\u0629 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a\u061f<\/h3>\n\n\n\n<p>\u0646\u0639\u0645. \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0627\u0639\u062f \u0628\u0648\u0627\u0628\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u062a\u0648\u062c\u064a\u0647\u060c \u0627\u0644\u0642\u064a\u0627\u0633\u060c \u0648\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0633\u0627\u0639\u062f \u0623\u062f\u0627\u0629 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0641\u064a 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ShareAI \u0647\u064a \u0633\u0648\u0642 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0627\u0644\u062a\u0648\u062c\u064a\u0647\u060c \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0627\u0644\u0641\u0648\u062a\u0631\u0629\u060c \u0648\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062f\u062e\u0644 \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646. \u064a\u062c\u0628 \u0623\u0646 \u062a\u0642\u062a\u0631\u0646 \u0628\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0645\u062b\u0644 SigNoz \u0639\u0646\u062f\u0645\u0627 \u062a\u062d\u062a\u0627\u062c \u0627\u0644\u0641\u0631\u0642 \u0625\u0644\u0649 \u062a\u062a\u0628\u0639 \u0643\u0627\u0645\u0644\u060c \u0633\u062c\u0644\u0627\u062a\u060c 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\u0623\u062f\u0627\u0629 \u0645\u0631\u0627\u0642\u0628\u0629 LLM \u0644\u0644\u0641\u0631\u0642 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u061f<\/h3>\n\n\n\n<p>SigNoz\u060c Langfuse\u060c Arize Phoenix\u060c \u0648WhyLabs LangKit \u062c\u0645\u064a\u0639\u0647\u0627 \u0644\u062f\u064a\u0647\u0627 \u0632\u0648\u0627\u064a\u0627 \u0642\u0648\u064a\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631. \u064a\u0639\u062a\u0645\u062f \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0635\u062d\u064a\u062d \u0639\u0644\u0649 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0641\u0631\u0642 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u062a\u0628\u0639 \u0643\u0627\u0645\u0644\u060c \u062a\u062a\u0628\u0639 \u062e\u0627\u0635 \u0628\u0640 LLM\u060c \u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u062a\u0642\u064a\u064a\u0645\u060c \u0623\u0648 \u0645\u0631\u0627\u0642\u0628\u0629 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