{"id":3105,"date":"2026-09-16T23:28:19","date_gmt":"2026-09-16T19:58:19","guid":{"rendered":"https:\/\/checkup.tools\/blog\/?p=3105"},"modified":"2026-09-16T23:28:19","modified_gmt":"2026-09-16T19:58:19","slug":"%d8%a7%d8%b2-seo-rank-%d8%aa%d8%a7-share-of-model%d8%9b-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%d8%ac%d8%af%db%8c%d8%af-%da%86%da%af%d9%88%d9%86%d9%87-ai-visibility-%d8%a8%d8%b1%d9%86%d8%af","status":"publish","type":"post","link":"https:\/\/checkup.tools\/blog\/%d8%a7%d8%b2-seo-rank-%d8%aa%d8%a7-share-of-model%d8%9b-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%d8%ac%d8%af%db%8c%d8%af-%da%86%da%af%d9%88%d9%86%d9%87-ai-visibility-%d8%a8%d8%b1%d9%86%d8%af\/","title":{"rendered":"\u0627\u0632 SEO Rank \u062a\u0627 Share of Model\u061b \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0686\u06af\u0648\u0646\u0647 AI Visibility \u0628\u0631\u0646\u062f\u0647\u0627 \u0631\u0627 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u061f"},"content":{"rendered":"<p><strong>\u062a\u0642\u06cc \u0645\u0648\u0644\u0648\u06cc<\/strong> : \u0628\u0627 \u0631\u0634\u062f ChatGPT\u060c Gemini\u060c Claude \u0648 Perplexity\u060c \u0645\u0641\u0647\u0648\u0645 Visibility \u062f\u0631 Search \u062f\u0631 \u062d\u0627\u0644 \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0633\u062a.<\/p>\n<p>\u062f\u0631 \u0645\u062f\u0644 \u0633\u0646\u062a\u06cc \u062c\u0633\u062a\u200c\u0648\u062c\u0648\u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc SEO \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0631\u0648\u06cc Rank\u060c Impression\u060c CTR\u060c Backlink\u060c Crawlability \u0648 Organic Traffic \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0634\u062a\u0646\u062f.<\/p>\n<p>\u0627\u0645\u0627 \u062f\u0631 Generative Search\u060c \u06a9\u0627\u0631\u0628\u0631 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u062f\u0648\u0646 \u0645\u0634\u0627\u0647\u062f\u0647 \u0641\u0647\u0631\u0633\u062a \u0644\u06cc\u0646\u06a9\u200c\u0647\u0627\u060c \u067e\u0627\u0633\u062e \u0646\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0627\u0632 \u06cc\u06a9 \u0645\u062f\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u0686\u0646\u06cc\u0646 \u0634\u0631\u0627\u06cc\u0637\u06cc \u06cc\u06a9 \u0633\u0624\u0627\u0644 \u062c\u062f\u06cc\u062f \u0628\u0631\u0627\u06cc \u0645\u062a\u062e\u0635\u0635\u0627\u0646 SEO\u060c Growth \u0648 Marketing \u0634\u06a9\u0644 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f:<\/p>\n<blockquote><p><strong>\u0648\u0642\u062a\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u067e\u0627\u0633\u062e AI \u0631\u0627 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f\u060c \u062f\u06cc\u062f\u0647\u200c\u0634\u062f\u0646 \u06cc\u06a9 \u0628\u0631\u0646\u062f \u0631\u0627 \u0628\u0627 \u0686\u0647 Metric\u0647\u0627\u06cc\u06cc \u0628\u0627\u06cc\u062f \u0633\u0646\u062c\u06cc\u062f\u061f<\/strong><\/p><\/blockquote>\n<p>\u067e\u0627\u0633\u062e \u0627\u06cc\u0646 \u0633\u0624\u0627\u0644 \u062f\u0631 \u062d\u0627\u0644 \u0634\u06a9\u0644\u200c\u062f\u0627\u062f\u0646 \u0628\u0647 \u062d\u0648\u0632\u0647\u200c\u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u0645\u0631\u0648\u0632 \u0628\u0627 \u0646\u0627\u0645\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f <strong>GEO\u060c Generative Engine Optimization\u060c AI Visibility\u060c LLM Visibility \u0648 Generative Search Measurement<\/strong> \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u06af\u0632\u0627\u0631\u0634\u060c Checkup Tools \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u0686\u0646\u062f \u0645\u0641\u0647\u0648\u0645 \u06a9\u0644\u06cc\u062f\u06cc \u0648 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u062a\u0646\u200c\u0628\u0627\u0632 \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u062f\u0642\u06cc\u0642\u200c\u062a\u0631 Visibility \u0628\u0631\u0646\u062f\u0647\u0627 \u062f\u0631 \u067e\u0627\u0633\u062e \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f.<\/p>\n<h2>\u0686\u0631\u0627 Rank Tracker\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u0628\u0631\u0627\u06cc Generative Search \u06a9\u0627\u0641\u06cc \u0646\u06cc\u0633\u062a\u0646\u062f\u061f<\/h2>\n<p>\u062f\u0631 Search \u06a9\u0644\u0627\u0633\u06cc\u06a9\u060c \u0645\u0648\u0642\u0639\u06cc\u062a \u06cc\u06a9 URL \u062f\u0631 SERP \u062a\u0627 \u062d\u062f \u0632\u06cc\u0627\u062f\u06cc \u0642\u0627\u0628\u0644 \u0645\u0634\u0627\u0647\u062f\u0647 \u0648 \u0642\u0627\u0628\u0644 \u062b\u0628\u062a \u0628\u0648\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u0633\u0627\u06cc\u062a\u06cc \u062f\u0631 \u0631\u062a\u0628\u0647 \u0633\u0648\u0645 \u06cc\u06a9 Query \u0642\u0631\u0627\u0631 \u062f\u0627\u0634\u062a\u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0633\u062a\u0646\u062f \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0647\u0645\u0627\u0646 \u0648\u0636\u0639\u06cc\u062a \u0631\u0627 \u062b\u0628\u062a \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0627\u0645\u0627 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc Generative Engine\u0647\u0627 \u0686\u0646\u06cc\u0646 \u0631\u0641\u062a\u0627\u0631 \u062b\u0627\u0628\u062a\u06cc \u0646\u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>\u0646\u062a\u06cc\u062c\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0631 \u0627\u0633\u0627\u0633 \u0639\u0648\u0627\u0645\u0644 \u0645\u062e\u062a\u0644\u0641 \u062a\u063a\u06cc\u06cc\u0631 \u06a9\u0646\u062f:<\/p>\n<ul>\n<li>\u0646\u0648\u0639 Prompt<\/li>\n<li>\u0646\u062d\u0648\u0647 \u0628\u06cc\u0627\u0646 \u0633\u0624\u0627\u0644<\/li>\n<li>\u0645\u062f\u0644 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/li>\n<li>\u0632\u0628\u0627\u0646 \u0648 \u0628\u0627\u0632\u0627\u0631<\/li>\n<li>\u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627<\/li>\n<li>\u0645\u0646\u0627\u0628\u0639 \u0642\u0627\u0628\u0644 Retrieval<\/li>\n<li>Grounding System<\/li>\n<li>Context \u06af\u0641\u062a\u06af\u0648<\/li>\n<\/ul>\n<p>\u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644\u060c \u0628\u0631\u0631\u0633\u06cc \u06cc\u06a9 \u067e\u0627\u0633\u062e \u0648\u0627\u062d\u062f \u0627\u0632 ChatGPT \u06cc\u0627 Perplexity \u0646\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062a\u0635\u0648\u06cc\u0631 \u0642\u0627\u0628\u0644\u200c\u0627\u0639\u062a\u0645\u0627\u062f\u06cc \u0627\u0632 \u0648\u0636\u0639\u06cc\u062a \u06cc\u06a9 \u0628\u0631\u0646\u062f \u0627\u0631\u0627\u0626\u0647 \u06a9\u0646\u062f.<\/p>\n<p>\u06cc\u06a9 Screenshot \u0628\u06cc\u0634\u062a\u0631 \u06cc\u06a9 Observation \u0627\u0633\u062a \u062a\u0627 Benchmark.<\/p>\n<h2>GEO Benchmark \u0686\u06cc\u0633\u062a\u061f<\/h2>\n<p>GEO Benchmark \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u062a\u06a9\u0631\u0627\u0631\u0634\u0648\u0646\u062f\u0647 Visibility \u0628\u0631\u0646\u062f\u0647\u0627 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 Prompt\u0647\u0627 \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0631\u062f.<\/p>\n<p>\u0628\u0647\u200c\u062c\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u06cc\u06a9 Query\u060c \u06cc\u06a9 Benchmark \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0635\u062f\u0647\u0627 \u06cc\u0627 \u0647\u0632\u0627\u0631\u0627\u0646 Prompt \u0631\u0627 \u062f\u0631 Intent\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644:<\/p>\n<h3>Informational<\/h3>\n<p>CRM \u0686\u06cc\u0633\u062a\u061f<\/p>\n<h3>Comparative<\/h3>\n<p>HubSpot \u0628\u0647\u062a\u0631 \u0627\u0633\u062a \u06cc\u0627 Salesforce\u061f<\/p>\n<h3>Commercial<\/h3>\n<p>\u0628\u0647\u062a\u0631\u06cc\u0646 CRM \u0628\u0631\u0627\u06cc \u06a9\u0633\u0628\u200c\u0648\u06a9\u0627\u0631 \u06a9\u0648\u0686\u06a9 \u0686\u06cc\u0633\u062a\u061f<\/p>\n<h3>Recommendation<\/h3>\n<p>\u0628\u0631\u0627\u06cc \u062a\u06cc\u0645 \u0641\u0631\u0648\u0634 \u06f2\u06f0 \u0646\u0641\u0631\u0647 \u0686\u0647 CRM\u0627\u06cc \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc\u200c\u0634\u0648\u062f\u061f<\/p>\n<h3>Problem \/ Solution<\/h3>\n<p>\u0686\u0637\u0648\u0631 Follow-up \u0644\u06cc\u062f\u0647\u0627\u06cc \u0641\u0631\u0648\u0634 \u0631\u0627 \u0627\u062a\u0648\u0645\u0627\u062a\u06cc\u06a9 \u06a9\u0646\u06cc\u0645\u061f<\/p>\n<p>\u062a\u0645\u0627\u0645 \u0627\u06cc\u0646 Prompt\u0647\u0627 \u062f\u0631 \u06cc\u06a9 Topic Cluster \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u0646\u062f\u060c \u0627\u0645\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a Recommendation\u0647\u0627 \u0648 Citation\u0647\u0627\u06cc \u06a9\u0627\u0645\u0644\u0627\u064b \u0645\u062a\u0641\u0627\u0648\u062a\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0647\u062f\u0641 Benchmark\u060c \u06a9\u0627\u0647\u0634 Bias \u0646\u0627\u0634\u06cc \u0627\u0632 \u0627\u0646\u062a\u062e\u0627\u0628 \u0686\u0646\u062f Query \u0645\u062d\u062f\u0648\u062f \u0648 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 Dataset \u0642\u0627\u0628\u0644\u200c\u062a\u062d\u0644\u06cc\u0644 \u0627\u0633\u062a.<\/p>\n<h2>Share of Model \u0686\u06cc\u0633\u062a\u061f<\/h2>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 Metric\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u0628\u062d\u062b AI Visibility \u0628\u06cc\u0634\u062a\u0631 \u062f\u06cc\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c <strong>Share of Model<\/strong> \u0627\u0633\u062a.<\/p>\n<p>\u0627\u06cc\u0646 \u0645\u0641\u0647\u0648\u0645 \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0645\u0634\u0627\u0628\u0647 Share of Voice \u062f\u0631 Search \u06a9\u0644\u0627\u0633\u06cc\u06a9 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a.<\/p>\n<blockquote><p><strong>Share of Model \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06cc\u06a9 \u0628\u0631\u0646\u062f \u062f\u0631 \u0686\u0647 \u0633\u0647\u0645\u06cc \u0627\u0632 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u06cc\u06a9 \u0645\u062f\u0644\u060c \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0631\u0642\u0628\u0627\u060c \u062d\u0636\u0648\u0631 \u062f\u0627\u0631\u062f.<\/strong><\/p><\/blockquote>\n<p>\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644 \u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u062f\u0631 \u06cc\u06a9 Benchmark \u0634\u0627\u0645\u0644 \u06f1\u06f0\u06f0\u06f0 \u0627\u062c\u0631\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0646\u062a\u0627\u06cc\u062c \u0632\u06cc\u0631 \u062b\u0628\u062a \u0634\u0648\u062f:<\/p>\n<ul>\n<li>Brand A: 320 Mention<\/li>\n<li>Brand B: 240 Mention<\/li>\n<li>Brand C: 160 Mention<\/li>\n<li>Brand D: 80 Mention<\/li>\n<\/ul>\n<p>\u062f\u0631 \u0627\u06cc\u0646 Dataset\u060c Brand A \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 Presence \u0631\u0627 \u062f\u0627\u0631\u062f.<\/p>\n<p>\u0627\u0645\u0627 \u0627\u06cc\u0646 \u0639\u062f\u062f \u0628\u0647\u200c\u062a\u0646\u0647\u0627\u06cc\u06cc \u06a9\u0627\u0641\u06cc \u0646\u06cc\u0633\u062a.<\/p>\n<p>\u06cc\u06a9 \u0628\u0631\u0646\u062f \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0632\u06cc\u0627\u062f Mention \u0634\u0648\u062f \u0627\u0645\u0627 \u06a9\u0645\u062a\u0631 Recommended \u0634\u0648\u062f.<\/p>\n<p>\u0628\u0631\u0646\u062f\u06cc \u062f\u06cc\u06af\u0631 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a Mention \u06a9\u0645\u062a\u0631\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u0627\u0645\u0627 Source \u0627\u0635\u0644\u06cc Citation\u0647\u0627 \u0628\u0627\u0634\u062f.<\/p>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 Share of Model \u0628\u0627\u06cc\u062f \u062f\u0631 \u06a9\u0646\u0627\u0631 Metric\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0628\u0631\u0631\u0633\u06cc \u0634\u0648\u062f.<\/p>\n<h2>Metric\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc AI Visibility<\/h2>\n<h3>Brand Mention Rate<\/h3>\n<p>\u062f\u0631 \u0686\u0646\u062f \u062f\u0631\u0635\u062f \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637\u060c \u0646\u0627\u0645 \u0628\u0631\u0646\u062f \u0638\u0627\u0647\u0631 \u0634\u062f\u0647 \u0627\u0633\u062a\u061f<\/p>\n<h3>Citation Rate<\/h3>\n<p>\u062f\u0631 \u0686\u0646\u062f \u062f\u0631\u0635\u062f \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u060c Domain \u06cc\u0627 \u0645\u062d\u062a\u0648\u0627\u06cc \u0628\u0631\u0646\u062f \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 Source \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u061f<\/p>\n<h3>Recommendation Rate<\/h3>\n<p>\u062f\u0631 \u0686\u0646\u062f \u062f\u0631\u0635\u062f \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u060c \u0628\u0631\u0646\u062f \u0648\u0627\u0642\u0639\u0627\u064b \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a\u061f<\/p>\n<h3>Top-1 Recommendation Rate<\/h3>\n<p>\u062f\u0631 \u0686\u0646\u062f \u062f\u0631\u0635\u062f \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u060c \u0628\u0631\u0646\u062f \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u0635\u0644\u06cc \u0645\u062f\u0644 \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a\u061f<\/p>\n<h3>Competitor Visibility<\/h3>\n<p>\u062d\u0636\u0648\u0631 \u0628\u0631\u0646\u062f \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u0631\u0642\u0628\u0627 \u0686\u06af\u0648\u0646\u0647 \u0627\u0633\u062a\u061f<\/p>\n<h3>Share of Model<\/h3>\n<p>\u0633\u0647\u0645 \u06a9\u0644\u06cc \u0628\u0631\u0646\u062f \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0686\u0642\u062f\u0631 \u0627\u0633\u062a\u061f<\/p>\n<h2>Citation \u0648 Recommendation \u06cc\u06a9 \u0686\u06cc\u0632 \u0646\u06cc\u0633\u062a\u0646\u062f<\/h2>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0646\u06a9\u0627\u062a \u0645\u0647\u0645 \u062f\u0631 \u062a\u062d\u0644\u06cc\u0644 GEO \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 Citation \u0631\u0627 \u0646\u0628\u0627\u06cc\u062f \u0645\u0639\u0627\u062f\u0644 Recommendation \u062f\u0627\u0646\u0633\u062a.<\/p>\n<p>\u06cc\u06a9 \u0645\u062f\u0644 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u0627\u0632 Website A \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u062f\u060c<\/li>\n<li>Website B \u0631\u0627 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 Source \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u062f\u060c<\/li>\n<li>\u0627\u0645\u0627 Brand C \u0631\u0627 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<p>\u062f\u0631 \u0686\u0646\u06cc\u0646 \u062d\u0627\u0644\u062a\u06cc \u0633\u0647 \u0646\u0648\u0639 Visibility \u0645\u062a\u0641\u0627\u0648\u062a \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.<\/p>\n<h3>Source Visibility<\/h3>\n<p>\u0645\u062d\u062a\u0648\u0627 \u062a\u0627 \u0686\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0631 Retrieval \u0648 Citation \u062d\u0636\u0648\u0631 \u062f\u0627\u0631\u062f\u061f<\/p>\n<h3>Brand Visibility<\/h3>\n<p>\u0646\u0627\u0645 \u06cc\u0627 Entity \u0628\u0631\u0646\u062f \u062a\u0627 \u0686\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0631 \u067e\u0627\u0633\u062e \u0638\u0627\u0647\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f\u061f<\/p>\n<h3>Recommendation Visibility<\/h3>\n<p>\u0645\u062f\u0644 \u062a\u0627 \u0686\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u0628\u0631\u0646\u062f \u0631\u0627 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u06af\u0632\u06cc\u0646\u0647 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f\u061f<\/p>\n<p>\u0627\u06cc\u0646 \u062a\u0641\u06a9\u06cc\u06a9 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627\u06cc \u0628\u06cc\u0646 \u062a\u062d\u0644\u06cc\u0644 \u0633\u0637\u062d\u06cc AI Search \u0648 \u06cc\u06a9 Benchmark \u0648\u0627\u0642\u0639\u06cc GEO \u0627\u0633\u062a.<\/p>\n<h2>GEO-Scope\u061b \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0645\u062a\u0646\u200c\u0628\u0627\u0632 \u0628\u0631\u0627\u06cc Benchmark \u06a9\u0631\u062f\u0646 AI Visibility<\/h2>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0627 \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0647\u0645\u06cc\u0646 \u0645\u0633\u0626\u0644\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647\u060c <strong>GEO-Scope<\/strong> \u0627\u0633\u062a.<\/p>\n<p>\u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u062a\u0648\u0633\u0637 <strong>\u062a\u0642\u06cc \u0645\u0648\u0644\u0648\u06cc (Taqi Molavi)<\/strong> \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0648 \u0628\u0647\u200c\u0635\u0648\u0631\u062a Open Source \u062f\u0631 GitHub \u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>GEO-Scope \u062a\u0644\u0627\u0634 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0631\u0631\u0633\u06cc GEO \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u062f\u0639\u0627\u06cc \u063a\u06cc\u0631\u0642\u0627\u0628\u0644\u200c\u0633\u0646\u062c\u0634 \u0628\u0647 \u06cc\u06a9 Workflow \u0622\u0632\u0645\u0627\u06cc\u0634\u200c\u067e\u0630\u06cc\u0631 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u062f.<\/p>\n<p>\u0645\u0646\u0637\u0642 \u0627\u0635\u0644\u06cc \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u062f\u0631 \u0627\u06cc\u0646 \u0686\u0631\u062e\u0647 \u062e\u0644\u0627\u0635\u0647 \u06a9\u0631\u062f:<\/p>\n<p><strong>Baseline \u2192 Change \u2192 Re-test \u2192 Compare<\/strong><\/p>\n<p>\u062f\u0631 \u06cc\u06a9 Benchmark \u0642\u0627\u0628\u0644\u200c\u062f\u0641\u0627\u0639\u060c \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0631\u0646\u062f:<\/p>\n<ul>\n<li>Prompt Set<\/li>\n<li>\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/li>\n<li>Brand \u0648 Competitor Set<\/li>\n<li>Language<\/li>\n<li>Market<\/li>\n<li>Timestamp<\/li>\n<li>Raw Responses<\/li>\n<li>Citation Data<\/li>\n<li>Metrics<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u0646\u062a\u0627\u06cc\u062c \u0646\u0647 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0642\u0627\u0646\u0648\u0646 \u0642\u0637\u0639\u06cc\u060c \u0628\u0644\u06a9\u0647 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u062e\u0631\u0648\u062c\u06cc \u06cc\u06a9 Experiment \u0645\u0634\u062e\u0635 \u0628\u0631\u0631\u0633\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<p><a href=\"https:\/\/github.com\/tmolavi\/geo-scope\" target=\"_blank\" rel=\"noopener noreferrer\">\u0645\u0634\u0627\u0647\u062f\u0647 GEO-Scope \u062f\u0631 GitHub<\/a><\/p>\n<h2>\u0686\u0631\u0627 \u06f1\u06f0\u06f0\u06f0 Prompt\u061f<\/h2>\n<p>\u062f\u0631 Benchmark\u0647\u0627\u06cc AI Visibility\u060c \u0639\u062f\u062f\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u06f1\u06f0\u06f0\u06f0 Prompt \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u0622\u0646\u06a9\u0647 \u06cc\u06a9 \u0639\u062f\u062f \u062c\u0627\u062f\u0648\u06cc\u06cc \u0628\u0627\u0634\u0646\u062f\u060c \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f Diversity \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\n<p>\u0627\u06af\u0631 Visibility \u06cc\u06a9 \u0628\u0631\u0646\u062f \u062a\u0646\u0647\u0627 \u0628\u0627 \u0686\u0646\u062f Prompt \u0645\u062d\u062f\u0648\u062f \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u0634\u0648\u062f\u060c \u0646\u062a\u06cc\u062c\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647\u200c\u0634\u062f\u062a \u062a\u062d\u062a \u062a\u0623\u062b\u06cc\u0631 Query Selection \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u062f.<\/p>\n<p>Prompt Variation \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0628\u0631\u0631\u0633\u06cc \u0634\u0648\u062f \u06a9\u0647 \u06cc\u06a9 \u0628\u0631\u0646\u062f \u0641\u0642\u0637 \u062f\u0631 \u06cc\u06a9 \u0646\u0648\u0639 \u0633\u0624\u0627\u0644 \u062f\u06cc\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u06cc\u0627 \u062f\u0631 \u0686\u0646\u062f Intent \u0645\u062e\u062a\u0644\u0641 Presence \u067e\u0627\u06cc\u062f\u0627\u0631 \u062f\u0627\u0631\u062f.<\/p>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0627\u0631\u0632\u0634 \u06cc\u06a9 Benchmark \u0641\u0642\u0637 \u0628\u0647 \u062a\u0639\u062f\u0627\u062f Prompt \u0648\u0627\u0628\u0633\u062a\u0647 \u0646\u06cc\u0633\u062a.<\/p>\n<p>\u06a9\u06cc\u0641\u06cc\u062a Dataset\u060c Intent Coverage \u0648 \u062a\u06a9\u0631\u0627\u0631\u067e\u0630\u06cc\u0631\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0646\u06cc\u0632 \u0627\u0647\u0645\u06cc\u062a \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0631\u0646\u062f.<\/p>\n<h2>Prompt\u0647\u0627 \u0628\u0627\u06cc\u062f \u0627\u0632 \u06a9\u062c\u0627 \u0628\u06cc\u0627\u06cc\u0646\u062f\u061f<\/h2>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0634\u06a9\u0644\u0627\u062a \u0645\u0647\u0645 \u062f\u0631 GEO Research \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 Generated Prompt \u0628\u0627 Observed Demand \u0627\u0634\u062a\u0628\u0627\u0647 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u06cc\u06a9 \u0645\u062f\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0647\u0632\u0627\u0631 \u0633\u0624\u0627\u0644 \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f\u060c \u0627\u06cc\u0646 \u0628\u0647\u200c\u0645\u0639\u0646\u0627\u06cc \u0622\u0646 \u0646\u06cc\u0633\u062a \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0648\u0627\u0642\u0639\u0627\u064b \u0686\u0646\u06cc\u0646 \u0633\u0624\u0627\u0644\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0645\u0637\u0631\u062d \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u0647\u0645\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647\u060c \u067e\u0631\u0648\u0698\u0647 <strong>AnswerPath GEO<\/strong> \u0628\u0627 \u0647\u062f\u0641 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc Question\u0647\u0627 \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0646\u06cc\u0632 \u062a\u0648\u0633\u0637 <strong>Taqi Molavi<\/strong> \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0648 \u0645\u06cc\u0627\u0646 \u062f\u0648 \u0646\u0648\u0639 \u062f\u0627\u062f\u0647 \u062a\u0641\u0627\u0648\u062a \u0642\u0627\u0626\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f:<\/p>\n<ul>\n<li><strong>Observed Questions<\/strong><\/li>\n<li><strong>Generated Research Prompts<\/strong><\/li>\n<\/ul>\n<p>Observed Questions \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 Dataset\u060c Support Log \u06cc\u0627 Conversation Export \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u0648\u0646\u062f.<\/p>\n<p>Generated Prompts \u062f\u0631 \u0645\u0642\u0627\u0628\u0644\u060c \u0641\u0631\u0636\u06cc\u0647\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc Research \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u062f\u0627\u062f\u0647 \u062a\u0648\u0644\u06cc\u062f\u0634\u062f\u0647 \u062a\u0648\u0633\u0637 AI \u0628\u0647\u200c\u0627\u0634\u062a\u0628\u0627\u0647 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0631\u0641\u062a\u0627\u0631 \u0648\u0627\u0642\u0639\u06cc \u06a9\u0627\u0631\u0628\u0631 \u06af\u0632\u0627\u0631\u0634 \u0646\u0634\u0648\u062f.<\/p>\n<p><a href=\"https:\/\/github.com\/tmolavi\/answerpath-geo\" target=\"_blank\" rel=\"noopener noreferrer\">\u0645\u0634\u0627\u0647\u062f\u0647 AnswerPath GEO \u062f\u0631 GitHub<\/a><\/p>\n<h2>\u0627\u0632 Prompt Discovery \u062a\u0627 GEO Measurement<\/h2>\n<p>\u062a\u0631\u06a9\u06cc\u0628 Question Discovery \u0648 Benchmark \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 Pipeline \u06a9\u0627\u0645\u0644 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f:<\/p>\n<p><strong>Observed Questions \u2192 Prompt Dataset \u2192 Multiple Models \u2192 Multiple Runs \u2192 Response Storage \u2192 Entity Detection \u2192 Citation Extraction \u2192 Recommendation Detection \u2192 Competitor Comparison \u2192 Time-Series Tracking<\/strong><\/p>\n<p>\u0627\u06cc\u0646 Pipeline \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f GEO \u0628\u0647\u200c\u062a\u062f\u0631\u06cc\u062c \u0627\u0632 Content Optimization \u0628\u0647 \u0633\u0645\u062a Measurement Infrastructure \u062d\u0631\u06a9\u062a \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<h2>SAGE\u061b \u0627\u062a\u0635\u0627\u0644 SEO\u060c AEO \u0648 GEO<\/h2>\n<p>\u06cc\u06a9\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0632 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637\u060c <strong>SAGE \u2014 Search, Answer &amp; Generative Engine Auditor<\/strong> \u0627\u0633\u062a.<\/p>\n<p>SAGE \u06a9\u0647 \u062a\u0648\u0633\u0637 <strong>\u062a\u0642\u06cc \u0645\u0648\u0644\u0648\u06cc<\/strong> \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647\u060c \u062a\u0644\u0627\u0634 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648\u0636\u0639\u06cc\u062a \u06cc\u06a9 \u0635\u0641\u062d\u0647 \u0631\u0627 \u062f\u0631 \u0633\u0647 \u0644\u0627\u06cc\u0647 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u062f.<\/p>\n<h3>Technical SEO<\/h3>\n<p>\u0645\u0648\u0627\u0631\u062f\u06cc \u0645\u0627\u0646\u0646\u062f Canonical\u060c Robots\u060c Metadata\u060c Crawlability \u0648 \u0633\u0627\u062e\u062a\u0627\u0631 \u0641\u0646\u06cc.<\/p>\n<h3>AEO<\/h3>\n<p>Entity Structure\u060c Structured Data\u060c Direct Answer Density \u0648 Answer Readiness.<\/p>\n<h3>GEO<\/h3>\n<p>Semantic Chunking\u060c Retrieval Simulation\u060c Semantic Entropy \u0648 Citation Survival.<\/p>\n<p>\u0627\u06cc\u0646 \u0645\u062f\u0644 \u06cc\u06a9 \u0646\u06a9\u062a\u0647 \u0645\u0647\u0645 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f:<\/p>\n<blockquote><p><strong>GEO \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 SEO \u0646\u06cc\u0633\u062a\u061b \u0628\u0644\u06a9\u0647 \u0644\u0627\u06cc\u0647 \u062c\u062f\u06cc\u062f\u06cc \u0627\u0632 Measurement \u0648 Retrieval \u0631\u0627 \u0628\u0647 Search Optimization \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/strong><\/p><\/blockquote>\n<p><a href=\"https:\/\/github.com\/tmolavi\/sage-audit\" target=\"_blank\" rel=\"noopener noreferrer\">\u0645\u0634\u0627\u0647\u062f\u0647 SAGE \u062f\u0631 GitHub<\/a><\/p>\n<h2>Retrieval-friendly \u0628\u0648\u062f\u0646 \u06cc\u06a9 \u0635\u0641\u062d\u0647 \u06cc\u0639\u0646\u06cc \u0686\u0647\u061f<\/h2>\n<p>\u06cc\u06a9 \u0635\u0641\u062d\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u0632 \u0646\u0638\u0631 Technical SEO \u0633\u0627\u0644\u0645 \u0628\u0627\u0634\u062f \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc RAG Systems \u0633\u0627\u062e\u062a\u0627\u0631 \u0645\u0646\u0627\u0633\u0628\u06cc \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644:<\/p>\n<ul>\n<li>\u0686\u0646\u062f \u0645\u0648\u0636\u0648\u0639 \u0645\u0633\u062a\u0642\u0644 \u062f\u0631 \u06cc\u06a9 Paragraph \u0637\u0648\u0644\u0627\u0646\u06cc \u062a\u0631\u06a9\u06cc\u0628 \u0634\u062f\u0647 \u0628\u0627\u0634\u0646\u062f.<\/li>\n<li>\u067e\u0627\u0633\u062e \u0627\u0635\u0644\u06cc \u062f\u0631 \u0627\u0646\u062a\u0647\u0627\u06cc Section \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0628\u0627\u0634\u062f.<\/li>\n<li>Entity \u0627\u0635\u0644\u06cc \u0635\u0641\u062d\u0647 \u0648\u0627\u0636\u062d \u0646\u0628\u0627\u0634\u062f.<\/li>\n<li>Boilerplate \u0632\u06cc\u0627\u062f\u06cc \u062f\u0631 \u0635\u0641\u062d\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/li>\n<li>Passage\u0647\u0627 \u0628\u0647\u200c\u062a\u0646\u0647\u0627\u06cc\u06cc \u0645\u0639\u0646\u0627\u06cc \u06a9\u0627\u0641\u06cc \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f.<\/li>\n<\/ul>\n<p>\u062f\u0631 \u0686\u0646\u06cc\u0646 \u0634\u0631\u0627\u06cc\u0637\u06cc\u060c URL \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a Crawl \u0648 Index \u0634\u0648\u062f\u060c \u0627\u0645\u0627 Chunk \u0645\u0646\u0627\u0633\u0628 \u0627\u0644\u0632\u0627\u0645\u0627\u064b \u062f\u0631 Retrieval \u0627\u0646\u062a\u062e\u0627\u0628 \u0646\u0634\u0648\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0646\u0642\u0637\u0647 \u0647\u0645\u0627\u0646 \u062c\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 Technical SEO\u060c Information Retrieval \u0648 GEO \u0628\u0647 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0646\u0632\u062f\u06cc\u06a9 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\n<h2>\u0622\u06cc\u0627 llms.txt \u0628\u0647\u200c\u062a\u0646\u0647\u0627\u06cc\u06cc \u06cc\u06a9 \u062a\u06a9\u0646\u06cc\u06a9 GEO \u0627\u0633\u062a\u061f<\/h2>\n<p>\u062f\u0631 \u0641\u0636\u0627\u06cc AI Search\u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f <code>llms.txt<\/code> \u062a\u0648\u062c\u0647 \u0632\u06cc\u0627\u062f\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f.<\/p>\n<p>\u0627\u0645\u0627 \u0648\u062c\u0648\u062f \u0686\u0646\u06cc\u0646 \u0641\u0627\u06cc\u0644\u06cc \u0628\u0647\u200c\u062a\u0646\u0647\u0627\u06cc\u06cc \u0646\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u0641\u0632\u0627\u06cc\u0634 Visibility \u0631\u0627 \u0627\u062b\u0628\u0627\u062a \u06a9\u0646\u062f.<\/p>\n<p>\u062f\u0627\u0634\u062a\u0646 llms.txt \u062a\u0636\u0645\u06cc\u0646 \u0646\u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647:<\/p>\n<ul>\n<li>ChatGPT \u06cc\u06a9 \u0633\u0627\u06cc\u062a \u0631\u0627 Citation \u06a9\u0646\u062f.<\/li>\n<li>Gemini \u06cc\u06a9 \u0628\u0631\u0646\u062f \u0631\u0627 Recommend \u06a9\u0646\u062f.<\/li>\n<li>Perplexity \u06cc\u06a9 Domain \u0631\u0627 Source \u0627\u0635\u0644\u06cc \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u062f.<\/li>\n<li>Share of Model \u0627\u0641\u0632\u0627\u06cc\u0634 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<p>\u0647\u0645\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u062f\u0631\u0628\u0627\u0631\u0647 Schema \u0646\u06cc\u0632 \u0635\u062f\u0642 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<p>Structured Data \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 Entity Clarity \u06a9\u0645\u06a9 \u06a9\u0646\u062f\u060c \u0627\u0645\u0627 Authority \u0648 Recommendation \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0646\u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0627\u062b\u0631 \u0647\u0631 Technique \u0628\u0627\u06cc\u062f \u0628\u0627 Measurement \u0628\u0631\u0631\u0633\u06cc \u0634\u0648\u062f.<\/p>\n<h2>mcp-geo-server \u0648 \u0648\u0631\u0648\u062f GEO \u0628\u0647 Agent Workflow\u0647\u0627<\/h2>\n<p>\u06cc\u06a9\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0632 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647\u060c <strong>mcp-geo-server<\/strong> \u0627\u0633\u062a.<\/p>\n<p>\u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u0628\u0627 \u0647\u062f\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 GEO Audit \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 Model Context Protocol \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u062f\u0631 \u0686\u0646\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0627\u06cc\u060c \u06cc\u06a9 AI Agent \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 GEO \u0631\u0627 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c Workflow \u0622\u06cc\u0646\u062f\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0634\u0627\u0645\u0644 \u0627\u06cc\u0646 \u0645\u0631\u0627\u062d\u0644 \u0628\u0627\u0634\u062f:<\/p>\n<ul>\n<li>Audit \u0635\u0641\u062d\u0647<\/li>\n<li>\u062a\u0634\u062e\u06cc\u0635 \u0645\u0634\u06a9\u0644\u0627\u062a Technical SEO<\/li>\n<li>\u0628\u0631\u0631\u0633\u06cc Entity Structure<\/li>\n<li>\u062a\u062d\u0644\u06cc\u0644 Retrieval Weakness<\/li>\n<li>\u0627\u0631\u0627\u0626\u0647 \u06cc\u0627 \u0627\u062c\u0631\u0627\u06cc \u0627\u0635\u0644\u0627\u062d\u0627\u062a<\/li>\n<li>\u0627\u062c\u0631\u0627\u06cc \u0645\u062c\u062f\u062f Benchmark<\/li>\n<li>\u0645\u0642\u0627\u06cc\u0633\u0647 Before \u0648 After<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u062f\u0631 \u0686\u0647\u0627\u0631 \u0645\u0631\u062d\u0644\u0647 \u062e\u0644\u0627\u0635\u0647 \u06a9\u0631\u062f:<\/p>\n<p><strong>Audit \u2192 Change \u2192 Measure \u2192 Learn<\/strong><\/p>\n<p><a href=\"https:\/\/github.com\/tmolavi\/mcp-geo-server\" target=\"_blank\" rel=\"noopener noreferrer\">\u0645\u0634\u0627\u0647\u062f\u0647 mcp-geo-server \u062f\u0631 GitHub<\/a><\/p>\n<h2>\u0645\u062d\u062f\u0648\u062f\u06cc\u062a GEO Benchmark\u0647\u0627 \u0686\u06cc\u0633\u062a\u061f<\/h2>\n<p>\u0647\u0631 Benchmark \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 LLM Visibility \u0628\u0627\u06cc\u062f \u0628\u0627 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u0645\u0634\u062e\u0635\u06cc \u06af\u0632\u0627\u0631\u0634 \u0634\u0648\u062f.<\/p>\n<p>\u0646\u062a\u06cc\u062c\u0647 \u06cc\u06a9 Experiment \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0639\u0648\u0627\u0645\u0644 \u0632\u06cc\u0631 \u0648\u0627\u0628\u0633\u062a\u0647 \u0628\u0627\u0634\u062f:<\/p>\n<ul>\n<li>Prompt Dataset<\/li>\n<li>Industry<\/li>\n<li>Language<\/li>\n<li>Country<\/li>\n<li>Model Version<\/li>\n<li>Grounding System<\/li>\n<li>Execution Date<\/li>\n<li>Competitor Set<\/li>\n<\/ul>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u06cc\u06a9 Score \u0646\u0628\u0627\u06cc\u062f \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u00ab\u0631\u062a\u0628\u0647 \u062b\u0627\u0628\u062a \u0648 \u062c\u0647\u0627\u0646\u06cc\u00bb \u062a\u0641\u0633\u06cc\u0631 \u0634\u0648\u062f.<\/p>\n<p>\u0627\u0631\u0632\u0634 \u0627\u0635\u0644\u06cc Benchmark \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0634\u0631\u0627\u06cc\u0637 \u06cc\u06a9\u0633\u0627\u0646 \u0648 \u0645\u0634\u0627\u0647\u062f\u0647 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062f\u0631 \u0637\u0648\u0644 \u0632\u0645\u0627\u0646 \u0627\u0633\u062a.<\/p>\n<h2>Metric \u0622\u06cc\u0646\u062f\u0647 Search \u0634\u0627\u06cc\u062f Rank \u0646\u0628\u0627\u0634\u062f<\/h2>\n<p>\u062f\u0631 Search \u0633\u0646\u062a\u06cc\u060c \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0633\u0624\u0627\u0644\u200c\u0647\u0627 \u0627\u06cc\u0646 \u0628\u0648\u062f:<\/p>\n<blockquote><p><strong>Where do I rank?<\/strong><\/p><\/blockquote>\n<p>\u0627\u0645\u0627 \u062f\u0631 Generative Search\u060c \u0633\u0624\u0627\u0644 \u0645\u0647\u0645\u200c\u062a\u0631 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u06cc\u0646 \u0628\u0627\u0634\u062f:<\/p>\n<blockquote><p><strong>How often does AI know, cite, compare and recommend my brand?<\/strong><\/p><\/blockquote>\n<p>\u062f\u0631 \u0686\u0646\u06cc\u0646 \u0641\u0636\u0627\u06cc\u06cc\u060c Metric\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0647\u0645\u06cc\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0646\u0646\u062f:<\/p>\n<ul>\n<li>Brand Mention Rate<\/li>\n<li>Citation Rate<\/li>\n<li>Recommendation Rate<\/li>\n<li>Top-1 Recommendation Rate<\/li>\n<li>Share of Model<\/li>\n<li>Competitor Visibility<\/li>\n<li>Source Visibility<\/li>\n<li>Citation Graph<\/li>\n<li>Prompt Coverage<\/li>\n<\/ul>\n<h2>\u062c\u0645\u0639\u200c\u0628\u0646\u062f\u06cc Checkup Tools<\/h2>\n<p>\u062d\u0631\u06a9\u062a Search \u0628\u0647 \u0633\u0645\u062a Generative Engine\u0647\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u0627 \u0646\u06cc\u0633\u062a \u06a9\u0647 Metric\u0647\u0627\u06cc \u06a9\u0644\u0627\u0633\u06cc\u06a9 SEO \u0628\u06cc\u200c\u0627\u0647\u0645\u06cc\u062a \u0634\u062f\u0647\u200c\u0627\u0646\u062f.<\/p>\n<p>\u0627\u0645\u0627 \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u06a9\u0627\u0645\u0644\u200c\u062a\u0631 Visibility \u0628\u0631\u0646\u062f\u060c Rank \u0628\u0647\u200c\u062a\u0646\u0647\u0627\u06cc\u06cc \u06a9\u0627\u0641\u06cc \u0646\u06cc\u0633\u062a.<\/p>\n<p>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f GEO-Scope\u060c SAGE\u060c AnswerPath GEO \u0648 mcp-geo-server \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u06cc\u06a9 \u0631\u0648\u0646\u062f \u0645\u0647\u0645 \u0647\u0633\u062a\u0646\u062f: \u062d\u0631\u06a9\u062a GEO \u0627\u0632 \u062a\u0648\u0635\u06cc\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0648\u0645\u06cc \u0628\u0647 \u0633\u0645\u062a <strong>Experiment\u060c Benchmark\u060c Citation Tracking \u0648 Generative Visibility Measurement<\/strong>.<\/p>\n<p>\u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627 \u062a\u0648\u0633\u0637 <strong>\u062a\u0642\u06cc \u0645\u0648\u0644\u0648\u06cc (Taqi Molavi)<\/strong> \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647\u200c\u0627\u0646\u062f \u0648 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0645\u062a\u0646\u200c\u0628\u0627\u0632 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p>\u0646\u06a9\u062a\u0647 \u0645\u0647\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0647\u06cc\u0686\u200c\u06a9\u062f\u0627\u0645 \u0627\u0632 Metric\u0647\u0627 \u06cc\u0627 \u0646\u062a\u0627\u06cc\u062c \u0622\u0632\u0645\u0627\u06cc\u0634\u200c\u0647\u0627 \u0646\u0628\u0627\u06cc\u062f \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0642\u0627\u0646\u0648\u0646 \u062b\u0627\u0628\u062a \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0641\u0633\u06cc\u0631 \u0634\u0648\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u06cc\u06a9 \u062d\u0648\u0632\u0647 Probabilistic \u0645\u0627\u0646\u0646\u062f Generative Search\u060c \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0627\u0635\u0644 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0627\u06cc\u0646 \u0627\u0633\u062a:<\/p>\n<blockquote><p><strong>Don&#8217;t trust GEO claims. Test them.<\/strong><\/p><\/blockquote>\n<hr \/>\n<h2>\u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0645\u0646\u0627\u0628\u0639 \u0645\u0631\u062a\u0628\u0637<\/h2>\n<p><strong>GEO-Scope<\/strong><br \/>\n<a href=\"https:\/\/github.com\/tmolavi\/geo-scope\" target=\"_blank\" rel=\"noopener noreferrer\">github.com\/tmolavi\/geo-scope<\/a><\/p>\n<p><strong>SAGE \u2014 Search, Answer &amp; Generative Engine Auditor<\/strong><br \/>\n<a href=\"https:\/\/github.com\/tmolavi\/sage-audit\" target=\"_blank\" rel=\"noopener noreferrer\">github.com\/tmolavi\/sage-audit<\/a><\/p>\n<p><strong>AnswerPath GEO<\/strong><br \/>\n<a href=\"https:\/\/github.com\/tmolavi\/answerpath-geo\" target=\"_blank\" rel=\"noopener noreferrer\">github.com\/tmolavi\/answerpath-geo<\/a><\/p>\n<p><strong>MCP GEO Server<\/strong><br \/>\n<a href=\"https:\/\/github.com\/tmolavi\/mcp-geo-server\" target=\"_blank\" rel=\"noopener noreferrer\">github.com\/tmolavi\/mcp-geo-server<\/a><\/p>\n<p><strong>\u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u0647 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627:<\/strong><br \/>\n\u062a\u0642\u06cc \u0645\u0648\u0644\u0648\u06cc \/ Taqi Molavi<br \/>\n<a href=\"https:\/\/molavi.pro\/\" target=\"_blank\" rel=\"noopener noreferrer\">molavi.pro<\/a><\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u062a\u0642\u06cc \u0645\u0648\u0644\u0648\u06cc : \u0628\u0627 \u0631\u0634\u062f ChatGPT\u060c Gemini\u060c Claude \u0648 Perplexity\u060c \u0645\u0641\u0647\u0648\u0645 Visibility \u062f\u0631 Search \u062f\u0631 \u062d\u0627\u0644 \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0633\u062a. \u062f\u0631 \u0645\u062f\u0644 \u0633\u0646\u062a\u06cc \u062c\u0633\u062a\u200c\u0648\u062c\u0648\u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc SEO \u0645\u0639\u0645\u0648\u0644\u0627\u064b&#8230;<\/p>\n","protected":false},"author":2,"featured_media":3106,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[47,51],"tags":[],"class_list":["post-3105","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-47","category-51"],"_links":{"self":[{"href":"https:\/\/checkup.tools\/blog\/wp-json\/wp\/v2\/posts\/3105","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/checkup.tools\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/checkup.tools\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/checkup.tools\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/checkup.tools\/blog\/wp-json\/wp\/v2\/comments?post=3105"}],"version-history":[{"count":1,"href":"https:\/\/checkup.tools\/blog\/wp-json\/wp\/v2\/posts\/3105\/revisions"}],"predecessor-version":[{"id":3107,"href":"https:\/\/checkup.tools\/blog\/wp-json\/wp\/v2\/posts\/3105\/revisions\/3107"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/checkup.tools\/blog\/wp-json\/wp\/v2\/media\/3106"}],"wp:attachment":[{"href":"https:\/\/checkup.tools\/blog\/wp-json\/wp\/v2\/media?parent=3105"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/checkup.tools\/blog\/wp-json\/wp\/v2\/categories?post=3105"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/checkup.tools\/blog\/wp-json\/wp\/v2\/tags?post=3105"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}