{"product_id":"automate-buyer-query-analysis-with-gpt-4o-google-sheets","title":"Automate Buyer Query Analysis with GPT-4o \u0026 Google Sheets","description":"\u003ch3\u003eAutomate Buyer Query Analysis with GPT-4o \u0026amp; Google Sheets\u003c\/h3\u003e\n\n\u003cp\u003eRevolutionize your buyer query analysis effortlessly with our cutting-edge n8n automation workflow. Seamlessly integrating the power of OpenAI's GPT-4o and Google Sheets, this workflow provides a structured and insightful analysis of where and how your brand and competitive context are appearing online—saving you time and delivering unparalleled insights weekly.\u003c\/p\u003e\n\n\u003ch3\u003eWhat This Workflow Does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eEvery week, the workflow initiates via a schedule trigger, ensuring consistent tracking and analysis of buyer queries.\u003c\/li\u003e\n  \u003cli\u003eExtracts a list of buyer queries from the 'queries' tab in your Google Sheets, encompassing brand and competitive contexts.\u003c\/li\u003e\n  \u003cli\u003eSends each query through OpenAI’s `gpt-4o-mini-search-preview` with web search functionality enabled, gathering `url_citation` annotations across three separate runs per query.\u003c\/li\u003e\n  \u003cli\u003eAggregates citations, computing total citation counts and deriving a sample hit rate for comprehensive analysis.\u003c\/li\u003e\n  \u003cli\u003eClassifies cited domains by querying OpenAI’s `gpt-4o-mini`, categorizing them into an intuitive source taxonomy such as brand site, competitor site, review platform, etc.\u003c\/li\u003e\n  \u003cli\u003eLogs the aggregated data, including domain classification and an example URL, to the 'citations' tab, thereby keeping your data organized and accessible.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse Cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eEnhance market intelligence by understanding which platforms frequently discuss your brand and competitors.\u003c\/li\u003e\n  \u003cli\u003eRefine marketing strategies based on trending domains and citation patterns over time.\u003c\/li\u003e\n  \u003cli\u003eFocus efforts on authoritative sources and optimize content for platforms that frequently cite your brand.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical Details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eNodes utilized: HTTP request, Google Sheets, Schedule Trigger, Code, Sticky Note, Split in Batches.\u003c\/li\u003e\n  \u003cli\u003eIntegration with OpenAI API requires setting up an HTTP Header Auth credential (Authorization: Bearer YOUR_KEY).\u003c\/li\u003e\n  \u003cli\u003eGoogle Sheets integration needs credentials with access granted to your specified spreadsheet.\u003c\/li\u003e\n  \u003cli\u003eSpreadsheet must have 'queries' and 'citations' tabs structured to capture query data and citation analysis results.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003cp\u003eOptimize your buyer query analysis with precision and efficiency by deploying this robust workflow, perfectly tailored for n8n users, automation engineers, and SaaS operators.\u003c\/p\u003e","brand":"N8N Commerce","offers":[{"title":"Default Title","offer_id":45678313963699,"sku":"N8N-16991","price":65.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0749\/6279\/6723\/files\/yWH84ZoqAON_V8z-coxhP_5e9f6c5e0e0f47f7b99a99edb61d7d00.jpg?v=1783760701","url":"https:\/\/buyflowscripts.com\/products\/automate-buyer-query-analysis-with-gpt-4o-google-sheets","provider":"N8N Commerce","version":"1.0","type":"link"}