{"id":3930,"date":"2026-04-15T06:20:55","date_gmt":"2026-04-15T10:20:55","guid":{"rendered":"https:\/\/imagino.com\/us\/?post_type=resources&#038;p=3930"},"modified":"2026-04-15T06:20:57","modified_gmt":"2026-04-15T10:20:57","slug":"from-cdp-to-cep-the-essential-evolution-for-more-effective-live-marketing-campaigns","status":"publish","type":"resources","link":"https:\/\/imagino.com\/us\/resource\/from-cdp-to-cep-the-essential-evolution-for-more-effective-live-marketing-campaigns\/","title":{"rendered":"From CDP to CEP: the essential evolution for more effective live marketing campaigns\u00a0"},"content":{"rendered":"<\/div><\/div><\/div>\n<section id=\"banner-short-69e61fdada17d\" class=\"hero-legal-section u-gradient--pink-purple u-mb-20\">\n    <!--         todo class   -->    <div class=\"hero-legal-container__img\">\n        <!--            todo video line content-->\n        <div class=\"video-line video-blue-purple-thick\">\n            <video muted=\"\" playsinline=\"\" preload=\"metadata\" data-loading=\"lazy\">\n                <source type=\"video\/mp4; codecs=hvc1\"\n                    src=\"https:\/\/imagino.com\/us\/wp-content\/themes\/imagino\/front\/dist\/img\/video\/swirl-1.mp4\">\n                <source type=\"video\/webm\"\n                    src=\"https:\/\/imagino.com\/us\/wp-content\/themes\/imagino\/front\/dist\/img\/video\/swirl-1.webm\">\n            <\/video>\n        <\/div>\n    <\/div>\n    <div class=\"container\">\n        <div class=\"hero-legal-container\">\n                            <div class=\"hero-container__breadcrumbs\">\n                    <p id=\"breadcrumbs\" ><span><span><a href=\"https:\/\/imagino.com\/us\/\">imagino<\/a><\/span><\/span><\/p>                <\/div>\n                            <div class=\"hero-legal-container__text\">\n                <div class=\"tl\">\n                    <h1>From CDP to CEP: the essential evolution for more effective live marketing campaigns\u00a0<\/h1>\n                <\/div>\n\n                <!-- to do $content[\"subtitle\"]                     -->\n                                    <div class=\"description\">\n                        Interview with Arthur Lacroix, Head of Product Marketing at imagino                    <\/div>\n                \n                            <\/div>\n\n        <\/div>\n    <\/div>\n<\/section><div class=\"container\"><div class=\"page-text mx-auto \">\n\n<\/div><\/div><\/div><section id=\"text-section-69e61fdaddbc9\" class=\"simple-text-section section-padding \">\r\n    <div class=\"container\">\r\n        <div class=\"simple-text-container\">\r\n\r\n                            <div class=\"row-item\">\r\n                    <div class=\"item\">\r\n                                                                            <div class=\"item__content js-animate animate__fadeInUpSmall\">\r\n                                <p><span data-contrast=\"none\">Imagine the following audio system in your home. You have a small Bluetooth speaker for the kitchen, a different brand of Wi-Fi system for the first floor, and an old analog amplifier connected with a cable to the TV in the living room. In the end, you can listen to music everywhere! But at what cost? The experience is\u00a0inconsistent,\u00a0you switch between\u00a0apps or\u00a0even use an old remote control.<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">In marketing,\u00a0it&#8217;s\u00a0the same.\u00a0<\/span><b><span data-contrast=\"none\">Many companies have built a &#8220;Frankenstein&#8221; architecture: a Customer Data Platform (CDP) on one side, an emailing tool (ESP) on the other, and a mobile solution elsewhere (for example).\u00a0<\/span><\/b><span data-contrast=\"none\">While this system has long been the norm, it<\/span><span data-contrast=\"none\">\u00a0<\/span><span data-contrast=\"none\">brings<\/span><span data-contrast=\"none\">\u00a0complexity and slowness, inevitably damaging the customer experience.<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Arthur Lacroix, Head of Product Marketing at\u00a0imagino, explains the evolution of data architectures and why the transition to a\u00a0<\/span><a href=\"https:\/\/imagino.com\/our-solutions\/customer-engagement-platform-2\/\"><b><span data-contrast=\"none\">Customer Engagement Platform\u00a0<\/span><\/b><\/a><b><span data-contrast=\"none\">(CEP) <\/span><\/b><span data-contrast=\"none\">is necessary to restore consistency to your campaigns.<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><br \/>\n<b><i><span data-contrast=\"none\">&#8220;A Frankenstein system offers many features, but it is expensive, complex to maintain, and provides a fragmented user experience. A unified ecosystem, on the other hand, saves time, improves performance, and increases autonomy.&#8221;<\/span><\/i><\/b><\/p>\n                            <\/div>\r\n                                            <\/div>\r\n                <\/div>\r\n\r\n\r\n                \r\n                    <\/div>\r\n    <\/div>\r\n<\/section><div class=\"container\"><div class=\"page-text mx-auto \">\n\n<\/div><\/div><\/div><section id=\"text-section-69e61fdadf394\" class=\"simple-text-section section-padding \">\r\n    <div class=\"container\">\r\n        <div class=\"simple-text-container\">\r\n\r\n                            <div class=\"row-item\">\r\n                    <div class=\"item\">\r\n                                                                            <div class=\"item__content js-animate animate__fadeInUpSmall\">\r\n                                <h2><b><span data-contrast=\"none\">What distinguishes a true CEP from a CDP which has been tagged onto an email sending module?<\/span><\/b><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/h2>\n<p><span data-contrast=\"none\">To understand this distinction, we need to go back to the beginning. Historically, CDPs were created to make sense of terabytes of unstructured data. The approach was to copy\u00a0all\u00a0this raw data into the tool and unify it according to the publisher&#8217;s proprietary data model.\u00a0<\/span><b><span data-contrast=\"none\">This is a consolidation task, not an action. <\/span><\/b><span data-contrast=\"none\">Adding an email module to a CDP does not create an engagement platform. A true Customer Engagement Platform inherently includes a data unification\u00a0component, but it goes even further. It encompasses omnichannel orchestration and a native decisioning engine that\u00a0operates\u00a0in real time.<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><br \/>\n<b><i><span data-contrast=\"none\">&#8220;Customer engagement with a CEP means omnichannel orchestration, real-time access to context, and decisioning. It means knowing what to send, but more importantly, knowing what not to send!&#8221;<\/span><\/i><\/b><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><br \/>\n<span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<h2><b><span data-contrast=\"none\">From a marketing perspective, what concrete benefits does <\/span><\/b><b><span data-contrast=\"none\">a\u00a0<\/span><\/b><b><span data-contrast=\"none\">CEP bring\u00a0on a daily basis\u00a0compared to a traditional CDP?<\/span><\/b><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/h2>\n<p><b><span data-contrast=\"none\">The first immediate benefit is the learning curve.\u00a0<\/span><\/b><span data-contrast=\"none\">Today, it can take 3 to 4 months for a marketer to master a new tool in the Frankenstein ecosystem. By centralising actions on a single platform, you save valuable time.<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">The second major benefit is\u00a0regained\u00a0autonomy.\u00a0<\/span><\/b><span data-contrast=\"none\">In a traditional setup, marketers are constantly dependent on IT teams to create complex segments or extract data. With a CEP, the interface is designed for the business: marketing teams have direct access to unified data and can create their audiences without\u00a0typing\u00a0a single line of code or opening a technical ticket. This reduces time-to-campaign from several weeks to just a few hours!\u00a0<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">Thirdly, a CEP radically transforms the ROI of your campaigns by <\/span><\/b><a href=\"https:\/\/imagino.com\/resource\/choose-customer-engagement-solution\/\"><b><span data-contrast=\"none\">combating marketing fatigue. <\/span><\/b><\/a><span data-contrast=\"none\">Whereas a traditional tool will blindly execute mass mailings to a given segment, the CEP decisioning engine makes real-time decisions. If a customer is overexposed, CEP blocks the mailing. You send fewer messages, but your actions are infinitely more relevant and profitable.<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">Finally, the greatest promise of CEP lies in its evolution towards predictive analytics, boosted by Artificial Intelligence.\u00a0<\/span><\/b><span data-contrast=\"none\">Tomorrow, the native integration of AI agents into the platform will change the role of the marketer: they will no longer spend their time on the operational execution of complex queries. For example, AI will alert them to excess stock in the spring collection and proactively suggest launching a targeted 20% promotion to sell it off, based on their KPIs.<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<h2><b><span data-contrast=\"none\">From an IT department perspective, what are the advantages of consolidating data bricks within a CEP?<\/span><\/b><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/h2>\n<p><b><span data-contrast=\"none\">Keeping a Frankenstein model means accepting constant financial leakage and governance issues.\u00a0<\/span><\/b><span data-contrast=\"none\">Each third-party building block requires maintenance, separate version upgrades, and a dedicated team. If you have a team of 12 people spread across four\u00a0different tools, the\u00a0<\/span><i><span data-contrast=\"none\">total cost of ownership\u00a0<\/span><\/i><span data-contrast=\"none\">(TCO) skyrockets. With a CEP, this TCO automatically decreases: a single platform requires fewer resources to administer.<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">In addition,\u00a0maintaining\u00a0connectors between different vendors&#8217; tools represents as many potential\u00a0points\u00a0of failure, leading to the dreaded &#8220;ping-pong effect.&#8221;\u00a0<\/span><\/b><span data-contrast=\"none\">With a heterogeneous system, when a problem arises, vendors\u00a0pass the buck\u00a0to each other. With CEP, there is only one version upgrade and a single technical contact.<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">Finally, the third major advantage is that the architecture is ready for the arrival of Artificial Intelligence. <\/span><\/b><span data-contrast=\"none\">In a Frankenstein system, you may end up with the AI of the CDP on one side that does not communicate well with the AI of the engagement tool on the other. This is a real nightmare in terms of integration and governance. With\u00a0imagino&#8217;s\u00a0CEP, for example,\u00a0<\/span><b><span data-contrast=\"none\"><a href=\"https:\/\/imagino.com\/resource\/marketing-the-benefits-of-embedded-ai-in-your-cep\/\">the AI is embedded and pragmatic<\/a>\u00a0<\/span><\/b><span data-contrast=\"none\">and works on a single data<\/span><span data-contrast=\"none\">\u00a0<\/span><span data-contrast=\"none\">base. This gives you a powerful predictive tool without adding yet another complex technical layer to\u00a0maintain.<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<h2><b><span data-contrast=\"none\">How does imagino&#8217;s &#8220;zero copy&#8221; architecture change the game?<\/span><\/b><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/h2>\n<p><b><span data-contrast=\"none\">Investing in a CEP <a href=\"https:\/\/imagino.com\/resource\/the-rise-of-zero-copy\/\">without zero-copy architecture <\/a><\/span><\/b><b><span data-contrast=\"none\">like imagino&#8217;s is like buying the latest high-end smartphone and being stuck on a 2G network: the device is ultra-powerful, but the flow of information is too slow to take full advantage of it.<\/span><\/b><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">In practical terms, in a traditional architecture, data is copied, transferred, and synchronized, creating a latency of 24 to 48 hours. The result? You activate your campaigns based on outdated data. If a customer buys a soccer jersey at 11 a.m. and your system only updates the next day, you will continue to spend money showing them ads for that same jersey for the rest of the day. <\/span><b><span data-contrast=\"none\">You lose\u00a0media\u00a0budget, damage your brand image, and push the customer to unsubscribe.<\/span><\/b><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">imagino&#8217;s\u00a0Zero Copy architecture takes data directly from where it\u00a0resides\u00a0(Snowflake,\u00a0BigQuery, etc.), unifies it, and activates it live. Latency\u00a0disappears. As soon as the purchase is made, media activation is cut off in real time.<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><br \/>\n<b><i><span data-contrast=\"none\">\u201cWorking with non-live data is like throwing money out the window. Zero Copy architecture guarantees an immediate end to unnecessary spending thanks to real-time data<\/span><\/i><\/b><b><span data-contrast=\"none\">.\u201d<\/span><\/b><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<h2><b><span data-contrast=\"none\">What advice can you give to a company that already has a CDP but is interested in a CEP?<\/span><\/b><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/h2>\n<p><b><i><span data-contrast=\"none\">Many<\/span><\/i><\/b><span data-contrast=\"none\">\u00a0companies are reluctant to change for fear of throwing away their past investments.\u00a0<\/span><b><span data-contrast=\"none\">Rest assured: switching to a CEP is not a rip and replace, but rather a reimagine<\/span><\/b><b><span data-contrast=\"none\">.<\/span><\/b><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">A well-designed CEP, such as\u00a0imagino, can easily connect to an existing CDP.\u00a0<\/span><\/b><span data-contrast=\"none\">You can preserve your current model, connect the CEP to it to regain control of customer engagement without friction, and then gradually phase out your old activation bricks.<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">Above all, it&#8217;s\u00a0an inevitable step to remain competitive in the age of Artificial Intelligence. AI has a vital need for fresh data to provide relevant recommendations.\u00a0<\/span><\/b><span data-contrast=\"none\">If you connect AI to a slow, Frankenstein-like system, it will only serve to generate basic email objects.<\/span><br \/>\n<b><span data-contrast=\"none\">&#8220;<\/span><\/b><b><i><span data-contrast=\"none\">A well-designed CEP is grafted onto the existing system to gradually take over; there is no question of destroying the work accomplished by the CDP.<\/span><\/i><\/b><b><span data-contrast=\"none\">&#8220;<\/span><\/b><\/p>\n                            <\/div>\r\n                                            <\/div>\r\n                <\/div>\r\n\r\n\r\n                \r\n                    <\/div>\r\n    <\/div>\r\n<\/section><div class=\"container\"><div class=\"page-text mx-auto \">\n\n<\/div><\/div><\/div>\n<section id=\"resource-download-69e61fdadfcf1\" class=\"explains-section section-padding\">\n    <div class=\"container\">\n        <div class=\"explains-container u-gradient--green-blue--dark gradient-horizontal\">\n            <div class=\"explains-container__image js-animate animate__fadeInUpSmall\">\n                <img decoding=\"async\" src=\"\" alt=\"\" \/>\n            <\/div>\n            <div class=\"explains-container__text js-animate animate__fadeIn\" data-wow-delay=\"0.5s\">\n                <div class=\"label\">\n                                            <div class=\"pin\"><span class=\"text-colour-green\">Expert opinion<\/span>\n                        <\/div>\n                                                                <div class=\"inf\">ENG<\/div>\n                                    <\/div>\n                                    <h2 class=\"tl\">How can you create sustainable value with a Customer Engagement Platform?<\/h2>\n                                                    <div class=\"description\"><p>Download our guide and find out how to get the most out of a CEP, choose the platform best suited to your organisation, and draw inspiration from the real-life case study of Toyota Financial Services.<\/p>\n<\/div>\n                            <\/div>\n                            <div class=\"explains-container__control js-animate animate__fadeIn\" data-wow-offset=\"0\">\n                            <a href=\"https:\/\/imagino.com\/us\/resource\/how-to-generate-sustainable-value-with-a-customer-engagement-platform\/\" target=\"\" class=\"btn--small btn btn--gradient-purple\">Download our expert insight<\/a>\n                    <\/div>\n                    <\/div>\n    <\/div>\n<\/section><div class=\"container\"><div class=\"page-text mx-auto \">\n\n<\/div><\/div><\/div><section id=\"faq-section-69e61fdae0168\" class=\"faq-section section-padding\">\r\n    <div class=\"container\">\r\n        <div class=\"faq-container\">\r\n            <div class=\"faq-container__header js-animate animate__fadeIn\">\r\n                                    <h2 class=\"tl\"><span class=\"text-gradient--pink\">CDP vs CEP : FAQ <\/span><\/h2>\r\n                                            <\/div>\r\n\r\n            <div class=\"faq-container__lists\">\r\n                                                            <div class=\"item\">\r\n                            <div class=\"title\" role=\"button\" aria-expanded=\"false\" tabindex=\"0\">\r\n                                What is the main difference between a CDP and a CEP?                            <\/div>\r\n                            <div class=\"content\" role=\"region\">\r\n                                <div class=\"inner\">\r\n                                    <p><span class=\"TextRun SCXW198609890 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW198609890 BCX0\">A CDP (Customer Data Platform) is designed to collect, clean, and unify customer data (the foundation). A CEP (Customer Engagement Platform) goes further: it integrates this unification but adds an omnichannel orchestration and decisioning engine to activate this data in real time.\u00a0<\/span><\/span><strong><span class=\"TextRun MacChromeBold SCXW198609890 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun AdvancedProofingIssueV2Themed SCXW198609890 BCX0\">The end result<\/span><span class=\"NormalTextRun SCXW198609890 BCX0\">\u00a0is that a true CEP natively integrates a CDP, an orchestration engine, and omnichannel activation into a single, coherent architecture.<\/span><\/span><span class=\"EOP SCXW198609890 BCX0\" data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/strong><\/p>\n                                <\/div>\r\n                            <\/div>\r\n                        <\/div>\r\n                                            <div class=\"item\">\r\n                            <div class=\"title\" role=\"button\" aria-expanded=\"false\" tabindex=\"0\">\r\n                                Do you have to throw away your current CDP to switch to a CEP?                            <\/div>\r\n                            <div class=\"content\" role=\"region\">\r\n                                <div class=\"inner\">\r\n                                    <p><span class=\"TextRun SCXW212850735 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW212850735 BCX0\">No. Switching to a CEP does not require rebuilding everything from scratch. A modern platform like\u00a0<\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW212850735 BCX0\">imagino<\/span><span class=\"NormalTextRun SCXW212850735 BCX0\">\u00a0connects to your existing data ecosystem. You can plug your CEP into it to orchestrate your campaigns and gradually phase out your old, obsolete activation tools.<\/span><\/span><span class=\"EOP SCXW212850735 BCX0\" data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n                                <\/div>\r\n                            <\/div>\r\n                        <\/div>\r\n                                            <div class=\"item\">\r\n                            <div class=\"title\" role=\"button\" aria-expanded=\"false\" tabindex=\"0\">\r\n                                Why is a CEP essential for Artificial Intelligence?                            <\/div>\r\n                            <div class=\"content\" role=\"region\">\r\n                                <div class=\"inner\">\r\n                                    <p><span class=\"TextRun SCXW127229184 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW127229184 BCX0\">To be relevant, AI needs immediate context. If it is connected to a traditional, slow architecture, it will be limited to generating basic text. When natively integrated into a CEP, AI accesses data in real time, enabling it to make predictive strategic recommendations (such as customised offers based on inventory) that boost ROI.<\/span><\/span><span class=\"EOP SCXW127229184 BCX0\" data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n                                <\/div>\r\n                            <\/div>\r\n                        <\/div>\r\n                                                <\/div>\r\n        <\/div>\r\n    <\/div>\r\n<\/section>\r\n<script type=\"application\/ld+json\">{\n    \"@context\": \"https:\/\/schema.org\",\n    \"@type\": \"FAQPage\",\n    \"mainEntity\": [\n        {\n            \"@type\": \"Question\",\n            \"name\": \"What is the main difference between a CDP and a CEP?\",\n            \"acceptedAnswer\": {\n                \"@type\": \"Answer\",\n                \"text\": \"A CDP (Customer Data Platform) is designed to collect, clean, and unify customer data (the foundation). A CEP (Customer Engagement Platform) goes further: it integrates this unification but adds an omnichannel orchestration and decisioning engine to activate this data in real time.\u00a0The end result\u00a0is that a true CEP natively integrates a CDP, an orchestration engine, and omnichannel activation into a single, coherent architecture.\u00a0\"\n            }\n        },\n        {\n            \"@type\": \"Question\",\n            \"name\": \"Do you have to throw away your current CDP to switch to a CEP?\",\n            \"acceptedAnswer\": {\n                \"@type\": \"Answer\",\n                \"text\": \"No. Switching to a CEP does not require rebuilding everything from scratch. A modern platform like\u00a0imagino\u00a0connects to your existing data ecosystem. You can plug your CEP into it to orchestrate your campaigns and gradually phase out your old, obsolete activation tools.\u00a0\"\n            }\n        },\n        {\n            \"@type\": \"Question\",\n            \"name\": \"Why is a CEP essential for Artificial Intelligence?\",\n            \"acceptedAnswer\": {\n                \"@type\": \"Answer\",\n                \"text\": \"To be relevant, AI needs immediate context. If it is connected to a traditional, slow architecture, it will be limited to generating basic text. 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