{"id":5943,"date":"2025-10-22T09:31:54","date_gmt":"2025-10-22T07:31:54","guid":{"rendered":"https:\/\/merlinleonard.com\/en\/?p=5943"},"modified":"2025-10-22T09:37:29","modified_gmt":"2025-10-22T07:37:29","slug":"qualification-score-prioritizing-the-right-accounts-with-ai","status":"publish","type":"post","link":"https:\/\/merlinleonard.com\/en\/qualification-score-prioritizing-the-right-accounts-with-ai\/","title":{"rendered":"Qualification Score: prioritizing the right accounts with AI"},"content":{"rendered":"<p>In an Account-Based Marketing (ABM) strategy, building your list of key accounts is an essential first step.<\/p>\n<p>But which of these accounts are actually ready to buy?<\/p>\n<p>This is where the Qualification Score, Demandbase&#8217;s predictive score, comes in.<\/p>\n<p>Using artificial intelligence, it helps you identify the most promising accounts and focus your efforts where they will have the greatest impact.<\/p>\n<h2>Why use a predictive score?<\/h2>\n<p>A good ABM strategy relies on accuracy.<\/p>\n<p>But even with a well-constructed Target Account List, it&#8217;s difficult to know <strong>which accounts are most likely to become customers<\/strong>.<\/p>\n<p>The <strong>Qualification Score<\/strong> solves this problem:<\/p>\n<div class=\"sue-icon-text\" data-url=\"\" data-target=\"self\" style=\"min-height:34px;padding-left:36px;color:#5C4293\"><div class=\"sue-icon-text-icon\" style=\"color:#5C4293;font-size:24px;width:24px;height:24px\"><i class=\"sui sui-lightbulb-o\" style=\"font-size:24px;color:#5C4293\"><\/i><\/div><div class=\"sue-icon-text-content su-u-trim\" style=\"color:#5C4293\"> It assigns a score (from 0 to 100) to each account, based on how similar it is to your best customers.<\/div><div style=\"clear:both;height:0\"><\/div><\/div>\n<p>This score allows you to:<\/p>\n<ul>\n<li>\ud83c\udfaf <strong>Prioritize<\/strong> your marketing and sales campaigns<\/li>\n<li>\ud83e\udd1d <strong>Align<\/strong> sales with high-potential accounts<\/li>\n<li>\ud83d\udcb0 <strong>Optimize<\/strong> your budgets by focusing on the most profitable opportunities<\/li>\n<\/ul>\n<h2>How is the Qualification Score calculated?<\/h2>\n<p>The Qualification Score is based on a machine learning model trained using your existing customer data.<\/p>\n<p>Demandbase analyzes what characterizes your best customers, then evaluates each account according to the same criteria.<\/p>\n<p>Here are the main data sources used:<\/p>\n<div class=\"su-table su-table-responsive su-table-alternate\">\n<table>\n<thead>\n<tr>\n<th>Data Type<\/th>\n<th>Example<\/th>\n<th>Role in Model<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>Internal (CRM &amp; Marketing Automation)<\/strong><\/td>\n<td>Customers, Won Opportunities<\/td>\n<td>Identify existing customer profile<\/td>\n<\/tr>\n<tr>\n<td><strong>Firmographics<\/strong><\/td>\n<td>size, industry, revenue, region<\/td>\n<td>Define the structural \u201cfit\u201d of an account<\/td>\n<\/tr>\n<tr>\n<td><strong>Technographics<\/strong><\/td>\n<td>tools used: Marketo, Salesforce, HubSpot, etc.<\/td>\n<td>Determine technological compatibility<\/td>\n<\/tr>\n<tr>\n<td><strong>Intent Data<\/strong><\/td>\n<td>Keywords searched on the web (ABM, marketing automation, etc.)<\/td>\n<td>Measure active interest in your topics<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>AI then compares these signals to those of <strong>millions of other companies<\/strong> in the Demandbase database to calculate the probability that an account will become a customer.<\/p>\n<div class=\"sue-icon-text\" data-url=\"\" data-target=\"self\" style=\"min-height:34px;padding-left:36px;color:#5C4293\"><div class=\"sue-icon-text-icon\" style=\"color:#5C4293;font-size:24px;width:24px;height:24px\"><i class=\"sui sui-search\" style=\"font-size:24px;color:#5C4293\"><\/i><\/div><div class=\"sue-icon-text-content su-u-trim\" style=\"color:#5C4293\">In summary: Machine Learning + CRM Data + Intent = Propensity to Buy Score.<\/div><div style=\"clear:both;height:0\"><\/div><\/div>\n<h2>How to use the Qualification Score in Demandbase<\/h2>\n<p>Once calculated, the <strong>Qualification Score<\/strong> becomes a powerful lever for action in your Demandbase platform.<br \/>\nHere are some concrete uses:<\/p>\n<h3>1. Create smart audience segments<\/h3>\n<p>Filter your accounts according to their score: for example, <strong>all accounts with a score &gt; 70<\/strong>.<br \/>\nThis segment represents your \u201cgood fits\u201d \u2014 the accounts that deserve your prospecting and nurturing efforts.<\/p>\n<h3>2. Prioritize your sales actions<\/h3>\n<p>The score is automatically pushed to your <strong>CRM<\/strong>.<br \/>\nYour sales teams can then sort their accounts according to potential and focus their prospecting on the best candidates.<\/p>\n<h3>3. Customize your marketing campaigns<\/h3>\n<p>In Marketo or any other automation tool, use the <strong>Qualification Score<\/strong> to tailor the message and intensity of your campaigns according to the account&#8217;s potential.<\/p>\n<h3>4. Analyze your performance<\/h3>\n<p>Compare <strong>conversion rates<\/strong> and <strong>revenue generated<\/strong> according to score ranges.<br \/>\nThis is an excellent way to validate the relevance of your predictive model and refine your ABM strategy.<\/p>\n<div class=\"sue-icon-text\" data-url=\"\" data-target=\"self\" style=\"min-height:34px;padding-left:36px;color:#5C4293\"><div class=\"sue-icon-text-icon\" style=\"color:#5C4293;font-size:24px;width:24px;height:24px\"><i class=\"sui sui-check\" style=\"font-size:24px;color:#5C4293\"><\/i><\/div><div class=\"sue-icon-text-content su-u-trim\" style=\"color:#5C4293\">Tip: Combine the Qualification Score with the Intent Score to identify high-potential accounts that are already in the active research phase.<\/div><div style=\"clear:both;height:0\"><\/div><\/div>\n<h2>Best practices<\/h2>\n<p>\u2714\ufe0f Have at least <strong>50 to 100 customer accounts<\/strong> in your CRM before launching the model (the richer the sample, the more reliable the score will be).<br \/>\n\u2714\ufe0f <strong>Retrain<\/strong> the model every 6 months so that the AI incorporates your new customers and trends.<br \/>\n\u2714\ufe0f Integrate the score into your CRM and marketing automation dashboards to track the progress of your accounts.<\/p>\n<h2>In summary<\/h2>\n<div class=\"su-table su-table-responsive su-table-alternate\">\n<table>\n<thead>\n<tr>\n<th>Objective<\/th>\n<th>Action<\/th>\n<th>Benefit<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Identify the right accounts<\/td>\n<td>Use the Qualification Score as the main filter<\/td>\n<td>Focus on high-potential accounts<\/td>\n<\/tr>\n<tr>\n<td>Align marketing and sales<\/td>\n<td>Synchronize the score with the CRM<\/td>\n<td>Common prioritization<\/td>\n<\/tr>\n<tr>\n<td>Measure performance<\/td>\n<td>Analyze conversions by score range<\/td>\n<td>Validate the AI model<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<\/div>\n<h2>Our other Demandbase Tips<\/h2>\n<div class=\"su-image-carousel  su-image-carousel-columns-4 su-image-carousel-has-spacing su-image-carousel-crop su-image-carousel-crop-2-1 su-image-carousel-has-outline su-image-carousel-adaptive su-image-carousel-slides-style-minimal su-image-carousel-controls-style-dark su-image-carousel-align-center\" style=\"max-width:100%\" data-flickity-options='{\"groupCells\":true,\"cellSelector\":\".su-image-carousel-item\",\"adaptiveHeight\":false,\"cellAlign\":\"left\",\"prevNextButtons\":true,\"pageDots\":true,\"autoPlay\":5000,\"imagesLoaded\":true,\"contain\":true,\"selectedAttraction\":0.025,\"friction\":0.28}' id=\"su_image_carousel_69ea55c86613e\"><div class=\"su-image-carousel-item\"><div class=\"su-image-carousel-item-content\"><a href=\"https:\/\/merlinleonard.com\/en\/build-your-target-account-list\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-caption=\"Build your Target Account List\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/merlinleonard.com\/en\/wp-content\/uploads\/sites\/2\/2025\/10\/Demandbase-tips-1024x576.jpg\" class=\"\" alt=\"Demandbase Tips by Merlin\/Leonard - The Ultimate Playlist with Sylvain Davril\" srcset=\"https:\/\/merlinleonard.com\/en\/wp-content\/uploads\/sites\/2\/2025\/10\/Demandbase-tips-1024x576.jpg 1024w, https:\/\/merlinleonard.com\/en\/wp-content\/uploads\/sites\/2\/2025\/10\/Demandbase-tips-300x169.jpg 300w, https:\/\/merlinleonard.com\/en\/wp-content\/uploads\/sites\/2\/2025\/10\/Demandbase-tips-768x432.jpg 768w, https:\/\/merlinleonard.com\/en\/wp-content\/uploads\/sites\/2\/2025\/10\/Demandbase-tips-1536x864.jpg 1536w, https:\/\/merlinleonard.com\/en\/wp-content\/uploads\/sites\/2\/2025\/10\/Demandbase-tips-600x338.jpg 600w, https:\/\/merlinleonard.com\/en\/wp-content\/uploads\/sites\/2\/2025\/10\/Demandbase-tips.jpg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><span>Build your Target Account List<\/span><\/a><\/div><\/div><div class=\"su-image-carousel-item\"><div class=\"su-image-carousel-item-content\"><a href=\"https:\/\/merlinleonard.com\/en\/qualification-score-prioritizing-the-right-accounts-with-ai\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-caption=\"Qualification Score: prioritizing the right accounts with AI\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/merlinleonard.com\/en\/wp-content\/uploads\/sites\/2\/2025\/10\/Demandbase-tips-1024x576.jpg\" class=\"\" alt=\"Demandbase Tips by Merlin\/Leonard - The Ultimate Playlist with Sylvain Davril\" srcset=\"https:\/\/merlinleonard.com\/en\/wp-content\/uploads\/sites\/2\/2025\/10\/Demandbase-tips-1024x576.jpg 1024w, https:\/\/merlinleonard.com\/en\/wp-content\/uploads\/sites\/2\/2025\/10\/Demandbase-tips-300x169.jpg 300w, https:\/\/merlinleonard.com\/en\/wp-content\/uploads\/sites\/2\/2025\/10\/Demandbase-tips-768x432.jpg 768w, https:\/\/merlinleonard.com\/en\/wp-content\/uploads\/sites\/2\/2025\/10\/Demandbase-tips-1536x864.jpg 1536w, https:\/\/merlinleonard.com\/en\/wp-content\/uploads\/sites\/2\/2025\/10\/Demandbase-tips-600x338.jpg 600w, https:\/\/merlinleonard.com\/en\/wp-content\/uploads\/sites\/2\/2025\/10\/Demandbase-tips.jpg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><span>Qualification Score: prioritizing the right accounts with AI<\/span><\/a><\/div><\/div><\/div><script id=\"su_image_carousel_69ea55c86613e_script\">if(window.SUImageCarousel){setTimeout(function() {window.SUImageCarousel.initGallery(document.getElementById(\"su_image_carousel_69ea55c86613e\"))}, 0);}var su_image_carousel_69ea55c86613e_script=document.getElementById(\"su_image_carousel_69ea55c86613e_script\");if(su_image_carousel_69ea55c86613e_script){su_image_carousel_69ea55c86613e_script.parentNode.removeChild(su_image_carousel_69ea55c86613e_script);}<\/script>\n","protected":false},"excerpt":{"rendered":"<p>In an Account-Based Marketing (ABM) strategy, building your list of key accounts is an&#8230;<\/p>\n","protected":false},"author":2,"featured_media":5938,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_yoast_wpseo_focuskw":"Qualification Score","_yoast_wpseo_linkdex":79,"_yoast_wpseo_content_score":90,"inline_featured_image":false,"footnotes":""},"categories":[24],"tags":[26,105,50,51],"technology":[104],"class_list":["post-5943","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-videos","tag-abm","tag-demandbase-tips","tag-sales-marketing-alignment","tag-scoring","technology-demandbase"],"acf":{"rsrc_module":null,"meta_duration":5,"meta_difficulty":"dif-beginner","modules_bottom":[{"acf_fc_layout":"sidebar_marketo_form_cta","cta_sidebar":"Register for our Marketing Office Hours","padding_t":"pt-medium","padding_t_copier":"pb-medium","bg":"bg-white"}],"post_or_page":5447,"agenda_shortcode":"[mktoagenda formid=\"2030\" button_text=\"Subscribe\" form_title=\"Subscribe\" focus_area=\"officehours\"]<script src=\"\/\/go.merlinleonard.com\/js\/forms2\/js\/forms2.min.js\"><\/script><form id=\"mktoForm_2030\"><\/form><script>MktoForms2.loadForm(\"\/\/go.merlinleonard.com\", \"380-REU-819\", 2030);<\/script>[\/mktoagenda]","post_featured_image_style":"normal","ressources_video":"","post_subtitle":"Demandbase Tip #02","modules":[{"acf_fc_layout":"mod_video","mod_video__embedcode":"<div style=\"width:100%; height:0; position: relative; padding-bottom:56.25%\"><iframe title=\"Video Player\" src=\"https:\/\/videos-en.merlinleonard.com\/v.ihtml\/player.html?token=77a85fa131263de165cd7d0b6a67cd51&source=embed&photo%5fid=117616163\" style=\"width:100%; height:100%; position: absolute; top: 0; left: 0;\" frameborder=\"0\" border=\"0\" scrolling=\"no\" allowfullscreen allow=\"autoplay; fullscreen\"><\/iframe><\/div>"}]},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.1 (Yoast SEO v27.4) - 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