{"id":41661,"date":"2026-10-27T14:34:35","date_gmt":"2026-10-27T14:34:35","guid":{"rendered":"https:\/\/nodemaven.com\/?p=41661"},"modified":"2026-10-27T14:34:36","modified_gmt":"2026-10-27T14:34:36","slug":"how-to-track-brand-mentions-in-ai-search","status":"publish","type":"post","link":"https:\/\/nodemaven.com\/ru\/blog\/how-to-track-brand-mentions-in-ai-search\/","title":{"rendered":"How to Track Brand Mentions in AI Search: 2026 Guide"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">To track brand mentions in AI search, run the prompts your buyers ask in ChatGPT and Gemini, from the countries where those buyers live. Count how often your brand appears, then repeat every week. <a href=\"https:\/\/nodemaven.com\/tools\/llm-visibility-api\/\">NodeMaven LLM API<\/a> automates the whole loop in one request.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A single manual check proves little. AI answers change between runs, between countries, and between the app and the API. This guide shows what to measure, why answers shift, and how to track it all with NodeMaven LLM API in the dashboard or with a short Python script.<\/p>\n\n\n<div\n\t\t\t\n\t\t\tclass=\"so-widget-rhinocore-addons-rhino-alert-banner so-widget-rhinocore-addons-rhino-alert-banner-default-d75171398898\"\n\t\t\t\n\t\t><div class=\"rhino-widget rhino-widget--rhinocore-addons-rhino-alert-banner section-alert\" data-nm-label=\"banner\"    style=\"--alert-background-color: #E6E6FF\"\n>\n            <div class=\"section-alert__icon\">\n            <img decoding=\"async\" src=\"https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/02\/icon-4.svg\" alt=\"\" loading=\"lazy\" width=\"64\" height=\"64\">        <\/div>\n    \n            <div class=\"section-alert__main\">\n            \n                            <div class=\"section-alert__description\"><p><strong>Want to see what buyers in other countries see?<\/strong><br \/>Check ChatGPT and Gemini answers by country, region and city with NodeMaven LLM Visibility API<\/p>\n<\/div>\n                    <\/div>\n    \n            <a\n            class=\"section-alert__button b-btn b-btn--static-xl b-btn--secondary-black\"\n            href=\"https:\/\/dashboard.nodemaven.com\/geo\"\n            >\n            Try now        <\/a>\n    <\/div>\n<\/div>\n\n\n<h2 id=\"h-key-takeaways\" class=\"wp-block-heading\">Key takeaways<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AI answers change<\/strong> by run, by country and by access method. Track mention rate over many runs, not one answer<\/li>\n\n\n\n<li>Measure mention rate, share of voice, position and citations <strong>per engine and per country<\/strong><\/li>\n\n\n\n<li>Raw model API answers often differ from what users see in the app. <strong>Track rendered answers<\/strong><\/li>\n\n\n\n<li>NodeMaven LLM API runs your prompts in ChatGPT and Gemini from the countries and cities you choose, with no cached answers<\/li>\n<\/ul>\n\n\n\n<h2 id=\"h-is-it-possible-to-track-brand-mentions-in-ai-search\" class=\"wp-block-heading\">Is it possible to track brand mentions in AI Search?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Yes, but not like Google rank tracking. ChatGPT and Gemini <strong>do not publish rankings<\/strong>. Instead, you send the same questions to each engine many times and count how often your brand appears in the answers.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It matters because buyers now build shortlists inside AI chats. They ask \u201c<strong>what is the best tool for X?<\/strong>\u201d and get three or four names back. If your brand is missing, you lose the deal before any click. A brand can even rank first on Google and still be absent from the AI answer. Tracking shows you which prompts you win, which competitors beat you, and how AI describes your product in each market.<\/p>\n\n\n\n<h2 id=\"h-how-to-track-brand-mention-share-in-ai\" class=\"wp-block-heading\">How to track brand mention share in AI<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Always count across many runs, never from one answer. These four metrics cover what most teams need.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Metric<\/strong><\/td><td><strong>What it shows<\/strong><\/td><td><strong>How to calculate<\/strong><\/td><\/tr><tr><td>Mention rate<\/td><td>How often AI names your brand<\/td><td>Answers that name you \u00f7 all answers<\/td><\/tr><tr><td>Share of voice<\/td><td>Your slice of all brand mentions in your category<\/td><td>Your mentions \u00f7 mentions of all tracked brands<\/td><\/tr><tr><td>Position<\/td><td>Named first, mid-list or last<\/td><td>Order of first appearance, averaged<\/td><\/tr><tr><td>Citation rate<\/td><td>How often your pages are used as sources<\/td><td>Answers that cite your domain \u00f7 answers with sources<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">*Share of voice (%) = your brand mentions \u00f7 mentions of all tracked brands \u00d7 100<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Keep mentions and citations apart. ChatGPT <strong>shows sources only when it searches the web<\/strong>, so many answers name brands with no links at all.<\/p>\n\n\n\n<h2 id=\"h-why-ai-answers-mention-your-brand-differently-each-time\" class=\"wp-block-heading\">Why AI answers mention your brand differently each time<\/h2>\n\n\n\n<h3 id=\"h-nbsp-nbsp-nbsp-nbsp-nbsp-brand-mentions-change-from-run-to-run\" class=\"wp-block-heading\">\u00b7&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Brand mentions change from run to run<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Each answer is generated fresh. Ask the same question twice and you can get a different list of brands. You need several runs per prompt and a rate, not a screenshot. We saw the same rule in our <a href=\"https:\/\/nodemaven.com\/blog\/best-time-to-scrape-google\/\">test of 5,000 Google searches<\/a>: patterns only show up at volume.<\/p>\n\n\n\n<h3 id=\"h-nbsp-nbsp-nbsp-nbsp-nbsp-track-brand-mentions-by-geographic-location\" class=\"wp-block-heading\">\u00b7&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Track brand mentions by geographic location<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI engines with web search pick sources that fit the user&#8217;s location. A buyer in the US and a buyer in Germany can get different brands for the same English prompt. NodeMaven LLM API <strong>sets country, region and city per request<\/strong>, so a team in Vienna sees what a buyer in Los Angeles sees.<\/p>\n\n\n\n<h3 id=\"h-nbsp-nbsp-nbsp-nbsp-nbsp-track-brand-mentions-in-chatgpt-responses-api-vs-app\" class=\"wp-block-heading\">\u00b7&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Track brand mentions in ChatGPT responses: API vs App<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Many tools query the raw model API, not the chat app people use. The answers differ a lot. One <a href=\"https:\/\/research.brandlight.ai\/ui-vs-api.html\">independent study<\/a> found API and app answers shared only 6% to 12% of the brands they named. NodeMaven LLM API renders every answer <strong>in a real Chrome session<\/strong>, so your data matches what buyers actually see.<\/p>\n\n\n\n<h2 id=\"h-best-ways-to-track-brand-mentions-in-ai-search\" class=\"wp-block-heading\">Best ways to track brand mentions in AI Search<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">These six steps work whether you check answers by hand or with a tool.<\/p>\n\n\n\n<h3 id=\"h-1-collect-real-buyer-questions\" class=\"wp-block-heading\">1. <strong>Collect real buyer questions<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Pull them from sales calls, support tickets, Search Console queries and Reddit threads. Write each one as a full question with the buyer&#8217;s constraints: \u201cbest proxy provider for a small team under $100 a month\u201d beats \u201cbest proxy\u201d. Aim for 15 to 30 prompts across four intents:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Category:<\/strong> \u201cWhat are the best residential proxy providers in 2026?\u201d<\/li>\n\n\n\n<li><strong>Problem:<\/strong> \u201cHow do I scrape Amazon without getting blocked?\u201d<\/li>\n\n\n\n<li><strong>Comparison:<\/strong> \u201c[Brand A] vs [Brand B] for web scraping\u201d<\/li>\n\n\n\n<li><strong>Alternatives:<\/strong> \u201cWhat are cheaper alternatives to [Competitor]?\u201d<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Keep at least 70% unbranded, since a prompt that names you inflates your score. Once the set is fixed, do not edit the wording.<\/p>\n\n\n\n<h3 id=\"h-2-list-the-brands-you-will-count\" class=\"wp-block-heading\">2. <strong>List the brands you will count<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Add your brand and three to five competitors, each with aliases, product names, old names and misspellings. A name missing from your list is a mention you never count.<\/p>\n\n\n\n<h3 id=\"h-3-fix-engines-locations-and-session-settings\" class=\"wp-block-heading\">3. <strong>Fix engines, locations and session settings<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Start with the engines your buyers use most, usually ChatGPT and Gemini. Pick your revenue countries and ask in their language. Use a fresh, logged-out chat for every prompt, since memory and earlier messages change the answer.<\/p>\n\n\n\n<h3 id=\"h-4-run-each-prompt-three-to-five-times\" class=\"wp-block-heading\"><strong>4. Run each prompt three to five times<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Run the full set in the same time window each week, so model updates are the only big variable.<\/p>\n\n\n\n<h3 id=\"h-5-log-and-score-every-answer\" class=\"wp-block-heading\">5. <strong>Log and score every answer<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">One row per answer: date, prompt, engine, country, brands named in order, your position, sources cited. Count a mention only when your brand appears in the answer text. Flag wrong facts, such as old pricing. They are quick fixes on your site.<\/p>\n\n\n\n<h3 id=\"h-6-review-weekly-and-act-on-gaps\" class=\"wp-block-heading\">6. <strong>Review weekly and act on gaps<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Compare mention rate and share of voice with last week. Then find gap prompts, where a competitor is named and you are not. Open the sources cited in those answers. They show which review sites, listicles and forum threads the AI trusts. Getting listed or quoted there is often the fastest way to win the mention.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">By hand, this works for about 10 prompts in one country. Past that, a tracking tool saves hours each week.<\/p>\n\n\n\n<h3 id=\"h-how-to-track-brand-mentions-on-chatgpt\" class=\"wp-block-heading\">How to track brand mentions on ChatGPT<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">ChatGPT names brands from training data and, when it searches the web, from live pages. Sources appear only during those searches. Mention rate and position are your core metrics here.<\/p>\n\n\n\n<h3 id=\"h-how-to-track-brand-mentions-in-gemini\" class=\"wp-block-heading\">How to track brand mentions in Gemini<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Gemini gives shorter answers with fewer brands and fewer citations. Log the mention even when no link is shown. With fewer names per answer, each Gemini mention carries more weight.<\/p>\n\n\n\n<h3 id=\"h-how-to-track-brand-mentions-in-perplexity\" class=\"wp-block-heading\">How to Track Brand Mentions in Perplexity<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Perplexity lists sources on almost every answer and often cites a page without naming the brand. Track mention rate and citation rate separately. Track it manually for now. Perplexity support in <strong>NodeMaven LLM API<\/strong> is coming soon.<\/p>\n\n\n\n<h2 id=\"h-tools-to-track-brand-mentions-in-chatgpt-and-gemini\" class=\"wp-block-heading\">Tools to track brand mentions in ChatGPT and Gemini<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">You have three options. <strong>Manual checks<\/strong> are free but do not scale. <strong>Dashboard tools<\/strong> show charts but often hide how answers are collected. <strong>NodeMaven LLM API<\/strong> gives you rendered answers by location, plus the raw data for any report.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><\/td><td><strong>Manual checks<\/strong><\/td><td><strong>Typical dashboard tools<\/strong><\/td><td><strong>NodeMaven LLM API<\/strong><\/td><\/tr><tr><td>ChatGPT and Gemini<\/td><td>One at a time<\/td><td>Usually<\/td><td>Both in one request<\/td><\/tr><tr><td>Answer source<\/td><td>Real app<\/td><td>Varies, often raw model API<\/td><td>Rendered in a real Chrome session<\/td><\/tr><tr><td>Location targeting<\/td><td>Only where you are<\/td><td>Often country only<\/td><td>Country, region and city, up to 10 per API request<\/td><\/tr><tr><td>Raw data<\/td><td>Copy and paste<\/td><td>Varies by plan<\/td><td>Answer text, brands with positions, cited sources, JSON and TXT export<\/td><\/tr><tr><td>Pricing<\/td><td>Your time<\/td><td>Seat or prompt plans<\/td><td>1 credit per answer, from $0.005<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n<div\n\t\t\t\n\t\t\tclass=\"so-widget-rhinocore-addons-rhino-alert-banner so-widget-rhinocore-addons-rhino-alert-banner-default-d75171398898\"\n\t\t\t\n\t\t><div class=\"rhino-widget rhino-widget--rhinocore-addons-rhino-alert-banner section-alert\" data-nm-label=\"banner\"    style=\"--alert-background-color: #E6E6FF\"\n>\n            <div class=\"section-alert__icon\">\n            <img decoding=\"async\" src=\"https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/02\/icon-4.svg\" alt=\"\" loading=\"lazy\" width=\"64\" height=\"64\">        <\/div>\n    \n            <div class=\"section-alert__main\">\n            \n                            <div class=\"section-alert__description\"><p><strong>Tired of checking AI answers by hand?<\/strong><br \/>Run ChatGPT and Gemini checks in one request. New accounts get 2 free credits<\/p>\n<\/div>\n                    <\/div>\n    \n            <a\n            class=\"section-alert__button b-btn b-btn--static-xl b-btn--secondary-black\"\n            href=\"https:\/\/dashboard.nodemaven.com\/geo\"\n            >\n            Try for free        <\/a>\n    <\/div>\n<\/div>\n\n\n<h2 id=\"h-how-to-track-brand-mentions-with-nodemaven-llm-api\" class=\"wp-block-heading\">How to Track Brand Mentions With NodeMaven LLM API<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Track Brand Mentions in ChatGPT and Gemini From the Dashboard<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Choose engines.<\/strong> Open LLM API (GEO) in the NodeMaven dashboard and select ChatGPT, Gemini or both.<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"241\" src=\"https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm3-1024x241.png\" alt=\"\" class=\"wp-image-41666\" srcset=\"https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm3-1024x241.png 1024w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm3-300x71.png 300w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm3-765x180.png 765w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm3-1536x362.png 1536w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm3-18x4.png 18w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm3.png 1674w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Pick an analysis type.<\/strong> Niche Monitoring, Solution Selection, Competitor Comparison or Free Analysis.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"257\" src=\"https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm4-1024x257.png\" alt=\"\" class=\"wp-image-41665\" srcset=\"https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm4-1024x257.png 1024w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm4-300x75.png 300w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm4-768x193.png 768w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm4-1536x386.png 1536w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm4-18x5.png 18w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm4.png 1663w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Enter your niche and edit the prompts.<\/strong> For example, \u201cproxy providers\u201d. Edit the suggested prompts, up to 3 per check.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"387\" src=\"https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm5-1024x387.png\" alt=\"\" class=\"wp-image-41664\" srcset=\"https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm5-1024x387.png 1024w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm5-300x114.png 300w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm5-766x290.png 766w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm5-1536x581.png 1536w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm5-18x7.png 18w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm5.png 1665w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Add locations.<\/strong> Add up to 3 countries. Use Advanced settings for region and city. The maximum cost shows before you run.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"478\" src=\"https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm6-1024x478.png\" alt=\"\" class=\"wp-image-41663\" srcset=\"https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm6-1024x478.png 1024w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm6-300x140.png 300w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm6-767x358.png 767w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm6-18x8.png 18w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm6-1536x717.png 1536w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm6.png 1659w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Run and read the results.<\/strong> Click Start analysis. Each answer takes about 20 to 90 seconds. Switch engines, view the answer or raw JSON, and download TXT or JSON. Copy agent prompt lets your own AI agent set up the same check.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"450\" src=\"https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm7-1024x450.png\" alt=\"\" class=\"wp-image-41662\" srcset=\"https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm7-1024x450.png 1024w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm7-300x132.png 300w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm7-767x337.png 767w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm7-1536x675.png 1536w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm7-18x8.png 18w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/10\/tm7.png 1825w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>New accounts get 2 free credits<\/strong>. Packs then start at 1,000 credits for $4.99.<\/p>\n\n\n\n<h3 id=\"h-enterprise-api-for-tracking-brand-mentions-in-llms\" class=\"wp-block-heading\">Enterprise API for tracking brand mentions in LLMs<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The API lifts the dashboard limits: <strong>up to 20 prompts and 10 locations per request<\/strong>. Your key is in the dashboard <strong>Profile<\/strong>. The header prefix is x-api-key, not Bearer. The API unlocks after your first credit pack.<\/p>\n\n\n<figure class=\"rhino-code-snippet\" data-lang=\"curl\"><button type=\"button\" class=\"rhino-code-snippet__copy\" aria-label=\"Copy code to clipboard\"><svg class=\"rhino-code-snippet__icon-copy\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"9\" y=\"9\" width=\"13\" height=\"13\" rx=\"2\" ry=\"2\"><\/rect><path d=\"M5 15H4a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h9a2 2 0 0 1 2 2v1\"><\/path><\/svg><svg class=\"rhino-code-snippet__icon-check\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><polyline points=\"20 6 9 17 4 12\"><\/polyline><\/svg><\/button><span class=\"rhino-code-snippet__sr\" aria-live=\"polite\"><\/span><pre class=\"line-numbers\"><code class=\"language-bash\" data-rhino-code=\"curl%20-X%20POST%20https%3A%2F%2Fapi.nodemaven.com%2Fapi%2Fv2%2Fbase%2Fllm%2Fsubmit%2F%20%5C%0A%20%20-H%20%22Authorization%3A%20x-api-key%20%24NM_API_KEY%22%20%5C%0A%20%20-H%20%22Content-Type%3A%20application%2Fjson%22%20%5C%0A%20%20-d%20%27%7B%22questions%22%3A%20%5B%22What%20are%20the%20best%20residential%20proxy%20providers%20in%202026%3F%22%5D%2C%0A%20%20%20%20%20%20%20%22platforms%22%3A%20%5B%22chatgpt%22%2C%20%22gemini%22%5D%2C%0A%20%20%20%20%20%20%20%22locations%22%3A%20%5B%7B%22country%22%3A%20%22us%22%2C%20%22city%22%3A%20%22Los%20Angeles%22%7D%5D%7D%27\"><\/code><\/pre><\/figure>\n\n\n<p class=\"wp-block-paragraph\">You get a\u00a0request_id\u00a0back. Poll\u00a0GET \/api\/v2\/base\/llm\/results\/{request_id}\/\u00a0until no row is\u00a0pending. Each successful row holds the answer in\u00a0raw_response.text\u00a0and any sources in\u00a0raw_response.sources. Full details are in the\u00a0<a href=\"https:\/\/docs.nodemaven.com\/llm-api\/reference.md\">LLM API docs<\/a>.<\/p>\n\n\n\n<h2 id=\"h-python-script-to-track-chatgpt-brand-mentions-by-country\" class=\"wp-block-heading\">Python script to track ChatGPT brand mentions by country<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">This script submits your prompts, waits for the answers, saves them to a CSV, and prints mention rate and share of voice per engine and country. For a bigger AI data pipeline, see the <a href=\"https:\/\/nodemaven.com\/blog\/the-best-ai-web-scraping-stack-in-2026\/\">best AI web scraping stack in 2026<\/a>.<\/p>\n\n\n<figure class=\"rhino-code-snippet\" data-lang=\"python\"><button type=\"button\" class=\"rhino-code-snippet__copy\" aria-label=\"Copy code to clipboard\"><svg class=\"rhino-code-snippet__icon-copy\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"9\" y=\"9\" width=\"13\" height=\"13\" rx=\"2\" ry=\"2\"><\/rect><path d=\"M5 15H4a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h9a2 2 0 0 1 2 2v1\"><\/path><\/svg><svg class=\"rhino-code-snippet__icon-check\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><polyline points=\"20 6 9 17 4 12\"><\/polyline><\/svg><\/button><span class=\"rhino-code-snippet__sr\" aria-live=\"polite\"><\/span><pre class=\"line-numbers\"><code class=\"language-python\" data-rhino-code=\"import%20csv%0Aimport%20os%0Aimport%20re%0Aimport%20time%0Afrom%20collections%20import%20defaultdict%0A%0Aimport%20requests%0A%0AAPI%20%3D%20%22https%3A%2F%2Fapi.nodemaven.com%2Fapi%2Fv2%2Fbase%2Fllm%22%0AHEADERS%20%3D%20%7B%22Authorization%22%3A%20f%22x-api-key%20%7Bos.environ%5B%27NM_API_KEY%27%5D%7D%22%7D%0A%0AMY_BRAND%20%3D%20%22YourBrand%22%0ABRANDS%20%3D%20%7B%22YourBrand%22%3A%20%5B%22yourbrand%22%5D%2C%20%22Competitor%20A%22%3A%20%5B%22competitor%20a%22%5D%2C%20%22Competitor%20B%22%3A%20%5B%22competitor%20b%22%5D%7D%0APROMPTS%20%3D%20%5B%22What%20are%20the%20best%20residential%20proxy%20providers%20in%202026%3F%22%2C%0A%20%20%20%20%20%20%20%20%20%20%20%22Which%20proxy%20provider%20is%20best%20for%20web%20scraping%3F%22%5D%20%20%23%20up%20to%2020%20per%20request%0APLATFORMS%20%3D%20%5B%22chatgpt%22%2C%20%22gemini%22%5D%0ALOCATIONS%20%3D%20%5B%7B%22country%22%3A%20%22us%22%7D%2C%20%7B%22country%22%3A%20%22gb%22%7D%2C%20%7B%22country%22%3A%20%22de%22%7D%5D%0APATTERNS%20%3D%20%7Bb%3A%20re.compile%28r%22%5Cb%28%22%20%2B%20%22%7C%22.join%28map%28re.escape%2C%20a%29%29%20%2B%20r%22%29%5Cb%22%2C%20re.I%29%20for%20b%2C%20a%20in%20BRANDS.items%28%29%7D%0A%0A%0Adef%20run%28prompts%29%3A%0A%20%20%20%20body%20%3D%20%7B%22questions%22%3A%20prompts%2C%20%22platforms%22%3A%20PLATFORMS%2C%20%22locations%22%3A%20LOCATIONS%7D%0A%20%20%20%20r%20%3D%20requests.post%28f%22%7BAPI%7D%2Fsubmit%2F%22%2C%20headers%3DHEADERS%2C%20json%3Dbody%2C%20timeout%3D30%29%0A%20%20%20%20r.raise_for_status%28%29%0A%20%20%20%20request_id%20%3D%20r.json%28%29%5B%22request_id%22%5D%0A%20%20%20%20while%20True%3A%0A%20%20%20%20%20%20%20%20rows%20%3D%20requests.get%28f%22%7BAPI%7D%2Fresults%2F%7Brequest_id%7D%2F%22%2C%20headers%3DHEADERS%2C%20timeout%3D30%29.json%28%29%5B%22results%22%5D%0A%20%20%20%20%20%20%20%20if%20all%28row%5B%22status%22%5D%20%21%3D%20%22pending%22%20for%20row%20in%20rows%29%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20return%20rows%0A%20%20%20%20%20%20%20%20time.sleep%2810%29%0A%0A%0Astats%20%3D%20defaultdict%28lambda%3A%20defaultdict%28int%29%29%0Awith%20open%28%22ai_answers.csv%22%2C%20%22w%22%2C%20newline%3D%22%22%2C%20encoding%3D%22utf-8%22%29%20as%20f%3A%0A%20%20%20%20out%20%3D%20csv.writer%28f%29%0A%20%20%20%20out.writerow%28%5B%22platform%22%2C%20%22country%22%2C%20%22question%22%2C%20%22brands_named%22%2C%20%22answer%22%5D%29%0A%20%20%20%20for%20row%20in%20run%28PROMPTS%29%3A%0A%20%20%20%20%20%20%20%20if%20row%5B%22status%22%5D%20%21%3D%20%22success%22%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20continue%0A%20%20%20%20%20%20%20%20text%20%3D%20row%5B%22raw_response%22%5D%5B%22text%22%5D%20or%20%22%22%0A%20%20%20%20%20%20%20%20named%20%3D%20%5Bb%20for%20b%2C%20p%20in%20PATTERNS.items%28%29%20if%20p.search%28text%29%5D%0A%20%20%20%20%20%20%20%20key%20%3D%20%28row%5B%22platform%22%5D%2C%20row%5B%22country%22%5D%29%0A%20%20%20%20%20%20%20%20stats%5Bkey%5D%5B%22answers%22%5D%20%2B%3D%201%0A%20%20%20%20%20%20%20%20for%20b%20in%20named%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20stats%5Bkey%5D%5Bb%5D%20%2B%3D%201%0A%20%20%20%20%20%20%20%20out.writerow%28%5Brow%5B%22platform%22%5D%2C%20row%5B%22country%22%5D%2C%20row%5B%22question%22%5D%2C%20%22%2C%20%22.join%28named%29%2C%20text%5D%29%0A%0Afor%20%28platform%2C%20country%29%2C%20s%20in%20sorted%28stats.items%28%29%29%3A%0A%20%20%20%20total%20%3D%20sum%28s%5Bb%5D%20for%20b%20in%20BRANDS%29%0A%20%20%20%20rate%20%3D%20s%5BMY_BRAND%5D%20%2F%20s%5B%22answers%22%5D%20%2A%20100%0A%20%20%20%20sov%20%3D%20s%5BMY_BRAND%5D%20%2F%20total%20%2A%20100%20if%20total%20else%200%0A%20%20%20%20print%28f%22%7Bplatform%3A8%7D%20%7Bcountry%3A3%7D%20mention%20rate%20%7Brate%3A5.1f%7D%25%20%20share%20of%20voice%20%7Bsov%3A5.1f%7D%25%22%29\"><\/code><\/pre><\/figure>\n\n\n<p class=\"wp-block-paragraph\">Run pip install requests, set NM_API_KEY, and start the script. This example costs 12 credits: 2 prompts \u00d7 2 engines \u00d7 3 countries.<\/p>\n\n\n\n<h2 id=\"h-how-marketing-teams-track-brand-mentions-in-chatgpt-every-week\" class=\"wp-block-heading\">How marketing teams track brand mentions in ChatGPT every week<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Schedule the script with cron or your CI tool on a fixed day. Cost is prompts \u00d7 engines \u00d7 locations per run, so budgets are easy to plan.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Plan<\/strong><\/td><td><strong>Prompts<\/strong><\/td><td><strong>Engines<\/strong><\/td><td><strong>Countries<\/strong><\/td><td><strong>Credits per run<\/strong><\/td><\/tr><tr><td>Starter<\/td><td>10<\/td><td>2<\/td><td>1<\/td><td>20<\/td><\/tr><tr><td>Growth<\/td><td>20<\/td><td>2<\/td><td>3<\/td><td>120<\/td><\/tr><tr><td>Agency, per client<\/td><td>20<\/td><td>2<\/td><td>10<\/td><td>400<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n<div\n\t\t\t\n\t\t\tclass=\"so-widget-rhinocore-addons-rhino-alert-banner so-widget-rhinocore-addons-rhino-alert-banner-default-d75171398898\"\n\t\t\t\n\t\t><div class=\"rhino-widget rhino-widget--rhinocore-addons-rhino-alert-banner section-alert\" data-nm-label=\"banner\"    style=\"--alert-background-color: #E6E6FF\"\n>\n            <div class=\"section-alert__icon\">\n            <img decoding=\"async\" src=\"https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/02\/icon-4.svg\" alt=\"\" loading=\"lazy\" width=\"64\" height=\"64\">        <\/div>\n    \n            <div class=\"section-alert__main\">\n            \n                            <div class=\"section-alert__description\"><p><strong>Ready to track your brand every week?<\/strong><br \/>Get 1,000 credits for $4.99 and send ChatGPT and Gemini answers to your reports<\/p>\n<\/div>\n                    <\/div>\n    \n            <a\n            class=\"section-alert__button b-btn b-btn--static-xl b-btn--secondary-black\"\n            href=\"https:\/\/dashboard.nodemaven.com\/geo\"\n            >\n            Get credits        <\/a>\n    <\/div>\n<\/div>\n\n\n<h2 id=\"h-frequently-asked-questions\" class=\"wp-block-heading\">Frequently asked questions<\/h2>\n\n\n<div\n\t\t\t\n\t\t\tclass=\"so-widget-rhinocore-addons-faq so-widget-rhinocore-addons-faq-default-d75171398898\"\n\t\t\t\n\t\t>    <div class=\"rhino-widget rhino-widget--rhinocore-addons-faq section-faq\" data-nm-label=\"faq\">\n        <div class=\"section-faq__list section-faq__list--columns-1\" role=\"list\" aria-label=\"Frequently Asked Questions\">\n                            <div class=\"section-faq__column\">\n                                            <div class=\"section-faq__item\" data-accordion=\"wrapper\" data-accordion-group=\"faq\" role=\"listitem\">\n                            <h3 class=\"section-faq__heading\">\n                                <button class=\"section-faq__trigger\" data-accordion=\"trigger\" type=\"button\" aria-expanded=\"false\">\n                                    <span class=\"section-faq__question\">Is it possible to track brand mentions in AI answers?<\/span>\n                                    <svg width=\"28\" height=\"28\" viewBox=\"0 0 28 28\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\">\n                                        <path d=\"M7 10.5L14 17.5L21 10.5\" stroke=\"#5D5D5D\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/>\n                                    <\/svg>\n                                <\/button>\n                            <\/h3>\n                            <div class=\"section-faq__content\">\n                                <div class=\"section-faq__answer\">\n                                    <p>Yes. Send a fixed prompt set to ChatGPT and Gemini, record which brands each answer names, and repeat over time. <a href=\"https:\/\/nodemaven.com\/tools\/llm-visibility-api\/\">NodeMaven LLM API<\/a> automates this by country, region and city.<\/p>\n                                <\/div>\n                            <\/div>\n                        <\/div>\n                                            <div class=\"section-faq__item\" data-accordion=\"wrapper\" data-accordion-group=\"faq\" role=\"listitem\">\n                            <h3 class=\"section-faq__heading\">\n                                <button class=\"section-faq__trigger\" data-accordion=\"trigger\" type=\"button\" aria-expanded=\"false\">\n                                    <span class=\"section-faq__question\">Are there free tools to track brand mentions in ChatGPT?<\/span>\n                                    <svg width=\"28\" height=\"28\" viewBox=\"0 0 28 28\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\">\n                                        <path d=\"M7 10.5L14 17.5L21 10.5\" stroke=\"#5D5D5D\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/>\n                                    <\/svg>\n                                <\/button>\n                            <\/h3>\n                            <div class=\"section-faq__content\">\n                                <div class=\"section-faq__answer\">\n                                    <p>You can check a few prompts by hand in a logged-out session. New NodeMaven accounts also get 2 free LLM API credits.<\/p>\n                                <\/div>\n                            <\/div>\n                        <\/div>\n                                            <div class=\"section-faq__item\" data-accordion=\"wrapper\" data-accordion-group=\"faq\" role=\"listitem\">\n                            <h3 class=\"section-faq__heading\">\n                                <button class=\"section-faq__trigger\" data-accordion=\"trigger\" type=\"button\" aria-expanded=\"false\">\n                                    <span class=\"section-faq__question\">What software can track brand mentions in AI responses?<\/span>\n                                    <svg width=\"28\" height=\"28\" viewBox=\"0 0 28 28\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\">\n                                        <path d=\"M7 10.5L14 17.5L21 10.5\" stroke=\"#5D5D5D\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/>\n                                    <\/svg>\n                                <\/button>\n                            <\/h3>\n                            <div class=\"section-faq__content\">\n                                <div class=\"section-faq__answer\">\n                                    <p>NodeMaven LLM API tracks brand mentions in ChatGPT and Gemini through a no-code dashboard and a REST API. It returns rendered answers with sources that you can feed into your own reports.<\/p>\n                                <\/div>\n                            <\/div>\n                        <\/div>\n                                            <div class=\"section-faq__item\" data-accordion=\"wrapper\" data-accordion-group=\"faq\" role=\"listitem\">\n                            <h3 class=\"section-faq__heading\">\n                                <button class=\"section-faq__trigger\" data-accordion=\"trigger\" type=\"button\" aria-expanded=\"false\">\n                                    <span class=\"section-faq__question\">How do you track brand mentions in AI chats over time?<\/span>\n                                    <svg width=\"28\" height=\"28\" viewBox=\"0 0 28 28\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\">\n                                        <path d=\"M7 10.5L14 17.5L21 10.5\" stroke=\"#5D5D5D\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/>\n                                    <\/svg>\n                                <\/button>\n                            <\/h3>\n                            <div class=\"section-faq__content\">\n                                <div class=\"section-faq__answer\">\n                                    <p>Keep prompts, engines and countries fixed, store every answer with a date, and compare mention rate week over week.<\/p>\n                                <\/div>\n                            <\/div>\n                        <\/div>\n                                            <div class=\"section-faq__item\" data-accordion=\"wrapper\" data-accordion-group=\"faq\" role=\"listitem\">\n                            <h3 class=\"section-faq__heading\">\n                                <button class=\"section-faq__trigger\" data-accordion=\"trigger\" type=\"button\" aria-expanded=\"false\">\n                                    <span class=\"section-faq__question\">Do I need proxies to track AI answers by country?<\/span>\n                                    <svg width=\"28\" height=\"28\" viewBox=\"0 0 28 28\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\">\n                                        <path d=\"M7 10.5L14 17.5L21 10.5\" stroke=\"#5D5D5D\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/>\n                                    <\/svg>\n                                <\/button>\n                            <\/h3>\n                            <div class=\"section-faq__content\">\n                                <div class=\"section-faq__answer\">\n                                    <p>Your requests must come from the buyer&#8217;s country. NodeMaven LLM API handles that for you. For a custom tracker, use\u00a0<a href=\"https:\/\/nodemaven.com\/proxies\/residential-proxies\/\">residential proxies<\/a>\u00a0with city targeting or a\u00a0<a href=\"https:\/\/nodemaven.com\/proxies\/scraping-browser\/\">scraping browser<\/a>\u00a0with built-in proxies.<\/p>\n                                <\/div>\n                            <\/div>\n                        <\/div>\n                                    <\/div>\n                    <\/div>\n    <\/div>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"Learn how to track brand mentions in ChatGPT and Gemini, which metrics matter, and how to monitor your brand by country with NodeMaven LLM Visibility API","protected":false},"author":80,"featured_media":41667,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[213,59],"class_list":["post-41661","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","tag-guides-tutorials","tag-residential-proxies"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.1 (Yoast SEO v28.1) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>How to Track Brand Mentions in AI Search (2026 Guide)<\/title>\n<meta name=\"description\" content=\"Track brand mentions in ChatGPT and Gemini by country. Key metrics, step-by-step method, and a ready Python script with NodeMaven LLM API\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/nodemaven.com\/ru\/blog\/how-to-track-brand-mentions-in-ai-search\/\" \/>\n<meta property=\"og:locale\" content=\"ru_RU\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to Track Brand Mentions in AI Search: 2026 Guide\" \/>\n<meta property=\"og:description\" content=\"Track brand mentions in ChatGPT and Gemini by country. 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