{"id":719,"date":"2026-10-20T20:13:19","date_gmt":"2026-10-20T20:13:19","guid":{"rendered":"https:\/\/dataforseo.com\/templates\/?p=719"},"modified":"2026-10-20T20:13:32","modified_gmt":"2026-10-20T20:13:32","slug":"intent-labeler-dataforseo","status":"publish","type":"post","link":"https:\/\/dataforseo.com\/templates\/intent-labeler-dataforseo\/","title":{"rendered":"Intent Labeler: open-source search intent analysis with DataForSEO"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\">Quick overview<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Intent Labeler reads Google&#8217;s top 10 for a keyword and answers three questions before you write: which search intents the results serve, in what form each one is answered, and how long the winning pages are.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Who it&#8217;s built for<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">SEO and content teams, agencies and developers who want intent analysis in a browser, a terminal or their own panel.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Workflow breakdown<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Give it a keyword, language and location, or a list of URLs.<\/li>\n\n\n\n<li>DataForSEO SERP API delivers the live top 10 for any country and language.<\/li>\n\n\n\n<li>Each page is read as text: via DataForSEO OnPage content parsing in the playground and n8n templates, over plain HTTP in the Python CLI.<\/li>\n\n\n\n<li>DataForSEO Labs adds search volume, seasonality and traffic per URL.<\/li>\n\n\n\n<li>A language model only groups the results into intents. Every number (share of results and traffic per intent, reference length, seasonality) is computed by code.<\/li>\n\n\n\n<li>When the sample is too small, it returns no length and the reason instead of a guess.<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">What you get<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>An HTML report with charts and JSON for your own tools.<\/li>\n\n\n\n<li>A browser playground that runs on your own keys and shows the real cost of every DataForSEO call. A full run costs about $0.03.<\/li>\n\n\n\n<li>A Python library, CLI and HTTP API (MIT licence), 16 live examples in 6 markets, and n8n templates.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">What you need to get started<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A DataForSEO account with API access.<\/li>\n\n\n\n<li>A key for any OpenAI-compatible LLM endpoint, for example OpenRouter.<\/li>\n\n\n\n<li>A browser for the playground, or Python for the library and CLI.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Playground: <a href=\"https:\/\/romek-rozen.github.io\/intent-labeler\/\" target=\"_blank\" rel=\"noopener\">https:\/\/romek-rozen.github.io\/intent-labeler\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Quick overview Intent Labeler reads Google&#8217;s top 10 for a keyword and answers three questions before you write: which search intents the results serve, in what form each one is answered, and how long the winning pages are. Who it&#8217;s built for SEO and content teams, agencies and developers who want intent analysis in a [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":720,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[38],"tags":[18,32],"tools":[19],"class_list":["post-719","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-keyword-analysis","tag-serp-api","tag-dataforseo-labs-api","tools-n8n"],"_links":{"self":[{"href":"https:\/\/dataforseo.com\/templates\/wp-json\/wp\/v2\/posts\/719","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dataforseo.com\/templates\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dataforseo.com\/templates\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dataforseo.com\/templates\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/dataforseo.com\/templates\/wp-json\/wp\/v2\/comments?post=719"}],"version-history":[{"count":4,"href":"https:\/\/dataforseo.com\/templates\/wp-json\/wp\/v2\/posts\/719\/revisions"}],"predecessor-version":[{"id":742,"href":"https:\/\/dataforseo.com\/templates\/wp-json\/wp\/v2\/posts\/719\/revisions\/742"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dataforseo.com\/templates\/wp-json\/wp\/v2\/media\/720"}],"wp:attachment":[{"href":"https:\/\/dataforseo.com\/templates\/wp-json\/wp\/v2\/media?parent=719"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dataforseo.com\/templates\/wp-json\/wp\/v2\/categories?post=719"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dataforseo.com\/templates\/wp-json\/wp\/v2\/tags?post=719"},{"taxonomy":"tools","embeddable":true,"href":"https:\/\/dataforseo.com\/templates\/wp-json\/wp\/v2\/tools?post=719"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}