{"id":32225,"date":"2025-12-15T17:53:35","date_gmt":"2025-12-15T16:53:35","guid":{"rendered":"https:\/\/www.digicontacts.net\/how-predictive-analytics-will-transform-customer-relations-in-2026\/"},"modified":"2025-12-18T17:23:26","modified_gmt":"2025-12-18T16:23:26","slug":"how-predictive-analytics-will-transform-customer-relations-in-2026","status":"publish","type":"post","link":"https:\/\/www.digicontacts.net\/en\/blog\/how-predictive-analytics-will-transform-customer-relations-in-2026\/","title":{"rendered":"How predictive analytics will transform customer relations in 2026"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"32225\" class=\"elementor elementor-32225 elementor-32212\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7d24eba8 e-flex e-con-boxed e-con e-parent\" data-id=\"7d24eba8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-73456fb8 elementor-toc--minimized-on-tablet elementor-widget elementor-widget-table-of-contents\" data-id=\"73456fb8\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;headings_by_tags&quot;:[&quot;h2&quot;],&quot;no_headings_message&quot;:&quot;Aucun titre n\\u2019a \\u00e9t\\u00e9 trouv\\u00e9 sur cette page.&quot;,&quot;marker_view&quot;:&quot;bullets&quot;,&quot;icon&quot;:{&quot;value&quot;:&quot;far fa-circle&quot;,&quot;library&quot;:&quot;fa-regular&quot;},&quot;minimize_box&quot;:&quot;yes&quot;,&quot;minimized_on&quot;:&quot;tablet&quot;,&quot;hierarchical_view&quot;:&quot;yes&quot;,&quot;min_height&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"table-of-contents.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__header\">\n\t\t\t\t\t\t<div class=\"elementor-toc__header-title\">\n\t\t\t\tContents\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--expand\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__73456fb8\" aria-expanded=\"true\" aria-label=\"Open table of contents\"><i aria-hidden=\"true\" class=\"fas fa-chevron-down\"><\/i><\/div>\n\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--collapse\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__73456fb8\" aria-expanded=\"true\" aria-label=\"Close table of contents\"><i aria-hidden=\"true\" class=\"fas fa-chevron-up\"><\/i><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<div id=\"elementor-toc__73456fb8\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<i class=\"elementor-toc__spinner eicon-animation-spin eicon-loading\" aria-hidden=\"true\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-776a6a0a e-flex e-con-boxed e-con e-parent\" data-id=\"776a6a0a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5669ed2 elementor-widget elementor-widget-text-editor\" data-id=\"5669ed2\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"278\" data-end=\"733\" data-pasted=\"true\">In 2026, <strong class=\"custom-bold\">customer relations<\/strong> will reach a milestone. <strong>Call centers<\/strong>, <strong>customer services<\/strong> and <strong>sales units<\/strong> are no longer content to manage incoming flows or &#8220;handle the ticket&#8221;. They are entering a phase in which <a href=\"https:\/\/www.digicontacts.net\/en\/artificial-intelligence\/\">artificial intelligence applied to forecasting<\/a> is becoming a veritable method of management: no longer limited to rereading the past, we are building the capacity to predict developments based on the information produced every day.  <\/p><p data-start=\"735\" data-end=\"1294\">This changeover is based on a shift in attitude. For a long time, performance was summed up in speed metrics: response time, volume processed, compliance with SLAs. From now on, value creation requires a more analytical approach: cross-referencing traces, identifying trends, determining the occurrence of a future event, then orienting arbitrages at the right moment. Repeated patterns, contact sequences, <strong>conversational signals<\/strong> and <strong>multi-channel paths<\/strong> are becoming essential levers for more enlightened management.   <\/p><p data-start=\"1296\" data-end=\"1728\">For <strong>contact centers<\/strong> and very small businesses, the stakes are very real. Advances in algorithms, digital power and <strong>automation<\/strong> make these devices more accessible, provided they have a reliable foundation and are deployed progressively. Every interaction (call, email, chat, WhatsApp&#8230;) can feed into a more anticipatory reading of situations, without turning the company into a data science laboratory.  <\/p><p data-start=\"1730\" data-end=\"2016\">In this article, we&#8217;ll look at why <strong>2026<\/strong> marks a turning point, how these approaches fit in with existing practices, and how they are redefining the role of a <strong>contact center<\/strong> in the long term.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4596d6c5 elementor-widget elementor-widget-heading\" data-id=\"4596d6c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Predictive analytics in customer relations: what it really means<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5ca4c8c5 elementor-widget elementor-widget-text-editor\" data-id=\"5ca4c8c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>A simple, operational definition<\/h3><p><strong class=\"custom-bold\">Predictive analysis<\/strong> encompasses methods that exploit data already available to predict what is likely to happen. In <strong class=\"custom-bold\">customer relations<\/strong>, it&#8217;s not a matter of &#8220;guessing the future&#8221;, but of using observable elements (conversations, messages, chronology of exchanges) to build a useful forecast: estimating a scenario, measuring a level of risk, or detecting a dynamic (disengagement, tension, overload) before it becomes visible in the usual tables. <\/p><p><em><strong>\ud83d\udca1 The central idea: reduce uncertainty for better steering. You don&#8217;t replace human judgment, you reinforce it with a more structured, probabilistic reading. <\/strong><\/em><\/p><h3>Descriptive, predictive, prescriptive: three levels to be distinguished<\/h3><p>To avoid confusion, keep this marker:<\/p><table><thead><tr><th>Level<\/th><th>Question handled<\/th><th>Contact center example<\/th><\/tr><\/thead><tbody><tr><td>Description<\/td><td>What&#8217;s been happening?<\/td><td>volumes, lead times, reasons, recall rates<\/td><\/tr><tr><td>Predictive<\/td><td>What can happen?<\/td><td>load forecasting, probable churn, detectable stress<\/td><\/tr><tr><td>Prescriptive<\/td><td>What do we do now?<\/td><td>priorities, next best action, escalation scenario<\/td><\/tr><\/tbody><\/table><p>The &#8220;prescriptive&#8221; part isn&#8217;t magic: it&#8217;s based on a credible forecast and properly parameterized business rules (or models).<\/p><h3>What does &#8220;anticipate&#8221; mean in a contact center?<\/h3><p>In practice, &#8220;forecasting&#8221; means determining situations of risk or potential in advance, for example:<\/p><ul><li><p>Identify likely <strong>churn<\/strong> before termination.<\/p><\/li><li><p>Estimate a caller&#8217;s <strong>intention<\/strong> within the first few seconds of a call.<\/p><\/li><li><p>Predict the <strong>number of contacts<\/strong> in a time slot.<\/p><\/li><li><p>Detect a <strong>shift in satisfaction<\/strong> before it appears in conventional indicators.<\/p><\/li><\/ul><h3>Why it&#8217;s now available to small businesses<\/h3><p>For a long time, these techniques were mainly reserved for large organizations. Today, several factors are changing the game: simpler <strong>analytical<\/strong> tools, <strong>open source<\/strong> libraries, integrated platforms and better integration with existing <strong>software<\/strong>. The result is clear: a <strong class=\"custom-bold\">predictive modeling<\/strong> approach can start with a reduced scope, precise objectives and a gradual ramp-up.  <\/p><p><em><strong>\ud83d\udca1 To find out more about the relationship between <\/strong><\/em><span data-sheets-root=\"1\" data-pasted=\"true\"><em><strong><a href=\"https:\/\/www.digicontacts.net\/en\/blog\/the-impact-of-artificial-intelligence-on-customer-relations\/\">artificial intelligence and customer relations<\/a><\/strong><\/em><\/span><span data-sheets-root=\"1\" data-pasted=\"true\"><em><strong>discover our dedicated article.<\/strong><\/em><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7cb831d elementor-align-left animated-fast elementor-align--mobilecenter elementor-invisible elementor-widget elementor-widget-elementskit-button\" data-id=\"7cb831d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;pulse&quot;,&quot;_animation_delay&quot;:200,&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"elementskit-button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" >\t\t<div class=\"ekit-btn-wraper\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.digicontacts.net\/en\/contact\/\" class=\"elementskit-btn cta-decouvrez-solution whitespace--normal\" id=\"\">\n\t\t\t\t\tDiscover our solution<i class=\"far fa-arrow-alt-circle-right\"><\/i>\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n        <\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aa52b7d elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"aa52b7d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7083665a e-flex e-con-boxed e-con e-parent\" data-id=\"7083665a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3789f84f elementor-widget elementor-widget-heading\" data-id=\"3789f84f\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Why contact centers are under-utilized data mines<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d4704d8 elementor-widget elementor-widget-text-editor\" data-id=\"d4704d8\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 data-start=\"171\" data-end=\"224\" data-pasted=\"true\">Each exchange produces more than just voice<\/h3><p data-start=\"225\" data-end=\"703\">With every call, email, chat or WhatsApp message, a <strong>contact center<\/strong> generates a <strong class=\"custom-bold\">large amount of<\/strong> usable data. Over and above the instant response, these interactions leave precise traces: content of exchanges, chronological sequences, channels used, recurrence of requests, breaks or escalations. And yet, much of this data remains unexploited, due to a lack of processes, suitable tools or clearly defined methods.  <\/p><h3 data-start=\"705\" data-end=\"769\">Rich but unstructured conversational data<\/h3><p data-start=\"770\" data-end=\"884\">Beyond <strong>volumes<\/strong> and <strong>durations<\/strong>, <a href=\"https:\/\/www.digicontacts.net\/en\/blog\/what-is-a-call-center-and-how-does-it-work\/\">a call center<\/a> collects elements with a strong analytical scope:<\/p><ul data-start=\"886\" data-end=\"1066\"><li data-start=\"886\" data-end=\"908\"><p data-start=\"888\" data-end=\"908\">Recurring <strong>motifs<\/strong>.<\/p><\/li><li data-start=\"909\" data-end=\"970\"><p data-start=\"911\" data-end=\"970\">Emotional <strong>cues<\/strong> in voice or writing.<\/p><\/li><li data-start=\"971\" data-end=\"1010\"><p data-start=\"973\" data-end=\"1010\"><strong>Silences<\/strong>, hesitations, repetitions.<\/p><\/li><li data-start=\"1011\" data-end=\"1066\"><p data-start=\"1013\" data-end=\"1066\"><strong>Vocabulary<\/strong>, phrasing, variations in tone.<\/p><\/li><\/ul><p data-start=\"1068\" data-end=\"1358\">These clues can lead to misunderstanding, tension or dissatisfaction during training, long before an explicit claim is made. In other words, the knowledge is already there, but has not yet been transformed into usable information. <\/p><h3 data-start=\"1360\" data-end=\"1412\">A still too compartmentalized reading of the route<\/h3><p data-start=\"1413\" data-end=\"1726\">Then there&#8217;s the path data: browsing the site, switching from a <strong>chat<\/strong> to a <strong>call<\/strong>, then sending a follow-up <strong>email<\/strong>. Without a transversal approach, these sequences remain isolated. We then lose sight of the real origin of the problem, and only perceive its final manifestation: a new incoming contact.  <\/p><h3 data-start=\"1728\" data-end=\"1782\">The limits of volume-based management<\/h3><p data-start=\"1783\" data-end=\"1932\">In many organizations, management is still based on a single question: &#8220;How much was processed? This purely quantitative reading : <\/p><ul data-start=\"1934\" data-end=\"2061\"><li data-start=\"1934\" data-end=\"1967\"><p data-start=\"1936\" data-end=\"1967\"><strong>Mutes<\/strong> discrete signals.<\/p><\/li><li data-start=\"1968\" data-end=\"2006\"><p data-start=\"1970\" data-end=\"2006\"><strong>Prevents<\/strong> upstream projection.<\/p><\/li><li data-start=\"2007\" data-end=\"2061\"><p data-start=\"2009\" data-end=\"2061\"><strong>Slows down<\/strong> the improvement of operational practices.<\/p><\/li><\/ul><p data-start=\"2063\" data-end=\"2264\">It is precisely at this level that<strong class=\"custom-bold\">predictive analysis<\/strong> finds its relevance: it converts a set of dispersed traces into usable projections, capable of informing future decisions.<\/p><p data-start=\"2063\" data-end=\"2264\"><em><strong>\ud83d\udca1 To discover the link between <a href=\"https:\/\/www.digicontacts.net\/en\/blog\/generative-ai-and-customer-relations-prepare-your-contact-center\/\">generative AI<\/a><\/strong><\/em><span data-sheets-root=\"1\" data-pasted=\"true\"><em><strong><a href=\"https:\/\/www.digicontacts.net\/en\/blog\/generative-ai-and-customer-relations-prepare-your-contact-center\/\"> and customer relations in a contact center<\/a><\/strong><\/em><\/span><span data-sheets-root=\"1\" data-pasted=\"true\"><em><strong>discover our specialized article on the subject.<\/strong><\/em><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3407d557 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"3407d557\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-781e037c elementor-widget elementor-widget-heading\" data-id=\"781e037c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How predictive analysis works in customer relations<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c5758b7 elementor-widget elementor-widget-text-editor\" data-id=\"2c5758b7\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 data-start=\"210\" data-end=\"251\" data-pasted=\"true\">1. Centralize multi-channel flows<\/h3><p data-start=\"252\" data-end=\"571\">It all starts with collecting and pooling <strong>data<\/strong> from all <strong>points of contact<\/strong>: calls, emails, chats, messaging or web forms. Bringing them together in a coherent system helps to reconstitute the continuity of exchanges and limit the loss of context between channels. <\/p><h3 data-start=\"573\" data-end=\"633\">2. Using history to shed light on what already exists<\/h3><p data-start=\"634\" data-end=\"940\"><strong class=\"custom-bold\">Historical data<\/strong> (interaction archives, series of contacts, reasons, durations, delays, outcomes) are the raw material for reasoning. The more this history is organized, correctly classified and tracked over time, the more relevant and exploitable <strong class=\"custom-bold\">predictive modeling<\/strong> becomes. <\/p><h3 data-start=\"942\" data-end=\"1008\">3. The role of models, statistical methods and algorithms<\/h3><p data-start=\"1009\" data-end=\"1410\">Contrary to popular belief, the aim is not to produce a certainty. Models<strong class=\"custom-bold\">(linear regression<\/strong>, <strong class=\"custom-bold\">logistic regression<\/strong>, decision trees, random forests, etc.) and algorithms derived from <strong class=\"custom-bold\">machine learning<\/strong> learn regularities, establish classes or scores, and serve to <strong class=\"custom-bold\">assess the probability of<\/strong> a future event, without ever asserting it as a truth. <\/p><h3 data-start=\"1412\" data-end=\"1465\">4. What data are actually mobilized?<\/h3><p data-start=\"1466\" data-end=\"1554\">The data used are concrete and taken directly from the field, for example:<\/p><ul data-start=\"1556\" data-end=\"1775\"><li data-start=\"1556\" data-end=\"1602\"><p data-start=\"1558\" data-end=\"1602\"><strong>Frequency of<\/strong> interactions and repetitions.<\/p><\/li><li data-start=\"1603\" data-end=\"1626\"><p data-start=\"1605\" data-end=\"1626\"><strong>Duration of<\/strong> exchanges.<\/p><\/li><li data-start=\"1627\" data-end=\"1656\"><p data-start=\"1629\" data-end=\"1656\"><strong>Types of motives<\/strong> expressed.<\/p><\/li><li data-start=\"1657\" data-end=\"1679\"><p data-start=\"1659\" data-end=\"1679\"><strong>Channels<\/strong> used.<\/p><\/li><li data-start=\"1680\" data-end=\"1736\"><p data-start=\"1682\" data-end=\"1736\">Emotional <strong>cues<\/strong> in voice or text.<\/p><\/li><li data-start=\"1737\" data-end=\"1775\"><p data-start=\"1739\" data-end=\"1775\"><strong>Time<\/strong> between two contacts.<\/p><\/li><\/ul><p data-start=\"1777\" data-end=\"1900\">Combined, these elements can be used to predict a peak in activity, progressive dissatisfaction or a churn scenario.<\/p><h3 data-start=\"1902\" data-end=\"1949\">5. Validation and adjustment over time<\/h3><p data-start=\"1950\" data-end=\"2155\">A modeling approach is never static. It evolves with new uses, changing behaviors, renewed offers or different campaigns. Two levers are decisive:  <\/p><ul data-start=\"2157\" data-end=\"2298\"><li data-start=\"2157\" data-end=\"2238\"><p data-start=\"2159\" data-end=\"2238\"><strong>Validation<\/strong> (tests, precision measurement, false positives, false negatives).<\/p><\/li><li data-start=\"2239\" data-end=\"2298\"><p data-start=\"2241\" data-end=\"2298\">Continuous <strong>adjustment<\/strong> thanks to operational feedback.<\/p><\/li><\/ul><p data-start=\"2300\" data-end=\"2383\">Without this dynamic, even a reputedly powerful model quickly loses relevance.<\/p><h3 data-start=\"2385\" data-end=\"2437\">6. The key prerequisite: usable data<\/h3><p data-start=\"2438\" data-end=\"2737\">Incomplete data, inconsistent categorization and duplication are the main stumbling blocks. Optimized, structured and regularly updated data remains the essential condition for credible, useful forecasts that can be integrated into business processes. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4aa51c e-flex e-con-boxed e-con e-parent\" data-id=\"4aa51c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-47ec18c3 e-con-full e-flex e-con e-child\" data-id=\"47ec18c3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-5aefbd53 e-con-full e-flex e-con e-child\" data-id=\"5aefbd53\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-6bf86f10 e-con-full e-flex e-con e-child\" data-id=\"6bf86f10\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-47d5763f animated-fast elementor-invisible elementor-widget elementor-widget-elementskit-heading\" data-id=\"47d5763f\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"elementskit-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" ><div class=\"ekit-heading elementskit-section-title-wraper text_left   ekit_heading_tablet-   ekit_heading_mobile-text_center\"><h3 class=\"elementskit-section-subtitle   ekit-heading__subtitle-has-border\">\n\t\t\t\t\t\tFree demonstration\n\t\t\t\t\t<\/h3><h3 class=\"ekit-heading--title elementskit-section-title \">Improve your customer relations <span>start today<\/span>.<\/h3><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-54310afd e-con-full e-flex e-con e-child\" data-id=\"54310afd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3332fd6d elementor-align-left elementor-widget__width-auto animated-fast elementor-align--mobileleft elementor-invisible elementor-widget elementor-widget-elementskit-button\" data-id=\"3332fd6d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;pulse&quot;,&quot;_animation_delay&quot;:100,&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"elementskit-button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" >\t\t<div class=\"ekit-btn-wraper\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.digicontacts.net\/en\/contact\/\" class=\"elementskit-btn cta-reservez-votre-demo whitespace--normal\" id=\"\">\n\t\t\t\t\tBook your demo<i class=\"far fa-arrow-alt-circle-right\"><\/i>\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n        <\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7e90d884 e-con-full e-flex e-con e-child\" data-id=\"7e90d884\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-57f2f2c4 animated-fast elementor-invisible elementor-widget elementor-widget-image\" data-id=\"57f2f2c4\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;,&quot;_animation_delay&quot;:200,&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"600\" height=\"400\" src=\"https:\/\/www.digicontacts.net\/wp-content\/uploads\/2025\/02\/demo-solution-relation-client.png\" class=\"attachment-full size-full wp-image-24341\" alt=\"Free demo customer relationship solution\" srcset=\"https:\/\/www.digicontacts.net\/wp-content\/uploads\/2025\/02\/demo-solution-relation-client.png 600w, https:\/\/www.digicontacts.net\/wp-content\/uploads\/2025\/02\/demo-solution-relation-client-300x200.png 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-32b4265b e-flex e-con-boxed e-con e-parent\" data-id=\"32b4265b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-46a3594f elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"46a3594f\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c2dbef6 elementor-widget elementor-widget-heading\" data-id=\"3c2dbef6\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">From reactive to predictive: what predictive analysis changes in practice<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5ef3ee0c elementor-widget elementor-widget-text-editor\" data-id=\"5ef3ee0c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 data-start=\"197\" data-end=\"257\" data-pasted=\"true\">From reaction to anticipation<\/h3><p data-start=\"258\" data-end=\"495\">In a reactive operation, intervention takes place after the event: incident, complaint, overload or escalation. The predictive approach changes this posture: you prepare the operation upstream, before the crisis, instead of undergoing it. <\/p><h3 data-start=\"497\" data-end=\"556\">Anticipate peaks in activity to better absorb them<\/h3><p data-start=\"557\" data-end=\"730\">Based on observed regularities (seasonality, campaigns, recurring incidents, events), it becomes possible to anticipate load variations and :<\/p><ul data-start=\"732\" data-end=\"835\"><li data-start=\"732\" data-end=\"758\"><p data-start=\"734\" data-end=\"758\"><strong>Adjust<\/strong> schedules.<\/p><\/li><li data-start=\"759\" data-end=\"810\"><p data-start=\"761\" data-end=\"810\"><strong>Positioning<\/strong> skills in the right place.<\/p><\/li><li data-start=\"811\" data-end=\"835\"><p data-start=\"813\" data-end=\"835\"><strong>Limit<\/strong> saturation.<\/p><\/li><\/ul><p data-start=\"837\" data-end=\"939\"><strong><em>\ud83c\udfaf Result: enhanced service continuity and more sustainable working conditions for our teams.<\/em><\/strong><\/p><h3 data-start=\"941\" data-end=\"984\">Spotting churn signals earlier<\/h3><p data-start=\"985\" data-end=\"1281\">Anticipation makes discrete signals visible: <strong>increased<\/strong> frequency, <strong>repetition of<\/strong> the same motives, <strong>change in<\/strong> tone, <strong>increased number of<\/strong> reminders. Identified early enough, these clues enable targeted intervention (explanation, gesture, accompaniment), before termination. <\/p><h3 data-start=\"1283\" data-end=\"1326\">Prioritize according to value logic<\/h3><p data-start=\"1327\" data-end=\"1443\">Not all requests carry the same weight. A predictive reading classifies requests according to : <\/p><ul data-start=\"1445\" data-end=\"1577\"><li data-start=\"1445\" data-end=\"1495\"><p data-start=\"1447\" data-end=\"1495\"><strong>Sensitivity<\/strong> (emotional, operational).<\/p><\/li><li data-start=\"1496\" data-end=\"1518\"><p data-start=\"1498\" data-end=\"1518\">Potential <strong>cost<\/strong>.<\/p><\/li><li data-start=\"1519\" data-end=\"1540\"><p data-start=\"1521\" data-end=\"1540\"><strong>The<\/strong> business <strong>challenge<\/strong>.<\/p><\/li><li data-start=\"1541\" data-end=\"1577\"><p data-start=\"1543\" data-end=\"1577\"><strong>Probability<\/strong> of degradation.<\/p><\/li><\/ul><p data-start=\"1579\" data-end=\"1649\">Human effort is thus concentrated where it has the greatest impact.<\/p><h3 data-start=\"1651\" data-end=\"1708\">From &#8220;we respond&#8221; to &#8220;we anticipate and advise&#8221;.<\/h3><p data-start=\"1709\" data-end=\"1941\">The change is above all human. Advisors are moving away from an executor&#8217;s role and gaining in quality of advice, thanks to an enriched context and coherent recommendations, while retaining control of their decisions. <\/p><p data-start=\"1709\" data-end=\"1941\"><strong><em>\ud83d\udca1 You want to better <\/em><\/strong><a href=\"https:\/\/www.digicontacts.net\/en\/blog\/how-do-you-manage-customer-relations-in-a-contact-center\/\"><strong><em>manage your customer relations <\/em><\/strong><\/a> <strong><em>? Discover our complete guide on the subject. <\/em><\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-66bc20ab e-flex e-con-boxed e-con e-parent\" data-id=\"66bc20ab\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-671c92ed elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"671c92ed\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6d8430a5 elementor-widget elementor-widget-heading\" data-id=\"6d8430a5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Concrete use cases for predictive analytics in contact centers<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f7b35e6 elementor-widget elementor-widget-text-editor\" data-id=\"7f7b35e6\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 data-start=\"160\" data-end=\"207\" data-pasted=\"true\">Estimate volumes and adjust resources<\/h3><p data-start=\"208\" data-end=\"395\">Simple case, quick benefits: determine future volumes. By cross-referencing past data, seasonality, events and campaigns, we obtain a projection that can be used for : <\/p><ul data-start=\"397\" data-end=\"503\"><li data-start=\"397\" data-end=\"426\"><p data-start=\"399\" data-end=\"426\"><strong>Sizing<\/strong> teams.<\/p><\/li><li data-start=\"427\" data-end=\"466\"><p data-start=\"429\" data-end=\"466\"><strong>Better distribution of<\/strong> skills.<\/p><\/li><li data-start=\"467\" data-end=\"503\"><p data-start=\"469\" data-end=\"503\"><strong>Limit<\/strong> waiting and overcrowding.<\/p><\/li><\/ul><h3 data-start=\"505\" data-end=\"566\">Identify recurring irritants before amplification<\/h3><p data-start=\"567\" data-end=\"849\">Motives, vocabulary and repetitions often reveal a fundamental problem: invoicing, misunderstood steps, malfunctioning of the offer. An analytical reading can help you identify these phenomena earlier, so that you can treat the cause rather than suffer its effects. <\/p><h3 data-start=\"851\" data-end=\"901\">Locate the turning points in the journey<\/h3><p data-start=\"902\" data-end=\"1117\">Certain phases concentrate risk: activation, renewal, incident, termination. Modeling enables us to locate these key sequences and adapt our support (explanation, reassurance, follow-up). <\/p><h3 data-start=\"1119\" data-end=\"1181\">Anticipate support needs and sales levers<\/h3><p data-start=\"1182\" data-end=\"1284\">Projection is not just about the substrate. A change in behavior may indicate : <\/p><ul data-start=\"1286\" data-end=\"1388\"><li data-start=\"1286\" data-end=\"1320\"><p data-start=\"1288\" data-end=\"1320\">More <strong>support<\/strong> needed.<\/p><\/li><li data-start=\"1321\" data-end=\"1359\"><p data-start=\"1323\" data-end=\"1359\">An <strong>intention to<\/strong> develop the offer.<\/p><\/li><li data-start=\"1360\" data-end=\"1388\"><p data-start=\"1362\" data-end=\"1388\">A start of <strong>disengagement<\/strong>.<\/p><\/li><\/ul><p data-start=\"1390\" data-end=\"1515\">The key point remains relevance: avoid over-solicitation and propose a recommendation that is coherent with the context.<\/p><h3 data-start=\"1517\" data-end=\"1555\">Speed up arbitration in the field<\/h3><p data-start=\"1556\" data-end=\"1795\">For managers and the field alike, the benefits are operational: clearer priorities, more focused efforts, faster arbitration. Even in very small businesses, starting with one or two use cases is enough to generate tangible gains. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3c6ad39e e-flex e-con-boxed e-con e-parent\" data-id=\"3c6ad39e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3e38bb35 elementor-widget elementor-widget-image\" data-id=\"3e38bb35\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"2048\" height=\"606\" src=\"https:\/\/www.digicontacts.net\/wp-content\/uploads\/2025\/03\/solution-relation-client-ia.webp\" class=\"attachment-full size-full wp-image-25894\" alt=\"Customer relationship solution artificial intelligence\" srcset=\"https:\/\/www.digicontacts.net\/wp-content\/uploads\/2025\/03\/solution-relation-client-ia.webp 2048w, https:\/\/www.digicontacts.net\/wp-content\/uploads\/2025\/03\/solution-relation-client-ia-300x89.webp 300w, https:\/\/www.digicontacts.net\/wp-content\/uploads\/2025\/03\/solution-relation-client-ia-1024x303.webp 1024w, https:\/\/www.digicontacts.net\/wp-content\/uploads\/2025\/03\/solution-relation-client-ia-768x227.webp 768w, https:\/\/www.digicontacts.net\/wp-content\/uploads\/2025\/03\/solution-relation-client-ia-1536x455.webp 1536w, https:\/\/www.digicontacts.net\/wp-content\/uploads\/2025\/03\/solution-relation-client-ia-710x210.webp 710w\" sizes=\"(max-width: 2048px) 100vw, 2048px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-32a25829 e-flex e-con-boxed e-con e-parent\" data-id=\"32a25829\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-778a1192 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"778a1192\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45ee4e33 elementor-widget elementor-widget-heading\" data-id=\"45ee4e33\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Unifying data: the essential prerequisite for any predictive logic<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-37e3d4bf elementor-widget elementor-widget-text-editor\" data-id=\"37e3d4bf\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 data-start=\"176\" data-end=\"215\" data-pasted=\"true\">Centralize to break down silos<\/h3><p data-start=\"216\" data-end=\"445\">Without unification, it&#8217;s impossible to get a usable reading. <strong>Calls, emails, chats, messaging and forms<\/strong> can&#8217;t remain in isolated spaces: the context becomes fragmented and the quality of the models weakens.<\/p><h3 data-start=\"447\" data-end=\"497\">Rebuilding a continuous multi-channel vision<\/h3><p data-start=\"498\" data-end=\"730\">A person who starts on the site, continues by telephone and finishes by e-mail needs to be tracked as a <strong>single journey<\/strong>. This continuity makes it possible to analyze <strong>behaviors<\/strong>, friction points and real expectations. <\/p><h3 data-start=\"732\" data-end=\"777\">Making data continuously usable<\/h3><p data-start=\"778\" data-end=\"989\">To be relevant, <strong class=\"custom-bold\">predictive logic<\/strong> cannot rely solely on frozen exports. <strong class=\"custom-bold\">Real-time<\/strong> access allows the integration of new elements and triggers immediate adjustments. <\/p><h3 data-start=\"991\" data-end=\"1043\">Blending in with the existing without rebuilding everything<\/h3><p data-start=\"1044\" data-end=\"1288\">Unifying does not mean starting from scratch. Efficiency often depends on <strong class=\"custom-bold\">implementation<\/strong> that is consistent with the ecosystem: telephony, business tools, sales or support software. This approach facilitates adoption and reinforces reliability.  <\/p><h3 data-start=\"1290\" data-end=\"1340\">No credible projection without unification<\/h3><p data-start=\"1341\" data-end=\"1526\">Without an overall vision, projections are based on fragments: they become unstable, biased and difficult to exploit. <strong>Unification<\/strong> is therefore essential.<\/p><p data-start=\"1341\" data-end=\"1526\"><em><strong>\ud83d\udca1 To go further in the AI and customer relationship report. <\/strong><\/em><span data-sheets-root=\"1\" data-pasted=\"true\"><em><strong>discover our article on <a href=\"https:\/\/www.digicontacts.net\/en\/blog\/ai-conversational-analysis-how-ai-is-transforming-customer-listening\/\">conversational analysis<\/a>.<\/strong><\/em><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5e9eb615 e-flex e-con-boxed e-con e-parent\" data-id=\"5e9eb615\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c73c902 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"c73c902\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-764bda40 elementor-widget elementor-widget-heading\" data-id=\"764bda40\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Predictive analytics and augmented agents: better decision-making, not human replacement<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-65718189 elementor-widget elementor-widget-text-editor\" data-id=\"65718189\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 data-start=\"169\" data-end=\"231\" data-pasted=\"true\">An aid to discernment, not blind automation<\/h3><p data-start=\"232\" data-end=\"536\">The aim is not to replace advisors. The <strong class=\"custom-bold\">predictive logic<\/strong> plays a supporting role: it highlights exploitable elements, provides a reading grid and helps to act more quickly. The individual remains in control, particularly in sensitive or high-stakes situations.  <\/p><h3 data-start=\"538\" data-end=\"600\">Next best action: a suggestion, never an injunction<\/h3><p data-start=\"601\" data-end=\"702\">Contextual recommendation is based on models and business rules capable of suggesting :<\/p><ul data-start=\"704\" data-end=\"849\"><li data-start=\"704\" data-end=\"740\"><p data-start=\"706\" data-end=\"740\">A more pertinent <strong>formulation<\/strong>.<\/p><\/li><li data-start=\"741\" data-end=\"767\"><p data-start=\"743\" data-end=\"767\">A more suitable <strong>channel<\/strong>.<\/p><\/li><li data-start=\"768\" data-end=\"809\"><p data-start=\"770\" data-end=\"809\">An opportune <strong>moment<\/strong> to get back in touch.<\/p><\/li><li data-start=\"810\" data-end=\"849\"><p data-start=\"812\" data-end=\"849\">A coherent continuity <strong>option<\/strong>.<\/p><\/li><\/ul><p data-start=\"851\" data-end=\"942\"><strong><em>\ud83c\udfaf The objective remains clear: to guide without constraining, and to preserve the advisor&#8217;s autonomy.<\/em><\/strong><\/p><h3 data-start=\"944\" data-end=\"986\">Prioritizing to limit dispersion<\/h3><p data-start=\"987\" data-end=\"1087\">A <strong class=\"custom-bold\">predictive analytic<\/strong> approach makes it possible to order activities more rationally:<\/p><ul data-start=\"1089\" data-end=\"1265\"><li data-start=\"1089\" data-end=\"1138\"><p data-start=\"1091\" data-end=\"1138\">Prioritize sensitive <strong>situations<\/strong>.<\/p><\/li><li data-start=\"1139\" data-end=\"1206\"><p data-start=\"1141\" data-end=\"1206\"><strong>Focus<\/strong> on requests with a high operational stakes.<\/p><\/li><li data-start=\"1207\" data-end=\"1265\"><p data-start=\"1209\" data-end=\"1265\"><strong>Postpone<\/strong> what can be postponed without altering the experience.<\/p><\/li><\/ul><p data-start=\"1267\" data-end=\"1326\"><strong><em>\ud83c\udfaf Result: less scattering, more targeted efficiency.<\/em><\/strong><\/p><h3 data-start=\"1328\" data-end=\"1375\">Lightening the mental load on advisors<\/h3><p data-start=\"1376\" data-end=\"1599\">When data is filtered, structured and presented in the right tool, teams spend less time searching. They can devote more energy to listening, empathy and the quality of the exchange. <\/p><h3 data-start=\"1601\" data-end=\"1641\">More human thanks to technology<\/h3><p data-start=\"1642\" data-end=\"1909\">That&#8217;s the paradox: by reducing repetitive tasks with an <span data-sheets-root=\"1\" data-pasted=\"true\"><a href=\"https:\/\/www.digicontacts.net\/en\/artificial-intelligence\/\"><em>artificial intelligence solution<\/em><\/a><\/span> and<strong class=\"custom-bold\">decision-support<\/strong> algorithms, the human dimension is strengthened. The augmented agent gains in comfort, lucidity and impact on every interaction. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6e886b22 elementor-align-left animated-fast elementor-align--mobilecenter elementor-invisible elementor-widget elementor-widget-elementskit-button\" data-id=\"6e886b22\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;pulse&quot;,&quot;_animation_delay&quot;:200,&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"elementskit-button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" >\t\t<div class=\"ekit-btn-wraper\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.digicontacts.net\/en\/contact\/\" class=\"elementskit-btn cta-decouvrez-solution whitespace--normal\" id=\"\">\n\t\t\t\t\tDiscover our solution<i class=\"far fa-arrow-alt-circle-right\"><\/i>\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n        <\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2b405c3f elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"2b405c3f\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1b5a59e5 e-flex e-con-boxed e-con e-parent\" data-id=\"1b5a59e5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6c82f337 elementor-widget elementor-widget-heading\" data-id=\"6c82f337\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How to implement effective predictive analysis step by step<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4bed62f9 elementor-widget elementor-widget-text-editor\" data-id=\"4bed62f9\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"158\" data-end=\"328\" data-pasted=\"true\">Implementing is not the same as piling up technical bricks. A robust approach is progressive, oriented towards practical use, and proven in operations. <\/p><h3 data-start=\"330\" data-end=\"389\">Step 1: Select 1-2 priority use cases<\/h3><p data-start=\"390\" data-end=\"456\">Start small, but with a clear goal:  <\/p><ul data-start=\"458\" data-end=\"614\"><li data-start=\"458\" data-end=\"493\"><p data-start=\"460\" data-end=\"493\"><strong>Estimated<\/strong> future volumes.<\/p><\/li><li data-start=\"494\" data-end=\"523\"><p data-start=\"496\" data-end=\"523\">Disengagement <strong>scoring<\/strong>.<\/p><\/li><li data-start=\"524\" data-end=\"570\"><p data-start=\"526\" data-end=\"570\"><strong>Identify<\/strong> recurring malfunctions.<\/p><\/li><li data-start=\"571\" data-end=\"614\"><p data-start=\"573\" data-end=\"614\"><strong>Prioritization<\/strong> of sensitive requests.<\/p><\/li><\/ul><p data-start=\"616\" data-end=\"715\">Each use must be able to be evaluated: rate, cost, lead time, satisfaction, operational load.<\/p><h3 data-start=\"717\" data-end=\"766\">Step 2: Organize and consolidate data<\/h3><p data-start=\"767\" data-end=\"989\">Before <strong class=\"custom-bold\">developing any models<\/strong>, it is essential to collect, sort, standardize and harmonize data. Poorly prepared data generates biased projections.   <\/p><p data-start=\"767\" data-end=\"989\">The challenge: to have a usable, not ideal, base.<\/p><h3 data-start=\"991\" data-end=\"1053\">Step 3: Select the right indicators and variables<\/h3><p data-start=\"1054\" data-end=\"1173\">Not all markers provide the same reading. Focus on those that reflect a tangible <strong>evolution<\/strong>: <\/p><ul data-start=\"1175\" data-end=\"1321\"><li data-start=\"1175\" data-end=\"1189\"><p data-start=\"1177\" data-end=\"1189\">Frequency.<\/p><\/li><li data-start=\"1190\" data-end=\"1205\"><p data-start=\"1192\" data-end=\"1205\">Repeat.<\/p><\/li><li data-start=\"1206\" data-end=\"1247\"><p data-start=\"1208\" data-end=\"1247\">Interval between two solicitations.<\/p><\/li><li data-start=\"1248\" data-end=\"1268\"><p data-start=\"1250\" data-end=\"1268\">Pattern types.<\/p><\/li><li data-start=\"1269\" data-end=\"1294\"><p data-start=\"1271\" data-end=\"1294\">Break-ups.<\/p><\/li><li data-start=\"1295\" data-end=\"1321\"><p data-start=\"1297\" data-end=\"1321\">Emotional markers.<\/p><\/li><\/ul><p data-start=\"1323\" data-end=\"1381\">These elements feed into a <strong>relevant analytical reading<\/strong>.<\/p><h3 data-start=\"1383\" data-end=\"1439\">Step 4: Design, test, adjust and train<\/h3><p data-start=\"1440\" data-end=\"1682\">Experiment with a restricted perimeter. Analyze results: relevance of alerts, errors, false positives, false negatives. Then make adjustments. This training phase transforms a promising idea into a real tool.   <\/p><h3 data-start=\"1684\" data-end=\"1740\">Step 5: Anchor operational routines<\/h3><p data-start=\"1741\" data-end=\"1956\">A <strong>projection<\/strong> is only of interest if it is integrated into daily life. It needs to appear in existing tools and rituals: priorities, visualization, reminder scenarios, prescriptive recommendations. <\/p><h3 data-start=\"1958\" data-end=\"2029\">Step 6: Evaluate effects and steer by value creation<\/h3><p data-start=\"2030\" data-end=\"2064\">Observe the tangible benefits:<\/p><ul data-start=\"2066\" data-end=\"2221\"><li data-start=\"2066\" data-end=\"2094\"><p data-start=\"2068\" data-end=\"2094\"><strong>Reduced<\/strong> friction.<\/p><\/li><li data-start=\"2095\" data-end=\"2132\"><p data-start=\"2097\" data-end=\"2132\"><strong>Better distribution of<\/strong> resources.<\/p><\/li><li data-start=\"2133\" data-end=\"2165\"><p data-start=\"2135\" data-end=\"2165\">Measurable <strong>operational gain<\/strong>.<\/p><\/li><li data-start=\"2166\" data-end=\"2196\"><p data-start=\"2168\" data-end=\"2196\"><strong>Improved<\/strong> exchanges.<\/p><\/li><li data-start=\"2197\" data-end=\"2221\"><p data-start=\"2199\" data-end=\"2221\">Cost <strong>trends<\/strong>.<\/p><\/li><\/ul><p data-start=\"2223\" data-end=\"2304\">Only then can the approach be extended to other use cases.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bfd0f4c e-flex e-con-boxed e-con e-parent\" data-id=\"bfd0f4c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-723db47 e-con-full e-flex e-con e-child\" data-id=\"723db47\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-884e808 e-con-full e-flex e-con e-child\" data-id=\"884e808\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-7b2b930 e-con-full e-flex e-con e-child\" data-id=\"7b2b930\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-06a1725 animated-fast elementor-invisible elementor-widget elementor-widget-elementskit-heading\" data-id=\"06a1725\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"elementskit-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" ><div class=\"ekit-heading elementskit-section-title-wraper text_left   ekit_heading_tablet-   ekit_heading_mobile-text_center\"><h3 class=\"elementskit-section-subtitle   ekit-heading__subtitle-has-border\">\n\t\t\t\t\t\tFree demonstration\n\t\t\t\t\t<\/h3><h3 class=\"ekit-heading--title elementskit-section-title \">Improve your customer relations <span>start today<\/span>.<\/h3><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7d6886e e-con-full e-flex e-con e-child\" data-id=\"7d6886e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b754699 elementor-align-left elementor-widget__width-auto animated-fast elementor-align--mobileleft elementor-invisible elementor-widget elementor-widget-elementskit-button\" data-id=\"b754699\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;pulse&quot;,&quot;_animation_delay&quot;:100,&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"elementskit-button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" >\t\t<div class=\"ekit-btn-wraper\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.digicontacts.net\/en\/contact\/\" class=\"elementskit-btn cta-reservez-votre-demo whitespace--normal\" id=\"\">\n\t\t\t\t\tBook your demo<i class=\"far fa-arrow-alt-circle-right\"><\/i>\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n        <\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-226b65d e-con-full e-flex e-con e-child\" data-id=\"226b65d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d18fd28 animated-fast elementor-invisible elementor-widget elementor-widget-image\" data-id=\"d18fd28\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;,&quot;_animation_delay&quot;:200,&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"600\" height=\"400\" src=\"https:\/\/www.digicontacts.net\/wp-content\/uploads\/2025\/02\/demo-solution-relation-client.png\" class=\"attachment-full size-full wp-image-24341\" alt=\"Free demo customer relationship solution\" srcset=\"https:\/\/www.digicontacts.net\/wp-content\/uploads\/2025\/02\/demo-solution-relation-client.png 600w, https:\/\/www.digicontacts.net\/wp-content\/uploads\/2025\/02\/demo-solution-relation-client-300x200.png 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9cf7288 e-flex e-con-boxed e-con e-parent\" data-id=\"9cf7288\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-54ec5b5 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"54ec5b5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-533f65b elementor-widget elementor-widget-heading\" data-id=\"533f65b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What measurable benefits can you expect from predictive analytics?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-50d5c73 elementor-widget elementor-widget-text-editor\" data-id=\"50d5c73\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 data-start=\"169\" data-end=\"198\" data-pasted=\"true\">Reducing friction<\/h3><p data-start=\"199\" data-end=\"383\">By intervening earlier in sensitive situations, you reduce repetition, unnecessary passages and escalations. Your routes become smoother and clearer. <\/p><h3 data-start=\"385\" data-end=\"422\">Improving satisfaction<\/h3><p data-start=\"423\" data-end=\"606\">Perception changes when intervention comes at the right time: the message is more accurate, better contextualized, more consistent with the situation. Trust is strengthened in the long term. <\/p><h3 data-start=\"608\" data-end=\"632\">Cost control<\/h3><p data-start=\"633\" data-end=\"708\">Anticipating the load and classifying stresses more finely enables :<\/p><ul data-start=\"710\" data-end=\"872\"><li data-start=\"710\" data-end=\"755\"><p data-start=\"712\" data-end=\"755\">More efficient <strong>distribution<\/strong> of resources.<\/p><\/li><li data-start=\"756\" data-end=\"780\"><p data-start=\"758\" data-end=\"780\">Less <strong>saturation<\/strong>.<\/p><\/li><li data-start=\"781\" data-end=\"808\"><p data-start=\"783\" data-end=\"808\">Fewer <strong>restatements<\/strong>.<\/p><\/li><li data-start=\"809\" data-end=\"872\"><p data-start=\"811\" data-end=\"872\">Increased <strong>productivity<\/strong> without compromising the human dimension.<\/p><\/li><\/ul><h3 data-start=\"874\" data-end=\"914\">Contribution to sales<\/h3><p data-start=\"915\" data-end=\"1133\">Better-qualified opportunities (renewal, upgrading, targeted support) are more readily accepted, as they are based on an analytical reading of the context, rather than on random solicitation.<\/p><h3 data-start=\"1135\" data-end=\"1177\">Better decision-making tools<\/h3><p data-start=\"1178\" data-end=\"1364\">Managers and supervisors no longer base their decisions solely on past experience: they integrate a capacity for projection. Arbitration becomes faster and more coherent. <\/p><h3 data-start=\"1366\" data-end=\"1401\">ROI and value-based management<\/h3><p data-start=\"1402\" data-end=\"1684\" data-is-last-node=\"\" data-is-only-node=\"\">The return on investment is seen over time: less friction, better cost containment, more consistent satisfaction, enhanced value creation. At this level,<strong class=\"custom-bold\">predictive analysis<\/strong> becomes a genuine management lever, and not just a technological tool. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d968a5b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"d968a5b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2626c9c e-flex e-con-boxed e-con e-parent\" data-id=\"2626c9c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-350d430 elementor-widget elementor-widget-heading\" data-id=\"350d430\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Conclusion<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-49a494b elementor-widget elementor-widget-text-editor\" data-id=\"49a494b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>By 2026,<strong class=\"custom-bold\">predictive analysis<\/strong> will be a fundamental change: <strong>contact centers<\/strong> will no longer be mere response points, but observation posts capable of transforming every exchange into a capacity for anticipation.<\/p><p>Forecasting workloads, spotting weak signals, ranking priorities, supporting human decisions: the benefits are concrete, measurable and lasting, provided that the prerequisites (unification, data quality, validation, integration into routines) are met.<\/p><p>This evolution also relies on a <a href=\"https:\/\/www.digicontacts.net\/en\/artificial-intelligence\/\">customer relations solution boosted by artificial intelligence<\/a>, capable of unifying exchanges, making data continuously exploitable, and integrating with existing tools, such as digiCONTACTS, without replacing a CRM.<\/p><p>And the next step is already underway: prescriptive AI and &#8220;live&#8221; loops will take recommendations, prioritization and optimization even further. A simple invitation: rethink <strong class=\"custom-bold\">customer relations<\/strong> no longer as a reaction, but as a capacity for continuous anticipation based on data. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7db9e13e e-flex e-con-boxed e-con e-parent\" data-id=\"7db9e13e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7a3a33d4 elementor-widget elementor-widget-heading\" data-id=\"7a3a33d4\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Our latest news<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-286c19ff elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"286c19ff\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-30def53e e-flex e-con-boxed e-con e-parent\" data-id=\"30def53e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4959360c elementor-grid-tablet-3 elementor-grid-3 elementor-grid-mobile-1 elementor-posts--thumbnail-top elementor-card-shadow-yes elementor-posts__hover-gradient elementor-widget elementor-widget-posts\" data-id=\"4959360c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;cards_columns_tablet&quot;:&quot;3&quot;,&quot;cards_columns&quot;:&quot;3&quot;,&quot;cards_columns_mobile&quot;:&quot;1&quot;,&quot;cards_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:35,&quot;sizes&quot;:[]},&quot;cards_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;cards_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;ekit_we_effect_on&quot;:&quot;none&quot;}\" data-widget_type=\"posts.cards\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-cards elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-32647 post type-post status-publish format-standard has-post-thumbnail hentry category-blog\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/www.digicontacts.net\/en\/call-numbers-spam-answering-7-levers-to-protect-your-caller-reputation-in-2026\/\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"300\" height=\"150\" src=\"https:\/\/www.digicontacts.net\/wp-content\/uploads\/2026\/03\/scam-300x150.webp\" class=\"attachment-medium size-medium wp-image-32650\" alt=\"\" srcset=\"https:\/\/www.digicontacts.net\/wp-content\/uploads\/2026\/03\/scam-300x150.webp 300w, https:\/\/www.digicontacts.net\/wp-content\/uploads\/2026\/03\/scam-1024x512.webp 1024w, https:\/\/www.digicontacts.net\/wp-content\/uploads\/2026\/03\/scam-768x384.webp 768w, https:\/\/www.digicontacts.net\/wp-content\/uploads\/2026\/03\/scam-1536x769.webp 1536w, https:\/\/www.digicontacts.net\/wp-content\/uploads\/2026\/03\/scam-scaled.webp 1920w, https:\/\/www.digicontacts.net\/wp-content\/uploads\/2026\/03\/scam-710x355.webp 710w\" sizes=\"(max-width: 300px) 100vw, 300px\" title=\"\"><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h4 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/www.digicontacts.net\/en\/call-numbers-spam-answering-7-levers-to-protect-your-caller-reputation-in-2026\/\" >\n\t\t\t\tCall numbers, spam, answering: 7 levers to protect your caller reputation in 2026\t\t\t<\/a>\n\t\t<\/h4>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>In 2026, it&#8217;s not just your teams that determine your pick-up rate. Smartphones and algorithms filter your calls even before your customers answer them. The\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-post__read-more-wrapper\">\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/www.digicontacts.net\/en\/call-numbers-spam-answering-7-levers-to-protect-your-caller-reputation-in-2026\/\" aria-label=\"Read more about Call numbers, spam, answering: 7 levers to protect your caller reputation in 2026\" tabindex=\"-1\" >\n\t\t\tRead more \"\t\t<\/a>\n\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-32449 post type-post status-publish format-standard has-post-thumbnail hentry category-blog\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/www.digicontacts.net\/en\/blog\/augmented-agent-and-customer-relations-the-benefits-of-ai\/\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"200\" src=\"https:\/\/www.digicontacts.net\/wp-content\/uploads\/2026\/01\/agent-augmente-et-relation-client-300x200.jpg\" class=\"attachment-medium size-medium wp-image-32457\" alt=\"Agent augment\u00e9 et relation client : les avantages de l\u2019IA en 2026\" srcset=\"https:\/\/www.digicontacts.net\/wp-content\/uploads\/2026\/01\/agent-augmente-et-relation-client-300x200.jpg 300w, https:\/\/www.digicontacts.net\/wp-content\/uploads\/2026\/01\/agent-augmente-et-relation-client-1024x683.jpg 1024w, https:\/\/www.digicontacts.net\/wp-content\/uploads\/2026\/01\/agent-augmente-et-relation-client-768x512.jpg 768w, https:\/\/www.digicontacts.net\/wp-content\/uploads\/2026\/01\/agent-augmente-et-relation-client-710x473.jpg 710w, https:\/\/www.digicontacts.net\/wp-content\/uploads\/2026\/01\/agent-augmente-et-relation-client.jpg 1200w\" sizes=\"(max-width: 300px) 100vw, 300px\" title=\"\"><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h4 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/www.digicontacts.net\/en\/blog\/augmented-agent-and-customer-relations-the-benefits-of-ai\/\" >\n\t\t\t\tAugmented agent and customer relations: the benefits of AI in 2026\t\t\t<\/a>\n\t\t<\/h4>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>By 2026, the augmented agent and customer relationship will no longer be a &#8220;concept&#8221;, but an operational standard. With generative AI, intelligent automation and omnichannel\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-post__read-more-wrapper\">\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/www.digicontacts.net\/en\/blog\/augmented-agent-and-customer-relations-the-benefits-of-ai\/\" aria-label=\"Read more about Augmented agent and customer relations: the benefits of AI in 2026\" tabindex=\"-1\" >\n\t\t\tRead more \"\t\t<\/a>\n\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-32431 post type-post status-publish format-standard has-post-thumbnail hentry category-blog\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/www.digicontacts.net\/en\/blog\/ipbx-and-customer-relations-improving-reachability\/\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"200\" src=\"https:\/\/www.digicontacts.net\/wp-content\/uploads\/2026\/01\/ipbx-et-relation-client-300x200.jpg\" class=\"attachment-medium size-medium wp-image-32462\" alt=\"IPBX et Relation Client : Am\u00e9liorer la joignabilit\u00e9 en 2026\" srcset=\"https:\/\/www.digicontacts.net\/wp-content\/uploads\/2026\/01\/ipbx-et-relation-client-300x200.jpg 300w, https:\/\/www.digicontacts.net\/wp-content\/uploads\/2026\/01\/ipbx-et-relation-client-1024x683.jpg 1024w, https:\/\/www.digicontacts.net\/wp-content\/uploads\/2026\/01\/ipbx-et-relation-client-768x512.jpg 768w, https:\/\/www.digicontacts.net\/wp-content\/uploads\/2026\/01\/ipbx-et-relation-client-710x473.jpg 710w, https:\/\/www.digicontacts.net\/wp-content\/uploads\/2026\/01\/ipbx-et-relation-client.jpg 1200w\" sizes=\"(max-width: 300px) 100vw, 300px\" title=\"\"><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h4 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/www.digicontacts.net\/en\/blog\/ipbx-and-customer-relations-improving-reachability\/\" >\n\t\t\t\tIPBX and Customer Relations : Improving reachability in 2026\t\t\t<\/a>\n\t\t<\/h4>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>In 2026, reachability is no longer limited to answering. It is measured across the entire customer journey: accessibility, response time, omnichannel continuity and abandonment rates\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-post__read-more-wrapper\">\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/www.digicontacts.net\/en\/blog\/ipbx-and-customer-relations-improving-reachability\/\" aria-label=\"Read more about IPBX and Customer Relations : Improving reachability in 2026\" tabindex=\"-1\" >\n\t\t\tRead more \"\t\t<\/a>\n\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>In 2026, customer relations will reach a milestone. Call centers, customer services departments and sales units will no longer be content with managing incoming flows [&#8230;]. <\/p>\n","protected":false},"author":1,"featured_media":32483,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[37,34],"tags":[],"class_list":["post-32225","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"contentshake_article_id":"","_links":{"self":[{"href":"https:\/\/www.digicontacts.net\/en\/wp-json\/wp\/v2\/posts\/32225","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.digicontacts.net\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.digicontacts.net\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.digicontacts.net\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.digicontacts.net\/en\/wp-json\/wp\/v2\/comments?post=32225"}],"version-history":[{"count":0,"href":"https:\/\/www.digicontacts.net\/en\/wp-json\/wp\/v2\/posts\/32225\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.digicontacts.net\/en\/wp-json\/wp\/v2\/media\/32483"}],"wp:attachment":[{"href":"https:\/\/www.digicontacts.net\/en\/wp-json\/wp\/v2\/media?parent=32225"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.digicontacts.net\/en\/wp-json\/wp\/v2\/categories?post=32225"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.digicontacts.net\/en\/wp-json\/wp\/v2\/tags?post=32225"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}