{ "id": "OQEOWynAfK54HxNr", "meta": { "templateCredsSetupCompleted": true }, "name": "Competitor Intelligence Agent: SERP Monitoring + Summary Insights with Thordata + OpenAI", "tags": [ { "id": "Kujft2FOjmOVQAmJ", "name": "Engineering", "createdAt": "2025-04-09T01:31:00.558Z", "updatedAt": "2025-04-09T01:31:00.558Z" }, { "id": "ddPkw7Hg5dZhQu2w", "name": "AI", "createdAt": "2025-04-13T05:38:08.053Z", "updatedAt": "2025-04-13T05:38:08.053Z" }, { "id": "qpxJxOMCv2x7Op5c", "name": "SERP", "createdAt": "2025-04-03T15:37:19.686Z", "updatedAt": "2025-04-03T15:37:19.686Z" } ], "nodes": [ { "id": "d370dfd6-2a22-4e90-816f-be5e3b84c4c4", "name": "AI Agent", "type": "@n8n/n8n-nodes-langchain.agent", "position": [ -304, -288 ], "parameters": { "text": "={{ $json.search_query }}", "options": {}, "promptType": "define" }, "retryOnFail": true, "typeVersion": 2.2 }, { "id": "7af03b55-ba2e-4408-80ff-b81c02286993", "name": "OpenAI Chat Model", "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi", 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"predefinedCredentialType", "bodyParameters": { "parameters": [ { "name": "engine", "value": "duckduckgo" }, { "name": "q", "value": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('parameters1_Value', ``, 'string') }}" }, { "name": "json", "value": "1" } ] }, "toolDescription": "HTTP request using DuckDuckGo Search", "headerParameters": { "parameters": [ {} ] }, "nodeCredentialType": "httpBearerAuth" }, "credentials": { "httpBearerAuth": { "name": "" } }, "typeVersion": 4.2 }, { "id": "d1a85744-8eb1-4a7a-9ac4-1dc11843c522", "name": "Sticky Note1", "type": "n8n-nodes-base.stickyNote", "position": [ -1088, -1136 ], "parameters": { "color": 7, "width": 160, "content": "![Logo](https://consumersiteimages.trustpilot.net/business-units/67b212598525b99cf90a59cc-198x149-1x.jpg)" }, "typeVersion": 1 }, { "id": "884c52b5-d8a2-4c67-b2a4-ca4ccacb7677", "name": "When clicking \u2018Execute workflow\u2019", "type": "n8n-nodes-base.manualTrigger", "position": [ -1072, -288 ], "parameters": {}, "typeVersion": 1 }, { "id": "6a142d04-f88e-436c-8a20-4f575de756b8", "name": "Set the Input Fields", "type": "n8n-nodes-base.set", "position": [ -784, -288 ], "parameters": { "options": {}, "assignments": { "assignments": [ { "id": "4a779b05-0cb9-4d93-883c-90b8859edbca", "name": "search_query", "type": "string", "value": "Google Search for Top SEO strategies for e-commerce in 2025" } ] } }, "typeVersion": 3.4 }, { "id": "8234accd-fa05-4795-96ef-99a158e673ff", "name": "Summarize the content", "type": "@n8n/n8n-nodes-langchain.chainLlm", "position": [ 448, -464 ], "parameters": { "text": "=Summarize the following content {{ $json.output }}.\n\nOutput just the summary. Do not provide your own suggestions or recommendations", "batching": {}, "promptType": "define", "hasOutputParser": true }, "retryOnFail": true, "typeVersion": 1.7 }, { "id": "fe9c7ae5-70e8-4854-8c4d-f2dee9956024", "name": "OpenAI Chat Model For Summarization", "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi", "position": [ 432, -224 ], "parameters": { "model": { "__rl": true, "mode": "list", "value": "gpt-4.1-mini" }, "options": {} }, "credentials": { "openAiApi": { "name": "" } }, "typeVersion": 1.2 }, { "id": "2438f8b8-02cf-4811-a65f-7c4601f252bc", "name": "Keyword and Topic Analysis", "type": "@n8n/n8n-nodes-langchain.informationExtractor", "position": [ 464, -32 ], "parameters": { "text": "=Perform Keyword and Topic Analysis of the following {{ $json.output }}", "options": {}, "schemaType": "manual", "inputSchema": "{\n \"$schema\": \"http://json-schema.org/draft-07/schema#\",\n \"title\": \"KeywordTopicAnalysis\",\n \"type\": \"object\",\n \"properties\": {\n \"query\": {\n \"type\": \"string\",\n \"description\": \"The original search query or keyword used in the SERP analysis.\"\n },\n \"primary_keywords\": {\n \"type\": \"array\",\n \"description\": \"List of primary focus keywords extracted from the analyzed content or SERP data.\",\n \"items\": { \"type\": \"string\" }\n },\n \"secondary_keywords\": {\n \"type\": \"array\",\n \"description\": \"Related or supporting keywords derived from semantic clustering or co-occurrence.\",\n \"items\": { \"type\": \"string\" }\n },\n \"keyword_metrics\": {\n \"type\": \"array\",\n \"description\": \"SEO metrics for each keyword, including difficulty and search volume.\",\n \"items\": {\n \"type\": \"object\",\n \"properties\": {\n \"keyword\": { \"type\": \"string\" },\n \"search_volume\": { \"type\": \"integer\" },\n \"competition_score\": { \"type\": \"number\" },\n \"difficulty_score\": { \"type\": \"number\" },\n \"trend\": { \"type\": \"string\", \"enum\": [\"rising\", \"falling\", \"steady\"] }\n },\n \"required\": [\"keyword\"]\n }\n },\n \"focus_topics\": {\n \"type\": \"array\",\n \"description\": \"List of main content themes or topics derived from the SERP results or web pages.\",\n \"items\": { \"type\": \"string\" }\n },\n \"topic_clusters\": {\n \"type\": \"array\",\n \"description\": \"Groups of semantically related keywords and topics.\",\n \"items\": {\n \"type\": \"object\",\n \"properties\": {\n \"cluster_name\": { \"type\": \"string\" },\n \"related_keywords\": { \"type\": \"array\", \"items\": { \"type\": \"string\" } },\n \"search_intent\": {\n \"type\": \"string\",\n \"enum\": [\"informational\", \"navigational\", \"transactional\", \"commercial\"]\n }\n },\n \"required\": [\"cluster_name\", \"related_keywords\"]\n }\n },\n \"seo_strength_score\": {\n \"type\": \"integer\",\n \"description\": \"Overall SEO opportunity score (0\u2013100).\"\n },\n \"content_gap_summary\": {\n \"type\": \"string\",\n \"description\": \"Summary describing missing topics or keyword opportunities in current content.\"\n },\n \"competitor_insights\": {\n \"type\": \"array\",\n \"description\": \"Optional data about competitors ranking for the analyzed keyword(s).\",\n \"items\": {\n \"type\": \"object\",\n \"properties\": {\n \"domain\": { \"type\": \"string\" },\n \"ranking_position\": { \"type\": \"integer\" },\n \"page_title\": { \"type\": \"string\" },\n \"content_type\": { \"type\": \"string\" },\n \"keyword_overlap\": { \"type\": \"number\" }\n },\n \"required\": [\"domain\", \"ranking_position\"]\n }\n },\n \"ai_summary\": {\n \"type\": \"string\",\n \"description\": \"GPT-generated summary of the keyword and topic insights.\"\n },\n \"timestamp\": {\n \"type\": \"string\",\n \"format\": \"date-time\",\n \"description\": \"Timestamp when the analysis was performed.\"\n }\n },\n \"required\": [\"query\", \"primary_keywords\", \"focus_topics\", \"seo_strength_score\"]\n}\n" }, "typeVersion": 1.2 }, { "id": "c4b13e07-1fa9-4d33-9140-14375f1e5c6b", "name": "OpenAI Chat Model for Keyword and Topic Analysis", "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi", "position": [ 464, 144 ], "parameters": { "model": { "__rl": true, "mode": "list", "value": "gpt-4.1-mini" }, "options": {} }, "credentials": { "openAiApi": { "name": "" } }, "typeVersion": 1.2 }, { "id": "27bcba40-fa09-4561-8a79-67af2e479e16", "name": "SEO Analyst", "type": "@n8n/n8n-nodes-langchain.informationExtractor", "position": [ 432, -960 ], "parameters": { "text": "=Analyze the following SERP results for competitor insights and keyword opportunities:\\n\\n {{ $json.output }}", "options": { "systemPromptTemplate": "You are an SEO analyst. Extract primary keywords, competitor names, content tone, and summarize SEO strength from SERP data. " }, "schemaType": "manual", "inputSchema": "{\n \"$schema\": \"http://json-schema.org/draft-07/schema#\",\n \"title\": \"CompetitorInsightsAndKeywordOpportunities\",\n \"type\": \"object\",\n \"description\": \"Structured output for analyzing SERP results to extract competitor insights, keyword opportunities, and SEO metrics.\",\n \"properties\": {\n \"query\": {\n \"type\": \"string\",\n \"description\": \"The search query or topic analyzed in the SERP.\"\n },\n \"analyzed_date\": {\n \"type\": \"string\",\n \"format\": \"date-time\",\n \"description\": \"Timestamp when the analysis was performed.\"\n },\n \"competitors\": {\n \"type\": \"array\",\n \"description\": \"List of main competitors or domains identified in the SERP results.\",\n \"items\": {\n \"type\": \"object\",\n \"properties\": {\n \"domain\": { \"type\": \"string\", \"description\": \"Competitor domain or brand name.\" },\n \"page_title\": { \"type\": \"string\", \"description\": \"Title of the competitor\u2019s ranking page.\" },\n \"ranking_position\": { \"type\": \"integer\", \"description\": \"SERP position for this result.\" },\n \"snippet\": { \"type\": \"string\", \"description\": \"Short description or meta snippet from the SERP.\" },\n \"content_type\": {\n \"type\": \"string\",\n \"enum\": [\"blog\", \"product_page\", \"landing_page\", \"news\", \"other\"],\n \"description\": \"Type of content represented by the competitor page.\"\n },\n \"estimated_traffic_share\": {\n \"type\": \"number\",\n \"minimum\": 0,\n \"maximum\": 100,\n \"description\": \"Estimated share of search traffic (%) for this result.\"\n },\n \"keyword_overlap\": {\n \"type\": \"number\",\n \"minimum\": 0,\n \"maximum\": 1,\n \"description\": \"Proportion of shared keywords with the target domain (0\u20131 scale).\"\n },\n \"strengths\": {\n \"type\": \"array\",\n \"items\": { \"type\": \"string\" },\n \"description\": \"SEO strengths or advantages identified for this competitor.\"\n },\n \"weaknesses\": {\n \"type\": \"array\",\n \"items\": { \"type\": \"string\" },\n \"description\": \"Content or optimization weaknesses detected.\"\n }\n },\n \"required\": [\"domain\", \"ranking_position\"]\n }\n },\n \"keyword_opportunities\": {\n \"type\": \"array\",\n \"description\": \"List of new or underutilized keywords identified from the SERP analysis.\",\n \"items\": {\n \"type\": \"object\",\n \"properties\": {\n \"keyword\": { \"type\": \"string\" },\n \"search_volume\": { \"type\": \"integer\", \"description\": \"Estimated monthly search volume.\" },\n \"competition_score\": { \"type\": \"number\", \"description\": \"Keyword competition (0\u20131 scale).\" },\n \"difficulty_score\": { \"type\": \"number\", \"description\": \"Keyword difficulty (0\u2013100 scale).\" },\n \"intent\": {\n \"type\": \"string\",\n \"enum\": [\"informational\", \"navigational\", \"transactional\", \"commercial\"],\n \"description\": \"User search intent.\"\n },\n \"relevance_score\": {\n \"type\": \"number\",\n \"minimum\": 0,\n \"maximum\": 1,\n \"description\": \"Relevance to the analyzed query (0\u20131 scale).\"\n }\n },\n \"required\": [\"keyword\"]\n }\n },\n \"topic_clusters\": {\n \"type\": \"array\",\n \"description\": \"Clusters of semantically related topics derived from the SERP.\",\n \"items\": {\n \"type\": \"object\",\n \"properties\": {\n \"cluster_name\": { \"type\": \"string\" },\n \"related_keywords\": { \"type\": \"array\", \"items\": { \"type\": \"string\" } },\n \"dominant_competitor\": { \"type\": \"string\", \"description\": \"Competitor leading in this topic cluster.\" }\n },\n \"required\": [\"cluster_name\", \"related_keywords\"]\n }\n },\n \"content_gap_analysis\": {\n \"type\": \"object\",\n \"description\": \"Summary of missing or underrepresented topics in the current content compared to competitors.\",\n \"properties\": {\n \"gaps_identified\": { \"type\": \"array\", \"items\": { \"type\": \"string\" } },\n \"recommendations\": { \"type\": \"array\", \"items\": { \"type\": \"string\" } }\n }\n },\n \"seo_strength_score\": {\n \"type\": \"integer\",\n \"minimum\": 0,\n \"maximum\": 100,\n \"description\": \"Overall SEO opportunity score (0\u2013100) based on keyword difficulty, gap size, and competitor weaknesses.\"\n },\n \"ai_summary\": {\n \"type\": \"string\",\n \"description\": \"GPT-generated executive summary of the key findings, keyword opportunities, and competitor insights.\"\n }\n },\n \"required\": [\"query\", \"competitors\", \"keyword_opportunities\", \"seo_strength_score\", \"ai_summary\"]\n}\n" }, "typeVersion": 1.2 }, { "id": "b5cac579-1031-488c-9caa-75af3c14250e", "name": "OpenAI Chat Model for SEO Analyst", "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi", "position": [ 432, -784 ], "parameters": { "model": { "__rl": true, "mode": "list", "value": "gpt-4.1-mini" }, "options": {} }, "credentials": { "openAiApi": { "name": "" } }, "typeVersion": 1.2 }, { "id": "ccae56d4-2d58-4b87-bc57-e24857716860", "name": "Structured Output Parser", "type": "@n8n/n8n-nodes-langchain.outputParserStructured", "position": [ 640, -224 ], "parameters": { "schemaType": "manual", "inputSchema": "{\n\t\"type\": \"object\",\n\t\"properties\": {\"comprehensive_summary\": {\n\t\t\t\"type\": \"string\"\n\t\t},\n \"abstract_summary\": {\n\t\t\t\"type\": \"string\"\n\t\t}\n }\n}" }, "typeVersion": 1.3 }, { "id": "934a59b1-7061-4834-8b8e-7a37ebecf43d", "name": "Sticky Note", "type": "n8n-nodes-base.stickyNote", "position": [ -640, -384 ], "parameters": { "color": 6, "width": 944, "height": 480, "content": "## SERP AI Agent\n\nPerforms the SERP search via Thordata SERP API\n" }, "typeVersion": 1 }, { "id": "3941d4f9-83e0-4bcb-87a4-311b1fe9a077", "name": "Sticky Note2", "type": "n8n-nodes-base.stickyNote", "position": [ 336, -592 ], "parameters": { "color": 5, "width": 512, "height": 896, "content": "## Data Enrichment\n\nPerform Comprehensive and Abstract Summaries. Also performs the Keyword and Topic analysis of the Agent Output content." }, "typeVersion": 1 }, { "id": "f9919d39-0cd5-489f-ad16-4baff0a648ae", "name": "Sticky Note3", "type": "n8n-nodes-base.stickyNote", "position": [ 336, -1072 ], "parameters": { "color": 4, "width": 512, "height": 448, "content": "## SEO Analyst\nAnalysis the following SERP results for competitor insights and keyword opportunities\n" }, "typeVersion": 1 }, { "id": "a3060af6-1f26-42ab-a69e-4be7a7dc4e01", "name": "Append or update row in sheet", "type": "n8n-nodes-base.googleSheets", "position": [ 1152, -368 ], "parameters": { "columns": { "value": {}, "schema": [], "mappingMode": "autoMapInputData", "matchingColumns": [ "seo" ], "attemptToConvertTypes": false, "convertFieldsToString": false }, "options": {}, "operation": "appendOrUpdate", "sheetName": { "__rl": true, "mode": "list", "value": "gid=0", "cachedResultUrl": "https://docs.google.com/spreadsheets/d/151xx1ClNDoQ2g_SANQJmdN4EJroWWEsPM658dFWLMTQ/edit#gid=0", "cachedResultName": "Sheet1" }, "documentId": { "__rl": true, "mode": "list", "value": "151xx1ClNDoQ2g_SANQJmdN4EJroWWEsPM658dFWLMTQ", "cachedResultUrl": "https://docs.google.com/spreadsheets/d/151xx1ClNDoQ2g_SANQJmdN4EJroWWEsPM658dFWLMTQ/edit?usp=drivesdk", "cachedResultName": "Competitor Intelligence Agent" } }, "credentials": { "googleSheetsOAuth2Api": { "name": "" } }, "typeVersion": 4.7 }, { "id": "d058cb5c-ee3a-4b50-be25-8562a1be4e68", "name": "Merge", "type": "n8n-nodes-base.merge", "position": [ 944, -384 ], "parameters": { "numberInputs": 3 }, "typeVersion": 3.2 }, { "id": "b0286661-257a-43e7-ae77-3ddba37af384", "name": "Sticky Note4", "type": "n8n-nodes-base.stickyNote", "position": [ 896, -560 ], "parameters": { "color": 3, "width": 480, "height": 496, "content": "## Export Data Handling\n\nExports the output to the Google Spreedsheet" }, "typeVersion": 1 }, { "id": "32d8e326-65b6-4705-9a01-a8d6c35755c6", "name": "Sticky Note5", "type": "n8n-nodes-base.stickyNote", "position": [ -1088, -944 ], "parameters": { "color": 7, "width": 992, "height": 528, "content": "## **Purpose:**\n Automate SERP analysis to extract competitor insights, keyword gaps, and SEO opportunities using Thordata for search data and OpenAI for structured analysis.\n\n* **Workflow Steps:**\n\n 1. **Trigger (Schedule or Manual):** Starts the weekly SERP analysis.\n 2. **AI Agent:** Performs the SERP search and retrieves top-ranking results.\n 3. **OpenAI Node:** Analyzes SERP data with GPT and outputs results in the defined JSON schema.\n 4. **Google Sheets Node:** Sends summarized insights or logs data for historical tracking.\n\n* **Key Outputs:**\n\n * Competitor domains, ranking positions, and SEO strengths/weaknesses.\n * Keyword opportunities with search volume, difficulty, and intent.\n * Topic clusters and content gap recommendations.\n * Overall SEO Strength Score (0\u2013100).\n * AI-generated summary for quick reporting.\n\n* **Use Case:**\n Ideal for SEO teams, marketers, and agencies to monitor competitors, discover new keyword opportunities, and optimize content strategies weekly.\n\n" }, "typeVersion": 1 } ], "active": false, "settings": { "executionOrder": "v1" }, "versionId": "a4d805de-2a7e-466a-bdce-26a1bc60e212", "connections": { "Merge": { "main": [ [ { "node": "Append or update row in sheet", "type": "main", "index": 0 } ] ] }, "AI Agent": { "main": [ [ { "node": "Summarize the content", "type": "main", "index": 0 }, { "node": "Keyword and Topic Analysis", "type": "main", "index": 0 }, { "node": "SEO Analyst", "type": "main", "index": 0 } ] ] }, "Bing Search": { "ai_tool": [ [ { "node": "AI Agent", "type": "ai_tool", "index": 0 } ] ] }, "SEO Analyst": { "main": [ [ { "node": "Merge", "type": "main", "index": 0 } ] ] }, "Google Search": { "ai_tool": [ [ { "node": "AI Agent", "type": "ai_tool", "index": 0 } ] ] }, "Yandex Search": { "ai_tool": [ [ { "node": "AI Agent", "type": "ai_tool", "index": 0 } ] ] }, "DuckDuckGo Search": { "ai_tool": [ [ { "node": "AI Agent", "type": "ai_tool", "index": 0 } ] ] }, "OpenAI Chat Model": { "ai_languageModel": [ [ { "node": "AI Agent", "type": "ai_languageModel", "index": 0 } ] ] }, "Set the Input Fields": { "main": [ [ { "node": "AI Agent", "type": "main", "index": 0 } ] ] }, "Summarize the content": { "main": [ [ { "node": "Merge", "type": "main", "index": 1 } ] ] }, "Structured Output Parser": { "ai_outputParser": [ [ { "node": "Summarize the content", "type": "ai_outputParser", "index": 0 } ] ] }, "Keyword and Topic Analysis": { "main": [ [ { "node": "Merge", "type": "main", "index": 2 } ] ] }, "OpenAI Chat Model for SEO Analyst": { "ai_languageModel": [ [ { "node": "SEO Analyst", "type": "ai_languageModel", "index": 0 } ] ] }, "OpenAI Chat Model For Summarization": { "ai_languageModel": [ [ { "node": "Summarize the content", "type": "ai_languageModel", "index": 0 } ] ] }, "When clicking \u2018Execute workflow\u2019": { "main": [ [ { "node": "Set the Input Fields", "type": "main", "index": 0 } ] ] }, "OpenAI Chat Model for Keyword and Topic Analysis": { "ai_languageModel": [ [ { "node": "Keyword and Topic Analysis", "type": "ai_languageModel", "index": 0 } ] ] } } }