{"id":1556252,"date":"2025-09-08T07:50:42","date_gmt":"2025-09-08T11:50:42","guid":{"rendered":"https:\/\/www.practicalecommerce.com\/?p=1556252"},"modified":"2025-09-08T07:50:42","modified_gmt":"2025-09-08T11:50:42","slug":"can-ai-send-the-perfect-ecommerce-promo","status":"publish","type":"post","link":"https:\/\/www.practicalecommerce.com\/can-ai-send-the-perfect-ecommerce-promo","title":{"rendered":"Can AI Send the Perfect Ecommerce Promo?"},"content":{"rendered":"<p>The combination of first-party behavioral data and artificial intelligence may transform ecommerce outbound marketing.<\/p>\n<p>Called &#8220;AI individualization,&#8221; the goal is to create a personalized shopping experience tailored to an individual&#8217;s preferences, behaviors, and buying history.<\/p>\n<h3>The Perfect Send<\/h3>\n<p>&#8220;Internally, we strive for the &#8216;perfect send,&#8217; when 100 percent of the people who get the message click or engage, and no one opts out,&#8221; said Alex Campbell, the chief innovation officer and co-founder at Vibes, a mobile marketing platform.<\/p>\n<p>Campbell was discussing the potential for AI individualization (AI-I), <a href=\"https:\/\/www.practicalecommerce.com\/rcs-interactive-texts-boost-ecommerce\">Rich Communication Services<\/a>, and mobile marketing in the retail sector when he described this 100% engagement, 0% opt-out scenario.<\/p>\n<p>Ecommerce marketers might modify that definition, but the perfect send is when messaging meets a shopper&#8217;s need at the moment.<\/p>\n<h3>Shopper Expectations<\/h3>\n<div id=\"attachment_1556253\" style=\"width: 580px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-1556253\" class=\"wp-image-1556253 size-large\" title=\"Image showing human hands holding a smartphone.\" src=\"https:\/\/www.practicalecommerce.com\/wp-content\/uploads\/2025\/09\/090625-perfect-send-e1757329450955-570x286.jpg\" alt=\"Image showing human hands holding a smartphone.\" width=\"570\" height=\"286\" srcset=\"https:\/\/www.practicalecommerce.com\/wp-content\/uploads\/2025\/09\/090625-perfect-send-e1757329450955-570x286.jpg 570w, https:\/\/www.practicalecommerce.com\/wp-content\/uploads\/2025\/09\/090625-perfect-send-e1757329450955-300x150.jpg 300w, https:\/\/www.practicalecommerce.com\/wp-content\/uploads\/2025\/09\/090625-perfect-send-e1757329450955-768x385.jpg 768w, https:\/\/www.practicalecommerce.com\/wp-content\/uploads\/2025\/09\/090625-perfect-send-e1757329450955.jpg 800w\" sizes=\"auto, (max-width: 570px) 100vw, 570px\" \/><p id=\"caption-attachment-1556253\" class=\"wp-caption-text\">Shoppers who opt-in to email, text, or push messaging want relevant offers.<\/p><\/div>\n<p>&#8220;We do a customer survey every year&#8230;and we always ask a question like, &#8216;What would make you opt out?&#8217; Two years ago was the first time we heard, &#8216;You are not sending me enough messages,'&#8221; said Campbell.<\/p>\n<p>The folks surveyed had signed up to receive mobile marketing. They wanted to receive relevant and timely product notifications and discount offers.<\/p>\n<p>AI-I can help.<\/p>\n<h3>First Party Data<\/h3>\n<p>Ecommerce AI-I is possible because online stores can collect first-party data \u2014 purchase history, browsing behavior, engagement data \u2014 without relying on <a href=\"https:\/\/www.practicalecommerce.com\/email-and-text-marketing-are-cookie-proof\">third-party cookies<\/a> or providers.<\/p>\n<p>Humans cannot sort through all the data. Even rules and automations would struggle to reveal individual preferences in real-time.<\/p>\n<p>An AI layer, however, can apply even <em>during<\/em> the deployment of the messages.<\/p>\n<h3>Not Merely Segments<\/h3>\n<p>Ecommerce marketers typically <a href=\"https:\/\/www.practicalecommerce.com\/secrets-of-email-segmentation\">segment shoppers<\/a> around common behaviors. A wine merchant, for example, might have a segment for &#8220;value wine shoppers&#8221; or &#8220;premium wine collectors.&#8221;<\/p>\n<p>AI-I creates segments of one, such as a customer who buys red wine under $20, prefers Rh\u00f4ne varietals, responds to Friday sends, and often redeems mobile offers.<\/p>\n<p>Composing the perfect send is much easier with a single segment.<\/p>\n<p>Say the wine merchant implements an AI-I tool. This tool can send shoppers Rich Communication Services (RCS) messages and can access both the product catalog and shopper behavioral data.<\/p>\n<p>Testing can lead to the perfect send.<\/p>\n<p>The AI broadcasts an RCS message containing a product carousel. (RCS has app-like features.) The message has two offers: (i) an Argentine Malbec for $18, as recommended by AI based on the data, and (ii) a Portuguese red blend for $17, meant to introduce new wines to this shopper.<\/p>\n<p>The shopper swipes, taps, visits the site, clicks a &#8220;Malbecs Under $20&#8221; filter, and ultimately makes a purchase. The AI adds the data from these touchpoints to the customer profile, recording the purchase under $20 or adding a note to test copy around value.<\/p>\n<p>Each new message is an experiment, bringing the AI-I closer to discerning what a shopper wants and when.<\/p>\n<p>That process is nothing new. Data scientists might describe it as &#8220;individualized multivariate tests&#8221; or a &#8220;contextual bandit.&#8221; It is an established way to identify individual preferences.<\/p>\n<p>What is different is AI&#8217;s speed and scale.<\/p>\n        <div class=\"backlist-wrapper\">\n            <h3 class=\"recommended\"><div class=\"icon\"><\/div> Recommended<\/h3>\n            <a href=\"https:\/\/www.practicalecommerce.com\/rcs-interactive-texts-boost-ecommerce?utm_source=back\" >\n                <div class=\"backlist-content\" >\n                    <div href=\"\" class=\"thumb-link\">\n                                                    <img decoding=\"async\" src=\"https:\/\/www.practicalecommerce.com\/wp-content\/uploads\/2025\/05\/Interactive-Text-Messaging-Could-Boost-Ecommerce.jpg\" alt=\"RCS Interactive Texts Boost Ecommerce\" loading=\"lazy\" \/>\n                                            <\/div>\n                    <div class=\"backlist-detail\">\n                                                <h4>RCS Interactive Texts Boost Ecommerce<\/h4>\n                                                    <p class=\"backlist-date\">May 13, 2025<\/p>\n                                            <\/div>\n                <\/div>\n            <\/a>\n        <\/div>\n        \n<h3>Process Details<\/h3>\n<p>For the hypothetical <a href=\"https:\/\/www.practicalecommerce.com\/text-commerce-is-upfront-permission-to-sell\">wine shop<\/a>, harnessing AI-I would require initial setup for more granular data collection, data normalization, and integration.<\/p>\n<p>Once it&#8217;s up and running, however, the AI-I tool would likely follow a simple workflow for each new customer.<\/p>\n<ul>\n<li><strong>Base segmentation.<\/strong> Start with broad wine categories based on the initial purchase, such as red or white, sparkling or still, and high-end or value.<\/li>\n<\/ul>\n<ul>\n<li><strong>Early engagement.<\/strong> Begin sending messages and track, for example, whether the shopper clicks a Bordeaux at $40, ignores ros\u00e9, but buys a Malbec at $15.<\/li>\n<\/ul>\n<ul>\n<li><strong>Individual testing.<\/strong> Generate shopper-specific messages. Each one is an experiment. Offer a Bordeaux at $35 or a Syrah at $18. Continue tracking engagement and behavior. Repeat.<\/li>\n<\/ul>\n<ul>\n<li><strong>Refine the profile.<\/strong> Over time, the AI-I system identifies probabilities, such as &#8220;the customer is 70% likely to purchase when the price is under $20 and the varietal is bold red.&#8221;<\/li>\n<\/ul>\n<ul>\n<li><strong>Balance with discovery.<\/strong> Introduce a &#8220;wild card&#8221; wine every few sends \u2014 perhaps a Spanish white or sparkling wine \u2014 to extend the system&#8217;s knowledge of the customer and prevent marketing fatigue.<\/li>\n<\/ul>\n<ul>\n<li><strong>Feedback.<\/strong> All clicks, purchases, and opt-outs feed the AI model, both for the individual and to perfect the overall system.<\/li>\n<\/ul>\n<p>With each iteration, the AI-I gets closer to the perfect send.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Combining first-party behavioral data and artificial intelligence can transform outbound marketing.<\/p>\n","protected":false},"author":391,"featured_media":1556287,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":"","_wp_rev_ctl_limit":""},"categories":[58298],"tags":[],"class_list":["post-1556252","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-email",""],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.2 (Yoast SEO v25.2) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Can AI Send the Perfect Ecommerce Promo? 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