{"id":35300,"date":"2026-03-17T11:20:26","date_gmt":"2026-03-17T11:20:26","guid":{"rendered":"https:\/\/aisuperior.com\/?p=35300"},"modified":"2026-03-17T11:20:26","modified_gmt":"2026-03-17T11:20:26","slug":"llm-cost-monitoring","status":"publish","type":"post","link":"https:\/\/aisuperior.com\/ar\/llm-cost-monitoring\/","title":{"rendered":"\u0645\u0631\u0627\u0642\u0628\u0629 \u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646: \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0625\u0646\u0641\u0627\u0642 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0627\u0645 2026"},"content":{"rendered":"<p><b>\u0645\u0644\u062e\u0635 \u0633\u0631\u064a\u0639:<\/b><span style=\"font-weight: 400;\"> \u062a\u0633\u0627\u0639\u062f \u0645\u0631\u0627\u0642\u0628\u0629 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\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0644\u0648\u062d\u0627\u062a \u062a\u062d\u0643\u0645 \u0645\u062a\u0639\u062f\u062f\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u064f\u0642\u062f\u0651\u0645 Langfuse \u0646\u0638\u0627\u0645 \u0645\u0631\u0627\u0642\u0628\u0629 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u064f\u0635\u0645\u0651\u0645 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0639\u0644\u0645. \u0641\u0647\u0648 \u064a\u062a\u062a\u0628\u0639 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u062c\u0646\u0628\u064b\u0627 \u0625\u0644\u0649 \u062c\u0646\u0628 \u0645\u0639 \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062c\u0648\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u064f\u062a\u064a\u062d \u0641\u0647\u0645\u064b\u0627 \u0623\u0639\u0645\u0642 \u0644\u0644\u0639\u0644\u0627\u0642\u0629 \u0628\u064a\u0646 \u0627\u0644\u0625\u0646\u0641\u0627\u0642 \u0648\u062c\u0648\u062f\u0629 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a. \u062a\u062f\u0639\u0645 \u0627\u0644\u0645\u0646\u0635\u0629 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u0639\u0642\u062f\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0645\u0633\u0627\u0631\u0627\u062a RAG \u0648\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062e\u0637\u0648\u0627\u062a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0648\u0633\u0651\u0639 \u062e\u062f\u0645\u0629 Datadog LLM Observability \u0646\u0637\u0627\u0642 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0644\u062a\u0634\u0645\u0644 \u0623\u062d\u0645\u0627\u0644 \u0639\u0645\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0648\u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 Datadog \u0628\u0627\u0644\u0641\u0639\u0644 \u0625\u0636\u0627\u0641\u0629 \u062a\u062a\u0628\u0639 \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (LLM) \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0623\u062f\u0648\u0627\u062a \u062c\u062f\u064a\u062f\u0629. \u0648\u064a\u0631\u0628\u0637 \u0647\u0630\u0627 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0628\u0645\u0624\u0634\u0631\u0627\u062a \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0623\u0648\u0633\u0639 \u0646\u0637\u0627\u0642\u064b\u0627.<\/span><\/p>\n<table>\n<thead>\n<tr>\n<th><b>\u0646\u0648\u0639 \u0627\u0644\u062d\u0644<\/b><\/th>\n<th><b>\u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0640<\/b><\/th>\n<th><b>\u0646\u0642\u0627\u0637 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/b><\/th>\n<th><b>\u0627\u0639\u062a\u0628\u0627\u0631<\/b><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0645\u0648\u062d\u062f<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0648\u0641\u0631\u064a\u0646<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0648\u0627\u062c\u0647\u0629 \u0648\u0627\u062d\u062f\u0629 \u0644\u062c\u0645\u064a\u0639 \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0625\u0636\u0627\u0641\u0629 \u0637\u0628\u0642\u0629 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0645\u0646\u0635\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u062a\u062e\u0635\u064a\u0635<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u062a\u062d\u0643\u0645 \u0643\u0627\u0645\u0644 \u0648\u0634\u0641\u0627\u0641\u064a\u0629 \u062a\u0627\u0645\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u064a\u062a\u0637\u0644\u0628 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u0629<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u0624\u0633\u0633\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0646\u0638\u0645\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u064a\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u064a\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0647\u064a\u0643\u0644 \u062a\u0643\u0644\u0641\u0629 \u0623\u0639\u0644\u0649<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u0644\u0644\u0645\u0632\u0648\u062f<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0648\u0631\u062f \u0648\u0627\u062d\u062f<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0643\u062b\u0631 \u062f\u0642\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0639\u0631\u0636 \u0645\u062d\u062f\u0648\u062f \u0639\u0628\u0631 \u0645\u0642\u062f\u0645\u064a \u0627\u0644\u062e\u062f\u0645\u0627\u062a<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0641\u0631 \u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u0644\u0644\u0645\u0632\u0648\u062f \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0628\u0631\u0645\u062c\u064a \u0625\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0648\u062a\u0643\u0627\u0644\u064a\u0641\u0647\u0627 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0645\u0624\u0633\u0633\u0629. \u064a\u064f\u0639\u062f \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0641\u0639\u0627\u0644\u0627\u064b \u0639\u0646\u062f \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0645\u0632\u0648\u062f \u0648\u0627\u062d\u062f\u060c \u0648\u0644\u0643\u0646\u0647 \u064a\u064f\u0633\u0628\u0628 \u062b\u063a\u0631\u0627\u062a \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0648\u0631\u062f\u064a\u0646.<\/span><\/p>\n<p><img decoding=\"async\" class=\"alignnone  wp-image-26755\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1.png\" alt=\"\" width=\"276\" height=\"74\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1.png 4000w, https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1-300x81.png 300w, https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1-1024x275.png 1024w, https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1-768x207.png 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1-1536x413.png 1536w, https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1-2048x551.png 2048w, https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1-18x5.png 18w\" sizes=\"(max-width: 276px) 100vw, 276px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">\u0642\u0645 \u0628\u0628\u0646\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0645\u0646\u062a\u062c \u0645\u0639 \u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0636\u062d\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u062a\u0642\u0646\u064a\u0629 LLM \u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0648\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0638\u0627\u0645. <\/span><a href=\"https:\/\/aisuperior.com\/ar\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">\u0645\u062a\u0641\u0648\u0642\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/span><\/a><span style=\"font-weight: 400;\"> \u062a\u064f\u0637\u0648\u0651\u0631 \u0627\u0644\u0634\u0631\u0643\u0629 \u0645\u0646\u0635\u0627\u062a \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062a\u062f\u0645\u062c \u0646\u0645\u0627\u0630\u062c \u0644\u063a\u0648\u064a\u0629 \u0636\u062e\u0645\u0629 \u0645\u0639 \u062e\u062f\u0645\u0627\u062a \u062e\u0644\u0641\u064a\u0629\u060c \u0648\u062e\u0637\u0648\u0637 \u0646\u0642\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0623\u062f\u0648\u0627\u062a \u062a\u062d\u0644\u064a\u0644\u064a\u0629. \u0648\u064a\u0642\u0648\u0645 \u0645\u0647\u0646\u062f\u0633\u0648\u0647\u0627 \u0628\u0628\u0646\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u062a\u062f\u0639\u0645 \u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0634\u0643\u0644 \u0645\u0648\u062b\u0648\u0642\u060c \u0648\u062a\u0633\u062c\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0623\u062f\u0627\u0621 \u062f\u0627\u062e\u0644 \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0647\u0644 \u062a\u0642\u0648\u0645 \u0628\u0646\u0634\u0631 \u0646\u0638\u0627\u0645 \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u061f<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u062d\u062f\u062b \u0645\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062a\u0641\u0648\u0642 \u0639\u0644\u0649:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u062e\u062f\u0645\u0627\u062a \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0648\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u062e\u0644\u0641\u064a\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0642\u0645 \u0628\u0628\u0646\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062f\u0645\u062c \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\ud83d\udc49 \u062a\u0648\u0627\u0635\u0644 \u0645\u0639\u0646\u0627 <\/span><a href=\"https:\/\/aisuperior.com\/ar\/contact\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">\u0645\u062a\u0641\u0648\u0642\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a <\/span><\/a><span style=\"font-weight: 400;\">\u0644\u0645\u0646\u0627\u0642\u0634\u0629 \u0645\u0634\u0631\u0648\u0639 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062e\u0627\u0635 \u0628\u0643.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u062a\u0637\u0628\u064a\u0642 \u0646\u0638\u0627\u0645 \u062a\u062a\u0628\u0639 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0641\u0631 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0622\u0646\u064a\u0629 \u0631\u0624\u064a\u0629 \u0641\u0648\u0631\u064a\u0629 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639\u064a. 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400;\">\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0645\u0627\u0644\u064a<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0627\u062c\u0647 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u062a\u062d\u062f\u064a\u0627\u062a \u0641\u0631\u064a\u062f\u0629 \u0641\u064a \u062f\u0645\u062c \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629. \u0648\u062a\u0633\u0644\u0637 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0623\u0637\u0631 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0644\u062f\u0645\u062c \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0641\u064a \u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0645\u0627\u0644\u064a \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u0643\u064a\u0641\u064a\u0629 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\u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0645\u0646 \u062c\u0645\u064a\u0639 \u0627\u0644\u0623\u062d\u062c\u0627\u0645 \u062a\u0633\u062a\u062e\u062f\u0645 \u0623\u0646\u0638\u0645\u0629 \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0623\u0635\u0648\u0644 \u0628\u0634\u0643\u0644 \u0645\u062a\u0632\u0627\u064a\u062f. \u062a\u062d\u062a\u0627\u062c \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0625\u0644\u0649 \u062d\u0644\u0648\u0644 \u0645\u0631\u0627\u0642\u0628\u0629 \u0641\u0639\u0627\u0644\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u062d\u0648\u0643\u0645\u0629 \u0648\u0646\u0637\u0627\u0642\u064b\u0627 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u062e\u062a\u064a\u0627\u0631 \u062d\u0644 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u064a\u0639\u062a\u0645\u062f \u0627\u062e\u062a\u064a\u0627\u0631 \u0623\u062f\u0627\u0629 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a\u0629 \u0627\u0644\u0645\u062d\u062f\u062f\u0629. \u0648\u062a\u0624\u062b\u0631 \u0639\u062f\u0629 \u0639\u0648\u0627\u0645\u0644 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0642\u0631\u0627\u0631.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u064f\u0639\u062f\u0651 \u062f\u0639\u0645 \u0645\u0632\u0648\u062f\u064a \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u064a\u0646 \u0623\u0645\u0631\u0627\u064b \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0645\u0632\u0648\u062f \u0644\u062e\u062f\u0645\u0627\u062a \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0642\u0627\u0646\u0648\u0646. \u0648\u0642\u062f \u062a\u064f\u0639\u0637\u064a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0645\u0632\u0648\u062f \u0648\u0627\u062d\u062f \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0629 \u0644\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0623\u0639\u0645\u0642 \u0639\u0644\u0649 \u062d\u0633\u0627\u0628 \u0627\u0644\u062a\u0648\u0627\u0641\u0642 \u0627\u0644\u0648\u0627\u0633\u0639.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0624\u062b\u0631 \u0645\u0631\u0648\u0646\u0629 \u0627\u0644\u0646\u0634\u0631 \u0639\u0644\u0649 \u0643\u0644 \u0645\u0646 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0648\u0627\u0644\u062a\u062d\u0643\u0645. \u062a\u0642\u0644\u0644 \u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0639\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0645\u0646 \u0627\u0644\u0646\u0641\u0642\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629. \u0628\u064a\u0646\u0645\u0627 \u062a\u0648\u0641\u0631 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u064b\u0627 \u0645\u0632\u064a\u062f\u064b\u0627 \u0645\u0646 \u0627\u0644\u062a\u062e\u0635\u064a\u0635 \u0648\u0633\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u062d\u062f\u062f \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0643\u064a\u0641\u064a\u0629 \u062a\u062f\u0641\u0642 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0625\u0644\u0649 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062d\u0627\u0644\u064a\u0629. \u064a\u062a\u064a\u062d \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0625\u0646\u0634\u0627\u0621 \u0644\u0648\u062d\u0627\u062a \u062a\u062d\u0643\u0645 \u0645\u062e\u0635\u0635\u0629. \u062a\u062f\u0639\u0645 \u0631\u0648\u0627\u0628\u0637 \u0627\u0644\u0648\u064a\u0628 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0623\u062d\u062f\u0627\u062b. \u062a\u0639\u0645\u0644 \u0627\u0644\u0645\u0648\u0635\u0644\u0627\u062a \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u0639\u0644\u0649 \u062a\u0628\u0633\u064a\u0637 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629.<\/span><\/p>\n<table>\n<thead>\n<tr>\n<th><b>\u0645\u064a\u0632\u0629<\/b><\/th>\n<th><b>\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0628\u062f\u0621 \u0627\u0644\u062a\u0634\u063a\u064a\u0644<\/b><\/th>\n<th><b>\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u0629<\/b><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span style=\"font-weight: 400;\">\u062a\u062a\u0628\u0639 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0639\u062f\u0651 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0623\u0628\u0639\u0627\u062f<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u062d\u0648\u0643\u0645\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u064a\u0632\u0627\u0646\u064a\u0627\u062a \u0628\u0633\u064a\u0637\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u0645\u0648\u0627\u0641\u0642\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0627\u0646\u062f\u0645\u0627\u062c<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0644\u0648\u062d\u0629 \u062a\u062d\u0643\u0645 \u0645\u0633\u062a\u0642\u0644\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u062a\u0635\u0627\u0644 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u0629<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u064a\u062f\u0639\u0645<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0646\u062a\u062f\u064a\u0627\u062a \u0627\u0644\u0645\u062c\u062a\u0645\u0639\u064a\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u0633\u0627\u0639\u062f\u0629 \u0645\u062e\u0635\u0635\u0629<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u062a\u0639\u064a\u064a\u0646<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u064a\u0641\u0636\u0644 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0645\u0637\u0644\u0648\u0628 \u0647\u0648 \u062e\u064a\u0627\u0631 \u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0641\u064a \u0627\u0644\u0645\u0648\u0642\u0639<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span style=\"font-weight: 400;\">\u062a\u062e\u062a\u0644\u0641 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0628\u0627\u062e\u062a\u0644\u0627\u0641 \u062d\u062c\u0645 \u0627\u0644\u0645\u0624\u0633\u0633\u0629 \u0648\u0645\u0633\u0627\u0631 \u0646\u0645\u0648\u0647\u0627. \u0641\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0643\u0641\u0627\u0621\u0629 \u0645\u0639 \u0639\u0634\u0631\u0627\u062a \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u064a\u0648\u0645\u064a\u064b\u0627 \u0642\u062f \u062a\u0648\u0627\u062c\u0647 \u0635\u0639\u0648\u0628\u0629 \u0645\u0639 \u0622\u0644\u0627\u0641 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0641\u064a \u0627\u0644\u062f\u0642\u064a\u0642\u0629. \u0648\u064a\u0636\u0645\u0646 \u0641\u0647\u0645 \u062d\u062c\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0639\u062f\u0645 \u062a\u062c\u0627\u0648\u0632 \u0642\u062f\u0631\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 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style=\"font-weight: 400;\">\u064a\u062a\u062c\u0627\u0648\u0632 \u062a\u062a\u0628\u0639 \u0627\u0644\u0628\u0635\u0645\u0629 \u0627\u0644\u0643\u0631\u0628\u0648\u0646\u064a\u0629 \u0645\u062c\u0631\u062f \u0631\u0635\u062f \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0644\u064a\u0634\u0645\u0644 \u0627\u0644\u0623\u062b\u0631 \u0627\u0644\u0628\u064a\u0626\u064a. \u0648\u0645\u0639 \u062a\u0632\u0627\u064a\u062f \u0627\u0644\u0636\u063a\u0648\u0637 \u0627\u0644\u062a\u064a \u062a\u0648\u0627\u062c\u0647\u0647\u0627 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0644\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u062f\u0627\u0645\u0629\u060c \u064a\u0635\u0628\u062d \u0641\u0647\u0645 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629 \u0627\u0644\u0645\u0631\u062a\u0628\u0637 \u0628\u0623\u0639\u0628\u0627\u0621 \u0639\u0645\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 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\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0645\u0639 \u062a\u062a\u0628\u0639 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0645\u0631\u0643\u0632\u064a\u0627\u064b. \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u0648\u0641\u0631 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0645\u0646 \u0645\u0632\u0648\u062f \u0648\u0627\u062d\u062f \u0645\u0642\u0627\u064a\u064a\u0633 \u0623\u0643\u062b\u0631 \u062a\u0641\u0635\u064a\u0644\u0627\u064b\u060c \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u064f\u062e\u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u062c\u0648\u0627\u0646\u0628 \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u062f\u0629 \u0645\u0632\u0648\u062f\u064a\u0646.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0645\u0627 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 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\u0627\u0644\u0645\u064f\u0633\u062a\u062d\u0642.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0643\u064a\u0641 \u064a\u0624\u062b\u0631 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0639\u0644\u0649 \u062f\u0642\u0629 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u064a\u0642\u0644\u0644 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0645\u0646 \u0639\u062f\u062f \u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (LLM API) \u0627\u0644\u0641\u0639\u0644\u064a\u0629\u060c \u0648\u0644\u0643\u0646 \u064a\u062c\u0628 \u0623\u0646 \u062a\u062a\u0636\u0645\u0646 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overruns, and optimize spending across AI workloads. By implementing real-time visibility into model usage patterns, teams can identify costly inefficiencies before they spiral out of control. The right monitoring solution provides granular cost breakdowns, usage analytics, and governance controls essential for production deployments. [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":35301,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[1],"tags":[],"class_list":["post-35300","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>LLM Cost Monitoring: Control AI Spending in 2026<\/title>\n<meta name=\"description\" content=\"Learn how LLM cost monitoring prevents budget overruns and optimizes AI spending. Track token usage, control costs, and improve ROI across deployments.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/aisuperior.com\/ar\/llm-cost-monitoring\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"LLM Cost Monitoring: Control AI Spending in 2026\" \/>\n<meta property=\"og:description\" content=\"Learn how LLM cost monitoring prevents budget overruns and optimizes AI spending. 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