{"id":14106,"date":"2026-04-13T13:31:09","date_gmt":"2026-04-13T11:31:09","guid":{"rendered":"https:\/\/www.optimalways.com\/2026\/04\/ai-hyperpersonalization-what-you-need-to-know-from-the-retail-tech-thursdays-february-2026\/"},"modified":"2026-04-13T13:31:09","modified_gmt":"2026-04-13T11:31:09","slug":"ai-hyperpersonalization-what-you-need-to-know-from-the-retail-tech-thursdays-february-2026","status":"publish","type":"post","link":"https:\/\/www.optimalways.com\/en\/2026\/04\/ai-hyperpersonalization-what-you-need-to-know-from-the-retail-tech-thursdays-february-2026\/","title":{"rendered":"AI &amp; hyperpersonalization: what you need to know from the Retail Tech Thursdays (February 2026)"},"content":{"rendered":"<p id=\"ember871\" class=\"ember-view reader-text-block__paragraph\">For the 33\u1d49 edition of Retail Tech Thursdays, <strong><a class=\"aUxTjkknBMAVFSemygaWNefULIgZMVodcss \" tabindex=\"0\" href=\"https:\/\/www.linkedin.com\/in\/ACoAAAGLsSMByvWgEIOJ9p-LptLpei8yZ7-p9Rg?miniProfileUrn=urn%3Ali%3Afs_miniProfile%3AACoAAAGLsSMByvWgEIOJ9p-LptLpei8yZ7-p9Rg\" target=\"_self\" data-test-app-aware-link=\"\">Barbara SARRE-DEROUBAIX<\/a> <\/strong><strong>and <\/strong><a id=\"ember872\" class=\"ember-view\" tabindex=\"0\" href=\"https:\/\/www.linkedin.com\/in\/mikehadjadj\/\">Mike Hadjadj \ud83d\udecd\ufe0f<\/a> had imagined <strong>a special program around AI and hyperpersonalization<\/strong>.<\/p>\n<p id=\"ember873\" class=\"ember-view reader-text-block__paragraph\">Even if <strong>a similar theme had already been addressed last November<\/strong>, <a class=\"aUxTjkknBMAVFSemygaWNefULIgZMVodcss \" tabindex=\"0\" href=\"https:\/\/www.linkedin.com\/pulse\/le-choc-du-agentic-commerce-ce-quil-faut-retenir-de-l%C3%A9dition-q7jge\/\" target=\"_self\" data-test-app-aware-link=\"\">notably around agentic commerce<\/a>, it&#8217;s clear just how much <strong>the market has changed in just a few months<\/strong>: <strong>technologies are maturing fast<\/strong> and, above all, <strong>use cases are becoming much more concrete and deployable<\/strong>.<\/p>\n<div class=\"reader-image-block reader-image-block--full-width\">\n<figure class=\"reader-image-block__figure\">\n<div class=\"ivm-image-view-model reader-image-block__img-container\">\n<div class=\"ivm-view-attr__img-wrapper \"><img decoding=\"async\" id=\"ember874\" class=\"ivm-view-attr__img--centered reader-image-block__img evi-image lazy-image ember-view\" src=\"https:\/\/media.licdn.com\/dms\/image\/v2\/D4E12AQG9gRZ7-pI5ZA\/article-inline_image-shrink_1000_1488\/B4EZx2SKwfKIAU-\/0\/1771511001574?e=1777507200&amp;v=beta&amp;t=qRWV9VINO9K7gVLuJM6WTbJlhk_a9p_JNpQrAB5a3pg\" alt=\"Article content\"><\/div>\n<\/div><figcaption class=\"reader-image-block__figure-image-caption display-block full-width text-body-small-open t-sans text-align-center t-black--light\"><\/figcaption><\/figure>\n<\/div>\n<h3 id=\"ember875\" class=\"ember-view reader-text-block__heading-3\">\ud83c\udf99\ufe0f CEO&#8217;s Vision: J\u00e9r\u00f4me Tacquard, Chairman of Fauchon, tells his story.<\/h3>\n<p id=\"ember876\" class=\"ember-view reader-text-block__paragraph\">In <strong>CEO&#8217;s Vision<\/strong>, <a id=\"ember877\" class=\"ember-view\" tabindex=\"0\" href=\"https:\/\/www.linkedin.com\/in\/j%C3%A9rome-tacquard-67b287114\/\">J\u00e9rome TACQUARD<\/a><strong>, President of Fauchon<\/strong>, looks back on a brand that everyone knows &#8211; without always knowing its history &#8211; and on the transformation undertaken as the house <strong>celebrates its 140th anniversary<\/strong>.<\/p>\n<h3 id=\"ember878\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udd70\ufe0f 140 years of history: the birth of Place de la Madeleine, at the heart of a Paris under construction<\/h3>\n<p id=\"ember879\" class=\"ember-view reader-text-block__paragraph\">It all began in <strong>1886<\/strong>, when <strong>Auguste Fauchon<\/strong>, a young man from Normandy, set up shop <strong>on Place de la Madeleine<\/strong>. Paris was changing, the city was on the move, landmarks were evolving. His ambition was both simple and ambitious: to <strong>bring the best products to Parisians<\/strong>.  <\/p>\n<p id=\"ember880\" class=\"ember-view reader-text-block__paragraph\">Early on, the company built a DNA of <strong>exceptional products<\/strong> and <strong>vision<\/strong>.<\/p>\n<h3 id=\"ember881\" class=\"ember-view reader-text-block__heading-3\">\ud83c\udf70\u2615 Early markers: patisserie, tea room and pioneering spirit<\/h3>\n<p id=\"ember882\" class=\"ember-view reader-text-block__paragraph\">Auguste Fauchon quickly developed his <strong>pastry<\/strong> business and expanded his offer beyond delicatessen.<\/p>\n<p id=\"ember883\" class=\"ember-view reader-text-block__paragraph\">In <strong>1900<\/strong>, the company opened an <strong>English-inspired Five O&#8217;Clock Tea<\/strong>, designed as a place where <strong>women<\/strong> could meet, at a time when such spaces were rare.<\/p>\n<p id=\"ember884\" class=\"ember-view reader-text-block__paragraph\">In <strong>1906<\/strong>, another symbol: a major Parisian cellar, presented as the <strong>second largest in Paris<\/strong> behind the Tour d&#8217;Argent, with nearly <strong>800,000 bottles<\/strong>.<\/p>\n<div class=\"reader-image-block reader-image-block--full-width\">\n<figure class=\"reader-image-block__figure\">\n<div class=\"ivm-image-view-model reader-image-block__img-container\">\n<div class=\"ivm-view-attr__img-wrapper \"><img decoding=\"async\" id=\"ember885\" class=\"ivm-view-attr__img--centered reader-image-block__img evi-image lazy-image ember-view\" src=\"https:\/\/media.licdn.com\/dms\/image\/v2\/D4E12AQFgAj930E8raQ\/article-inline_image-shrink_1500_2232\/B4EZx2lDQ7HMAU-\/0\/1771515954167?e=1777507200&amp;v=beta&amp;t=L8P5dUocHbCyQIIdNnAwc7IoomQlXAlin7aFMCxJweM\" alt=\"Article content\"><\/div>\n<\/div><figcaption class=\"reader-image-block__figure-image-caption display-block full-width text-body-small-open t-sans text-align-center t-black--light\"><\/figcaption><\/figure>\n<\/div>\n<h3 id=\"ember886\" class=\"ember-view reader-text-block__heading-3\">\ud83e\udded An observation at the time of the takeover: a brand that had become distant from the product and the customer<\/h3>\n<p id=\"ember887\" class=\"ember-view reader-text-block__paragraph\">Over time, the brand developed and declined, but a distance was established. J\u00e9r\u00f4me Tacquard describes a period when Fauchon sometimes functioned as a <strong>&#8220;support&#8221; brand, with<\/strong> licensed products far removed from its gastronomic DNA. <\/p>\n<p id=\"ember888\" class=\"ember-view reader-text-block__paragraph\">One point comes back like a trigger: starting in <strong>2012<\/strong>, the company decided <strong>to outsource<\/strong> its flagship products (notably macaroons). He recalls exchanges with former employees of the brand, and the testimony of a pastry chef at the time, who explained that he had been asked to outsource products that had made Fauchon a success. <\/p>\n<h3 id=\"ember889\" class=\"ember-view reader-text-block__heading-3\">\ud83c\udfe2 May 2024: takeover by Galapagos, a logic of brands and territorial roots<\/h3>\n<p id=\"ember890\" class=\"ember-view reader-text-block__paragraph\">In <strong>May 2024<\/strong>, Fauchon was taken over by the family-owned <strong>Galapagos<\/strong> Group, based in Brittany. The group includes cookie brands such as <strong>Gavottes<\/strong> and <strong>Traou Mad<\/strong>. <\/p>\n<p id=\"ember891\" class=\"ember-view reader-text-block__paragraph\">The common thread presented: <strong>stories<\/strong>, <strong>brands<\/strong> and <strong>territorial roots<\/strong>, with an attachment to recipes and strong identities. Fauchon becomes a relaunch project: an iconic brand, known beyond Paris, but in need of realignment. <\/p>\n<h3 id=\"ember892\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udd01 Get back to basics: put the product back at the center, reinternalize<\/h3>\n<p id=\"ember893\" class=\"ember-view reader-text-block__paragraph\">The priority is to <strong>put the product back in the range<\/strong>, to restore the place of know-how and consistency.<\/p>\n<p id=\"ember894\" class=\"ember-view reader-text-block__paragraph\">A specific project is mentioned: <strong>the reinternalization of macaroons<\/strong>, with a view to <strong>verticalization<\/strong> and synergies within the group. The brand also assumes its identity as a <strong>generalist gastronomy house<\/strong>, with universes that coexist (patisserie, tea, wine, exceptional products), rather than seeking to become too specialized. <\/p>\n<h3 id=\"ember895\" class=\"ember-view reader-text-block__heading-3\">\ud83d\uddfc Paris: preserve the Madeleine anchoring point, without seeking to mesh at all costs<\/h3>\n<p id=\"ember896\" class=\"ember-view reader-text-block__paragraph\">The Paris of today is not the same as it was yesterday: rents, changing neighborhoods, consumer habits. J\u00e9r\u00f4me Tacquard describes an intensely competitive environment, with historic houses and entrants already well established. <\/p>\n<p id=\"ember897\" class=\"ember-view reader-text-block__paragraph\">The logic became pragmatic: <strong>consolidate the Parisian anchorage<\/strong> around the Madeleine and work on a more demonstrative location, capable of carrying the brand universe.<\/p>\n<div class=\"reader-image-block reader-image-block--full-width\">\n<figure class=\"reader-image-block__figure\">\n<div class=\"ivm-image-view-model reader-image-block__img-container\">\n<div class=\"ivm-view-attr__img-wrapper \"><img decoding=\"async\" id=\"ember898\" class=\"ivm-view-attr__img--centered reader-image-block__img evi-image lazy-image ember-view\" src=\"https:\/\/media.licdn.com\/dms\/image\/v2\/D4E12AQEBi8stuyQZ4w\/article-inline_image-shrink_1000_1488\/B4EZx2lRQXIsAQ-\/0\/1771516009880?e=1777507200&amp;v=beta&amp;t=fO43pYbKj2-uR1HVnkooiJSBuTjkdYHOOice229UY3Q\" alt=\"Article content\"><\/div>\n<\/div><figcaption class=\"reader-image-block__figure-image-caption display-block full-width text-body-small-open t-sans text-align-center t-black--light\"><\/figcaption><\/figure>\n<\/div>\n<h3 id=\"ember899\" class=\"ember-view reader-text-block__heading-3\">\ud83e\uddc1\u2615 The flagship as experience: coffee shop, sit-down, open kitchen, modularity<\/h3>\n<p id=\"ember900\" class=\"ember-view reader-text-block__paragraph\">The concept is built around current uses:<\/p>\n<ul>\n<li>a <strong>coffee-shop-oriented<\/strong> offering (takeaway coffee)<\/li>\n<li>an emphasis on the pastry\/confectionery dimension<\/li>\n<li>a <strong>seated experience<\/strong> with a Parisian brasserie-style menu<\/li>\n<li>an <strong>open kitchen<\/strong> visible to customers<\/li>\n<li>modular spaces for events, privatizations and masterclasses<\/li>\n<\/ul>\n<p id=\"ember902\" class=\"ember-view reader-text-block__paragraph\">A place designed as a testing ground, where we show what we can do.<\/p>\n<h3 id=\"ember903\" class=\"ember-view reader-text-block__heading-3\">\ud83c\udf0d International: a strong image and planned openings<\/h3>\n<p id=\"ember904\" class=\"ember-view reader-text-block__paragraph\">Fauchon remains a Parisian brand, but the model has branched out towards an international clientele. J\u00e9r\u00f4me Tacquard mentions a <strong>very good image<\/strong> in the <strong>United States<\/strong>, the <strong>Middle East<\/strong> and <strong>Japan<\/strong>. <\/p>\n<p id=\"ember905\" class=\"ember-view reader-text-block__paragraph\">An opening is also planned for <strong>Saudi Arabia in 2027<\/strong>.<\/p>\n<h3 id=\"ember906\" class=\"ember-view reader-text-block__heading-3\">\ud83c\udfe8\u2728 The gourmet hotel: extending Fauchon from check-in to check-out<\/h3>\n<p id=\"ember907\" class=\"ember-view reader-text-block__paragraph\">The Fauchon universe also extends to hotels, with the aim of creating a coherent experience from start to finish.<\/p>\n<p id=\"ember908\" class=\"ember-view reader-text-block__paragraph\">Rituals are mentioned: a welcome in a lounge, <strong>Fauchon tea<\/strong> and pastries\/macaroons, then an extended in-room universe (dedicated bar\/cupboard, designed elements) so that the brand is experienced, not just consumed.<\/p>\n<h3 id=\"ember909\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udcf2\ud83c\udf81 Digital and data: CRM, newsletter and gift personalization<\/h3>\n<p id=\"ember910\" class=\"ember-view reader-text-block__paragraph\">E-commerce is estimated at around <strong>10%<\/strong>. The priority is to strengthen customer relations. <\/p>\n<p id=\"ember911\" class=\"ember-view reader-text-block__paragraph\">The axes mentioned :<\/p>\n<ul>\n<li>expand <strong>CRM<\/strong> database<\/li>\n<li>keep in touch via <strong>newsletter<\/strong><\/li>\n<li>develop online <strong>personalization<\/strong>, in particular through <strong>gift packages<\/strong> that can be configured to suit specific occasions<\/li>\n<li>move towards a <strong>360\u00b0<\/strong> approach to customer experience<\/li>\n<\/ul>\n<h3 id=\"ember913\" class=\"ember-view reader-text-block__heading-3\">\ud83e\udde9 Summary: reaffirming identity for a better future<\/h3>\n<p id=\"ember914\" class=\"ember-view reader-text-block__paragraph\">This CEO&#8217;s Vision sets out a clear course:<\/p>\n<ul>\n<li>back to the <strong>gastronomic heart of<\/strong> Fauchon<\/li>\n<li>realign the brand with its <strong>historical DNA<\/strong><\/li>\n<li>consolidate Parisian roots without dispersion<\/li>\n<li>capitalize on a <strong>strong international image<\/strong><\/li>\n<li>enriching the experience through <strong>personalization and data<\/strong><\/li>\n<\/ul>\n<p id=\"ember916\" class=\"ember-view reader-text-block__paragraph\">After 140 years of existence, the challenge is not to reinvent Fauchon, but to <strong>re-anchor<\/strong> it <strong>in what has made it strong<\/strong>: the product, the experience and a certain idea of Parisian refinement.<\/p>\n<div class=\"reader-image-block reader-image-block--full-width\">\n<figure class=\"reader-image-block__figure\">\n<div class=\"ivm-image-view-model reader-image-block__img-container\">\n<div class=\"ivm-view-attr__img-wrapper \"><img decoding=\"async\" id=\"ember917\" class=\"ivm-view-attr__img--centered reader-image-block__img evi-image lazy-image ember-view\" src=\"https:\/\/media.licdn.com\/dms\/image\/v2\/D4E12AQEFnlnNdgReYQ\/article-inline_image-shrink_1500_2232\/B4EZx2TFasGcAU-\/0\/1771511242848?e=1777507200&amp;v=beta&amp;t=IystKvnlm6ZX_fMLzvMspWTjRiArdL2NLyN7CobyOyc\" alt=\"Article content\"><\/div>\n<\/div><figcaption class=\"reader-image-block__figure-image-caption display-block full-width text-body-small-open t-sans text-align-center t-black--light\"><\/figcaption><\/figure>\n<\/div>\n<h2 id=\"ember918\" class=\"ember-view reader-text-block__heading-2\">\ud83e\udd16 AI &amp; personalization: the French are more lucid, more demanding&#8230; and more cautious<\/h2>\n<p id=\"ember919\" class=\"ember-view reader-text-block__paragraph\"><a id=\"ember920\" class=\"ember-view\" tabindex=\"0\" href=\"https:\/\/www.linkedin.com\/in\/fr%C3%A9d%C3%A9ric-micheau-26110b33\/\">Fr\u00e9d\u00e9ric MICHEAU<\/a> (DGA OpinionWay) presented an exclusive OpinionWay x La Retail Tech study on <strong>&#8220;The French and the personalization of the shopping experience&#8221;,<\/strong> conducted among <strong>1,090 French people (aged 18 and over)<\/strong>.<\/p>\n<h3 id=\"ember921\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udcc9 From fantasy to reality: expectations slowing down<\/h3>\n<p id=\"ember922\" class=\"ember-view reader-text-block__paragraph\">Some <strong>64%<\/strong> of French people cite at least one expected improvement thanks to AI, but the level is down on last year. The idea is that we are moving from a sometimes &#8220;fantasized&#8221; AI to one that is perceived more <strong>realistically<\/strong>, after <strong>disappointments<\/strong> over certain benefits that are still not very visible. <\/p>\n<p id=\"ember923\" class=\"ember-view reader-text-block__paragraph\">The areas where the gap between promise and reality is most marked :<\/p>\n<ul>\n<li><strong>time savings<\/strong> (product search)<\/li>\n<li><strong>real-time availability<\/strong><\/li>\n<li><strong>returns management<\/strong>, which remains a difficult irritant to resolve<\/li>\n<\/ul>\n<h3 id=\"ember925\" class=\"ember-view reader-text-block__heading-3\">\ud83d\ude80 Young people remain ultra enthusiastic<\/h3>\n<p id=\"ember926\" class=\"ember-view reader-text-block__paragraph\">The generational contrast is clear: among <strong>18-24 year-olds<\/strong>, support remains very strong, with <strong>91%<\/strong> expressing at least one expectation of improvement via AI. They appear to be the audience most ready to project themselves into advanced uses. <\/p>\n<h3 id=\"ember927\" class=\"ember-view reader-text-block__heading-3\">\ud83c\udfaf What the French expect as a priority: 3 major blocks<\/h3>\n<h3 id=\"ember928\" class=\"ember-view reader-text-block__heading-3\">\u2705 1) More relevant<\/h3>\n<ul>\n<li><strong>Relevant personalized offers\/promotions: 28<\/strong><\/li>\n<li><strong>More relevant recommendations: 22<\/strong><\/li>\n<\/ul>\n<p id=\"ember930\" class=\"ember-view reader-text-block__paragraph\">The message is simple: less noise, more precision.<\/p>\n<h3 id=\"ember931\" class=\"ember-view reader-text-block__heading-3\">\u23f1\ufe0f 2) More speed (less effort)<\/h3>\n<ul>\n<li><strong>Reduce time spent looking for a product: 24%.<\/strong><\/li>\n<li><strong>Reduce waiting time for payment: 9%<\/strong> (less of a priority, but seen as a source of progress)<\/li>\n<\/ul>\n<h3 id=\"ember933\" class=\"ember-view reader-text-block__heading-3\">\ud83e\uddd1\ud83d\udcbb 3) Better customer service<\/h3>\n<ul>\n<li><strong>24\/7 customer support: 21<\/strong><\/li>\n<li><strong>More accurate delivery tracking: 19%<\/strong> (highly anticipated by younger customers)<\/li>\n<li><strong>Managing a return\/refund: 18<\/strong><\/li>\n<\/ul>\n<p id=\"ember935\" class=\"ember-view reader-text-block__paragraph\">Basically, AI is needed where the experience becomes fragmented: assistance, delivery, returns.<\/p>\n<div class=\"reader-image-block reader-image-block--full-width\">\n<figure class=\"reader-image-block__figure\">\n<div class=\"ivm-image-view-model reader-image-block__img-container\">\n<div class=\"ivm-view-attr__img-wrapper \"><img decoding=\"async\" id=\"ember936\" class=\"ivm-view-attr__img--centered reader-image-block__img evi-image lazy-image ember-view\" src=\"https:\/\/media.licdn.com\/dms\/image\/v2\/D4E12AQFd8oomJt9t5Q\/article-inline_image-shrink_400_744\/B4EZx2lfPRKIAc-\/0\/1771516065923?e=1777507200&amp;v=beta&amp;t=LgllJJ7bvra7Xs4j4QUKq_DP7w0wOcPnJZF4jWI2Rxk\" alt=\"Article content\"><\/div>\n<\/div><figcaption class=\"reader-image-block__figure-image-caption display-block full-width text-body-small-open t-sans text-align-center t-black--light\"><\/figcaption><\/figure>\n<\/div>\n<h3 id=\"ember937\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udd10 Personal data: caution on the rise, two exceptions<\/h3>\n<p id=\"ember938\" class=\"ember-view reader-text-block__paragraph\">A striking trend: the French are <strong>less inclined<\/strong> overall to share their data for personalization purposes.<\/p>\n<p id=\"ember939\" class=\"ember-view reader-text-block__paragraph\">Two exceptions stand out:<\/p>\n<ul>\n<li><strong>Purchasing preferences: 55<\/strong><\/li>\n<li><strong>Household composition: 53<\/strong><\/li>\n<\/ul>\n<p id=\"ember941\" class=\"ember-view reader-text-block__paragraph\">Then we see a drop-off:<\/p>\n<ul>\n<li>History of in-store purchases: <strong>48<\/strong><\/li>\n<li>Online purchase history: <strong>40%<\/strong> (significant difference, indicating sensitivity to digital traceability)<\/li>\n<li>Credit card payment history: <strong>22%<\/strong> (strong lock)<\/li>\n<\/ul>\n<h3 id=\"ember943\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udecd\ufe0f Where customization is most desired<\/h3>\n<p id=\"ember944\" class=\"ember-view reader-text-block__paragraph\">The French want personalization that is <strong>both useful and economical<\/strong>:<\/p>\n<ul>\n<li><strong>Offers &amp; promotions: 48%<\/strong> (well ahead, consistent with the purchasing power context)<\/li>\n<li>Delivery tracking: <strong>31<\/strong><\/li>\n<li>Product recommendations: <strong>30% discount<\/strong><\/li>\n<li>Customer service: <strong>27<\/strong><\/li>\n<li>Product customization: <strong>23<\/strong><\/li>\n<\/ul>\n<p id=\"ember946\" class=\"ember-view reader-text-block__paragraph\">Conversely, personalization of the &#8220;experience&#8221; in the sense of interface\/ambiance remains in the minority:<\/p>\n<ul>\n<li>Online experience: <strong>15% of<\/strong> sales<\/li>\n<li>In-store experience: <strong>9% of<\/strong> sales<\/li>\n<\/ul>\n<h3 id=\"ember948\" class=\"ember-view reader-text-block__heading-3\">\ud83e\udde9 Summary: AI is expected to improve efficiency&#8230; subject to conditions of trust<\/h3>\n<p id=\"ember949\" class=\"ember-view reader-text-block__paragraph\">This study shows an interesting shift: AI is still desired, but <strong>less to make people dream<\/strong> than to <strong>save time, increase relevance and improve service<\/strong>. At the same time, personalization now has to deal with a strong requirement: <strong>earning trust<\/strong>, as data sharing becomes more cautious. <\/p>\n<div class=\"reader-image-block reader-image-block--full-width\">\n<figure class=\"reader-image-block__figure\">\n<div class=\"ivm-image-view-model reader-image-block__img-container\">\n<div class=\"ivm-view-attr__img-wrapper \"><img decoding=\"async\" id=\"ember950\" class=\"ivm-view-attr__img--centered reader-image-block__img evi-image lazy-image ember-view\" src=\"https:\/\/media.licdn.com\/dms\/image\/v2\/D4E12AQELfyg1faLRbg\/article-inline_image-shrink_1500_2232\/B4EZx2WBolJMAU-\/0\/1771512014051?e=1777507200&amp;v=beta&amp;t=PjsHSlnssPB5xlkivuNuZN3kGUc3IBTt-iR1h-w9F_A\" alt=\"Article content\"><\/div>\n<\/div><figcaption class=\"reader-image-block__figure-image-caption display-block full-width text-body-small-open t-sans text-align-center t-black--light\"><\/figcaption><\/figure>\n<\/div>\n<h2 id=\"ember951\" class=\"ember-view reader-text-block__heading-2\">\ud83e\udd16 AI &amp; retail personalization: data first, agentic next<\/h2>\n<p id=\"ember952\" class=\"ember-view reader-text-block__paragraph\">There&#8217;s a lot of talk about AI as a gas pedal. The keynote by <a id=\"ember953\" class=\"ember-view\" tabindex=\"0\" href=\"https:\/\/www.linkedin.com\/in\/christopheboucreux\/\">Christophe Boucreux<\/a> (HUB Institute) reminds us of a less spectacular but decisive point: <strong>there can be no high-performance personalization without controlled data<\/strong>. Governance, quality, unification, reliable inventories, consistent product repositories&#8230; Without this foundation, AI doesn&#8217;t optimize the experience: it amplifies inconsistencies.  <\/p>\n<h3 id=\"ember954\" class=\"ember-view reader-text-block__heading-3\">\ud83c\udf0d The end of mass marketing<\/h3>\n<p id=\"ember955\" class=\"ember-view reader-text-block__paragraph\">Mass marketing is gradually giving way to individualized experiences. Two people side by side, same Google query, different results. Same moment, same platform, but a response adapted to each profile.  <\/p>\n<p id=\"ember956\" class=\"ember-view reader-text-block__paragraph\">This is already the norm with Google, Amazon and Netflix. The trajectory is clear: we&#8217;re moving from <strong>one-to-many<\/strong> to <strong>one-to-one<\/strong>. But this precision comes at a cost: more data, more content, more orchestration.  <\/p>\n<h3 id=\"ember957\" class=\"ember-view reader-text-block__heading-3\">\ud83e\udde9 Omnichannel: structural complexity<\/h3>\n<p id=\"ember958\" class=\"ember-view reader-text-block__paragraph\">Commerce is no longer linear. TikTok commerce, marketplaces, e-commerce sites, apps, stores, pick-ups, deliveries&#8230; the pathways are multiplying. <\/p>\n<p id=\"ember959\" class=\"ember-view reader-text-block__paragraph\">This implies :<\/p>\n<ul>\n<li>A consolidated view of data on all touchpoints.<\/li>\n<li>A consistent experience between digital and physical.<\/li>\n<li>The ability to produce continuous content (&#8220;365 marketing&#8221;).<\/li>\n<\/ul>\n<p id=\"ember961\" class=\"ember-view reader-text-block__paragraph\">Personalization no longer takes place on an isolated channel, but across the entire ecosystem.<\/p>\n<div class=\"reader-image-block reader-image-block--full-width\">\n<figure class=\"reader-image-block__figure\">\n<div class=\"ivm-image-view-model reader-image-block__img-container\">\n<div class=\"ivm-view-attr__img-wrapper \"><img decoding=\"async\" id=\"ember962\" class=\"ivm-view-attr__img--centered reader-image-block__img evi-image lazy-image ember-view\" src=\"https:\/\/media.licdn.com\/dms\/image\/v2\/D4E12AQFnxxmHrGqa1g\/article-inline_image-shrink_1500_2232\/B4EZx2l_y2H8AU-\/0\/1771516199248?e=1777507200&amp;v=beta&amp;t=LJ9j9ieWMX3MwLU_JhGb74n4oZie58wQ3kUpu_S-0Qo\" alt=\"Article content\"><\/div>\n<\/div><figcaption class=\"reader-image-block__figure-image-caption display-block full-width text-body-small-open t-sans text-align-center t-black--light\"><\/figcaption><\/figure>\n<\/div>\n<h3 id=\"ember963\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udcac Customer relations: automation and growth<\/h3>\n<p id=\"ember964\" class=\"ember-view reader-text-block__paragraph\">Chatbots, voicebots and conversational agents provide immediacy and 24\/7 availability. They also serve to strengthen teams by facilitating access to information and reducing repetitive tasks. <\/p>\n<p id=\"ember965\" class=\"ember-view reader-text-block__paragraph\">But the human-human relationship remains central. Emotion, trust and quality of advice cannot be replaced. Technology is becoming a driver of efficiency; the human being remains the guarantor of the experience.  <\/p>\n<h3 id=\"ember966\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udce9 CRM and email: personalization or fatigue<\/h3>\n<p id=\"ember967\" class=\"ember-view reader-text-block__paragraph\">In CRM, the pressure is on. Poorly personalized campaigns can generate disengagement and unsubscribing. In an RGPD context and a scarcity of usable data, every contact point counts.  <\/p>\n<p id=\"ember968\" class=\"ember-view reader-text-block__paragraph\">Personalization must be relevant, contextualized and aligned with the brand&#8217;s DNA.<\/p>\n<h3 id=\"ember969\" class=\"ember-view reader-text-block__heading-3\">\ud83c\udfac GenAI: accelerating creation<\/h3>\n<p id=\"ember970\" class=\"ember-view reader-text-block__paragraph\">Advertising content generation is becoming faster, cheaper and more flexible. Some major brands are already experimenting with AI-assisted production, with significant gains in terms of time and cost. <\/p>\n<p id=\"ember971\" class=\"ember-view reader-text-block__paragraph\">However, final quality always depends on human skill. The same tool can produce very different results depending on the visual, narrative and strategic culture of the person using it. Training teams is just as strategic as investing in technology.  <\/p>\n<h3 id=\"ember972\" class=\"ember-view reader-text-block__heading-3\">\ud83e\udded From personas to individual scenarios<\/h3>\n<p id=\"ember973\" class=\"ember-view reader-text-block__paragraph\">Traditional personas are showing their limitations. Two similar socio-demographic profiles can have radically different purchasing behaviors and intentions. <\/p>\n<p id=\"ember974\" class=\"ember-view reader-text-block__paragraph\">Personalization is evolving towards a logic of :<\/p>\n<ul>\n<li>Detection of weak signals,<\/li>\n<li>Behavioral analysis,<\/li>\n<li>Understanding the purchasing cycle.<\/li>\n<\/ul>\n<p id=\"ember976\" class=\"ember-view reader-text-block__paragraph\">The aim is no longer to target a category, but to respond to a precise intention in a given context.<\/p>\n<h3 id=\"ember977\" class=\"ember-view reader-text-block__heading-3\">\ud83d\uded2 Generative AI vs Agentic AI<\/h3>\n<p id=\"ember978\" class=\"ember-view reader-text-block__paragraph\">The distinction is structuring:<\/p>\n<ul>\n<li><strong>Generative AI<\/strong>: information retrieval, synthesis, recommendation.<\/li>\n<li><strong>Agentic AI<\/strong>: taking action (shopping cart creation, payment, path orchestration).<\/li>\n<\/ul>\n<p id=\"ember980\" class=\"ember-view reader-text-block__paragraph\">The agent becomes a &#8220;super concierge&#8221; capable of managing the entire purchasing process. Eventually, consumer agents could interact directly with brand agents. <\/p>\n<p id=\"ember981\" class=\"ember-view reader-text-block__paragraph\">This implies new thinking: being visible and relevant not only to a human, but also to an agent.<\/p>\n<h3 id=\"ember982\" class=\"ember-view reader-text-block__heading-3\">\ud83c\udfec The store: frictionless or experiential<\/h3>\n<p id=\"ember983\" class=\"ember-view reader-text-block__paragraph\">Two models coexist:<\/p>\n<ol>\n<li><strong>Frictionless<\/strong>: order via app, quick pick-up, simplified route.<\/li>\n<li><strong>Experiential<\/strong>: immersion, advice, enhanced human interaction.<\/li>\n<\/ol>\n<p id=\"ember985\" class=\"ember-view reader-text-block__paragraph\">Intelligent devices (augmented shopping carts, dynamic pricing, in-store recommendations) enhance the experience and optimize the use of real-time data.<\/p>\n<h3 id=\"ember986\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udd0e Conclusion<\/h3>\n<p id=\"ember987\" class=\"ember-view reader-text-block__paragraph\">Personalization isn&#8217;t just another layer of technology. It&#8217;s a structural transformation: <\/p>\n<ul>\n<li>Structure data before automating.<\/li>\n<li>Orchestrate omnichannel with consistency.<\/li>\n<li>Increase teams rather than replace them.<\/li>\n<li>Measuring the profitability of devices.<\/li>\n<\/ul>\n<p id=\"ember989\" class=\"ember-view reader-text-block__paragraph\">Technology is advancing fast. The real strategic question is <strong>how to create sustainable value by combining technological efficiency and human intelligence.<\/strong> <\/p>\n<div class=\"reader-image-block reader-image-block--full-width\">\n<figure class=\"reader-image-block__figure\">\n<div class=\"ivm-image-view-model reader-image-block__img-container\">\n<div class=\"ivm-view-attr__img-wrapper \"><img decoding=\"async\" id=\"ember990\" class=\"ivm-view-attr__img--centered reader-image-block__img evi-image lazy-image ember-view\" src=\"https:\/\/media.licdn.com\/dms\/image\/v2\/D4E12AQEfehfmMpBaog\/article-inline_image-shrink_1000_1488\/B4EZx2c.PvGsAQ-\/0\/1771513836234?e=1777507200&amp;v=beta&amp;t=UQrIX4mIxssQDFX5YjMInQo04JEDobUbWiiSq298nYU\" alt=\"Article content\"><\/div>\n<\/div><figcaption class=\"reader-image-block__figure-image-caption display-block full-width text-body-small-open t-sans text-align-center t-black--light\"><\/figcaption><\/figure>\n<\/div>\n<h2 id=\"ember991\" class=\"ember-view reader-text-block__heading-2\">\ud83e\udd16 AI &amp; hyperpersonalization: from buzz to use, from &#8220;perso&#8221; to hypercontext<\/h2>\n<p id=\"ember992\" class=\"ember-view reader-text-block__paragraph\">The round table between <a class=\"aUxTjkknBMAVFSemygaWNefULIgZMVodcss \" tabindex=\"0\" href=\"https:\/\/www.linkedin.com\/in\/ACoAABL8f_kB5R34NpmtHixTRU2GZMRq3BYwZGI?miniProfileUrn=urn%3Ali%3Afs_miniProfile%3AACoAABL8f_kB5R34NpmtHixTRU2GZMRq3BYwZGI\" target=\"_self\" data-test-app-aware-link=\"\"><strong>Fran\u00e7ois Marical<\/strong><\/a><strong> (Chief Data &amp; AI Officer, Cdiscount)<\/strong> and <a id=\"ember993\" class=\"ember-view\" tabindex=\"0\" href=\"https:\/\/www.linkedin.com\/in\/thierrypierre\/\">Thierry Pierre<\/a> ( <strong> Principal AI, ML &amp; GenAI Sales Specialist, AWS)<\/strong>set out a very concrete framework: personalization is not a &#8220;new subject&#8221;. It comes back in cycles. With each technological wave, a revolution is promised (data, rules-based chatbots, generative AI&#8230;), then real adoption takes time, stabilizes, and ends up transforming certain uses &#8211; often in a less spectacular way than announced, but more structuring over the long term.  <\/p>\n<p id=\"ember994\" class=\"ember-view reader-text-block__paragraph\">There was consensus on one point: <strong>much of the progress made is invisible<\/strong> to the consumer. Improving a search engine, after-sales routing or marketplace execution requires a great deal of effort&#8230; but is only tangible when it breaks down. And when the back-office doesn&#8217;t work (delivery, returns, refunds), the experience immediately becomes catastrophic.  <\/p>\n<h3 id=\"ember995\" class=\"ember-view reader-text-block__heading-3\">\ud83e\udde9 Hyperpersonalization: a catchword&#8230; that needs to be &#8220;personalized&#8221;.<\/h3>\n<p id=\"ember996\" class=\"ember-view reader-text-block__paragraph\">For Fran\u00e7ois Marical, hyper-personalization &#8220;means everything and nothing&#8221; if we don&#8217;t redefine it according to the realities of each retailer.<\/p>\n<p id=\"ember997\" class=\"ember-view reader-text-block__paragraph\">Use cases, expected value and even the level of complexity vary from sector to sector:<\/p>\n<ul>\n<li><strong>Luxury\/beauty<\/strong> can take the &#8220;person&#8221; approach very far (intimate purchases, advice, repetition, relationships).<\/li>\n<li>The<strong>food<\/strong> sector (very high frequency) has other challenges: getting people to come back, simplifying, avoiding irritants, without necessarily requiring extreme sophistication.<\/li>\n<li>And some needs are simple: you don&#8217;t need the same support to buy an &#8220;obvious&#8221; product as you do for a complex or highly contextualized purchase.<\/li>\n<\/ul>\n<div class=\"reader-image-block reader-image-block--full-width\">\n<figure class=\"reader-image-block__figure\">\n<div class=\"ivm-image-view-model reader-image-block__img-container\">\n<div class=\"ivm-view-attr__img-wrapper \"><img decoding=\"async\" id=\"ember999\" class=\"ivm-view-attr__img--centered reader-image-block__img evi-image lazy-image ember-view\" src=\"https:\/\/media.licdn.com\/dms\/image\/v2\/D4E12AQEyvxQ6aoiRjA\/article-inline_image-shrink_1500_2232\/B4EZx2ofvYJgAU-\/0\/1771516854926?e=1777507200&amp;v=beta&amp;t=GJlreATW0BmqfRGa4CFBJ4PX1JgAkiz2U0-MWLx3iP8\" alt=\"Article content\"><\/div>\n<\/div><figcaption class=\"reader-image-block__figure-image-caption display-block full-width text-body-small-open t-sans text-align-center t-black--light\"><\/figcaption><\/figure>\n<\/div>\n<h3 id=\"ember1000\" class=\"ember-view reader-text-block__heading-3\">\ud83e\udde0 Cdiscount: from &#8220;search&#8221; to &#8220;expression of need<\/h3>\n<p id=\"ember1001\" class=\"ember-view reader-text-block__paragraph\">At Cdiscount, the challenge is not just to push &#8220;more personalization&#8221;, but to better respond to very different intentions.<\/p>\n<p id=\"ember1002\" class=\"ember-view reader-text-block__paragraph\">Fran\u00e7ois Marical insists on an observed reality: we often have a very direct search (&#8220;I want X&#8221;), but we&#8217;re moving towards an era where the user formulates <strong>a situation<\/strong> rather than a product (&#8220;I want a phone that&#8217;s not too expensive for my mother&#8221;, &#8220;I&#8217;m looking for a wine to go with&#8230;&#8221;). The aim then becomes <strong>to adapt the response to the context<\/strong>, not just to a history. <\/p>\n<p id=\"ember1003\" class=\"ember-view reader-text-block__paragraph\">He employs a key idea: <strong>hyperpersonalization is often more like &#8220;hypercontextualization&#8221;.<\/strong> And for a multi-category platform, context can be more useful than the &#8220;persona&#8221;: the example given speaks for itself &#8211; having bought a burgundy doesn&#8217;t necessarily help to recommend a washing machine. In this type of universe, anything done &#8220;around the person&#8221; may be less useful than anything done &#8220;around the context&#8221;.  <\/p>\n<h3 id=\"ember1004\" class=\"ember-view reader-text-block__heading-3\">\ud83e\uddd1\ud83d\udcbb Marketplace: two customers, and the real wall&#8230; it&#8217;s the post-purchase.<\/h3>\n<p id=\"ember1005\" class=\"ember-view reader-text-block__paragraph\">Cdiscount (like Amazon) manages two types of customer:<\/p>\n<ul>\n<li><strong>buyers<\/strong><\/li>\n<li><strong>the sellers<\/strong><\/li>\n<\/ul>\n<p id=\"ember1007\" class=\"ember-view reader-text-block__paragraph\">For sales staff, personalization is also expressed through tools that facilitate onboarding, product showcasing and day-to-day management.<\/p>\n<p id=\"ember1008\" class=\"ember-view reader-text-block__paragraph\">On the buyer&#8217;s side, the heart of the problem often lies after the purchase, especially in the marketplace: <strong>delivery, messages, returns<\/strong>, understanding the steps involved. Customers can be lost in the customer area, unable to categorize their requests, and end up exchanging numerous messages before resolving an incident. <\/p>\n<p id=\"ember1009\" class=\"ember-view reader-text-block__paragraph\">The ambition described is very concrete: to <strong>shorten<\/strong>. Helping customers to formulate their question correctly (&#8220;my machine is broken&#8221;), suggesting that they add a photo, directing them to the right path (refund, after-sales service&#8230;), injecting the right context (order, status, conversation history) to avoid friction and speed up resolution. <\/p>\n<p id=\"ember1010\" class=\"ember-view reader-text-block__paragraph\">In this logic, AI doesn&#8217;t &#8220;solve everything&#8221;, but it does <strong>save time<\/strong> &#8211; and that&#8217;s a direct vector of satisfaction.<\/p>\n<p id=\"ember1011\" class=\"ember-view reader-text-block__paragraph\">One figure quoted during the exchange illustrates the adoption of these &#8220;little helpers&#8221;: <strong>67% of customers accepted the<\/strong> AI agent&#8217;s <strong>reformulation of their request<\/strong>.<\/p>\n<h3 id=\"ember1012\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udd01 Agentic: perceived value, gradual deployment<\/h3>\n<p id=\"ember1013\" class=\"ember-view reader-text-block__paragraph\">On agentic, the position is cautious: nobody has yet &#8220;clarified&#8221; what the perfect shopping experience is, and it will probably remain a <strong>mix of<\/strong> interfaces. In mobile, space is limited; switching to an entirely agentic world implies rethinking the historical pillars of online commerce (sales animation, retail media, etc.) and may disrupt an economic equilibrium. <\/p>\n<p id=\"ember1014\" class=\"ember-view reader-text-block__paragraph\">The course is nevertheless clear: agentic has real value, but we&#8217;ll get there as we go <strong>along<\/strong>, with learning phases for operational teams too (boosting a product, orchestrating a showcase, etc.).<\/p>\n<div class=\"reader-image-block reader-image-block--full-width\">\n<figure class=\"reader-image-block__figure\">\n<div class=\"ivm-image-view-model reader-image-block__img-container\">\n<div class=\"ivm-view-attr__img-wrapper \"><img decoding=\"async\" id=\"ember1015\" class=\"ivm-view-attr__img--centered reader-image-block__img evi-image lazy-image ember-view\" src=\"https:\/\/media.licdn.com\/dms\/image\/v2\/D4E12AQEDW1ezTzzJJw\/article-inline_image-shrink_1000_1488\/B4EZx2os7yJgAQ-\/0\/1771516911306?e=1777507200&amp;v=beta&amp;t=1VDemvDGLx5cUS1O59fgBC1SfEQ5e4PNmjPH9TbJvec\" alt=\"Article content\"><\/div>\n<\/div><figcaption class=\"reader-image-block__figure-image-caption display-block full-width text-body-small-open t-sans text-align-center t-black--light\"><\/figcaption><\/figure>\n<\/div>\n<h3 id=\"ember1016\" class=\"ember-view reader-text-block__heading-3\">\u2601\ufe0f AWS \/ Amazon: personalization is already &#8220;commonplace&#8221;&#8230; and we&#8217;re changing scale<\/h3>\n<p id=\"ember1017\" class=\"ember-view reader-text-block__paragraph\">Thierry Pierre puts the subject back on an industrial trajectory: product recommendation has become a standard, integrated &#8220;by default&#8221; into many e-commerce solutions &#8211; to the point where there is sometimes no longer any question of personalization.<\/p>\n<p id=\"ember1018\" class=\"ember-view reader-text-block__paragraph\">The real difference lies in :<\/p>\n<ul>\n<li>extension to new types of interaction (conversational)<\/li>\n<li>data convergence (transactional, navigation, product, support, content, etc.)<\/li>\n<li>and the ability to offer a contextualized experience throughout the cycle (before \/ during \/ after purchase).<\/li>\n<\/ul>\n<p id=\"ember1020\" class=\"ember-view reader-text-block__paragraph\">He also emphasizes an angle that is often overlooked: <strong>consent<\/strong>. The more explicit and understood consent is, the finer we can go. He points to a tension: refusing &#8220;in principle&#8221;, accepting &#8220;in practice&#8221;, sometimes without reading &#8211; a subject that has a direct impact on personalization.  <\/p>\n<h3 id=\"ember1021\" class=\"ember-view reader-text-block__heading-3\">\ud83e\udded Rufus: proof of use&#8230; without total search replacement<\/h3>\n<p id=\"ember1022\" class=\"ember-view reader-text-block__paragraph\">On Amazon&#8217;s side, Rufus is presented as a conversational experience built on purchase cycle history and data. Figures are shared: <\/p>\n<ul>\n<li><strong>250 million<\/strong> customers have purchased via Rufus since its launch<\/li>\n<li><strong>10 billion<\/strong> in incremental sales over about 18 months<\/li>\n<li><strong>60% higher conversion rate<\/strong> than traditional browsing<\/li>\n<\/ul>\n<p id=\"ember1024\" class=\"ember-view reader-text-block__paragraph\">However, traditional search has not been &#8220;replaced&#8221; everywhere: we are still in a phase where the majority of users are still using traditional navigation. The switchover will depend on habit and acceptance of interfaces. <\/p>\n<h3 id=\"ember1025\" class=\"ember-view reader-text-block__heading-3\">\ud83c\udfa5 Retail media &amp; content: native contextualization and generative creatives<\/h3>\n<p id=\"ember1026\" class=\"ember-view reader-text-block__paragraph\">Retail media is described as <strong>already hyper-contextualized by construction<\/strong>. Personalization is native (context, intention, placement), and generative AI opens up a new layer: producing adapted content (e.g. short advertising videos) according to context. <\/p>\n<p id=\"ember1027\" class=\"ember-view reader-text-block__paragraph\">Another lever mentioned was to capture upstream signals (&#8220;centers of interest&#8221;) using multimodality (text, images) to suggest products and services &#8211; a personalization that takes place even before a purchase need is expressed.<\/p>\n<h3 id=\"ember1028\" class=\"ember-view reader-text-block__heading-3\">\ud83e\udde9 Summary: less promise, more context, more continuity<\/h3>\n<p id=\"ember1029\" class=\"ember-view reader-text-block__paragraph\">This round table shows a clear evolution:<\/p>\n<ul>\n<li>Personalization comes back in waves, and generative AI puts the subject back at the center with new capabilities.<\/li>\n<li>The real leap is not &#8220;more data on the person&#8221;, but <strong>more context<\/strong>: intention, situation, moment, post-purchase, order status.<\/li>\n<li>Critical irritants (delivery, returns, after-sales marketplace) are where AI creates the most value, even if it&#8217;s less &#8220;visible&#8221; than window-dressing effects.<\/li>\n<li>The future will probably be <strong>hybrid<\/strong>: search + conversation, classic interfaces + agentic bricks, traditional AI + generative AI (complementary rather than substitutive).<\/li>\n<li>The limiting factor remains <strong>trust\/consent<\/strong>, an essential condition for moving towards more refined experiments.<\/li>\n<\/ul>\n<div class=\"reader-image-block reader-image-block--full-width\">\n<figure class=\"reader-image-block__figure\">\n<div class=\"ivm-image-view-model reader-image-block__img-container\">\n<div class=\"ivm-view-attr__img-wrapper \"><img decoding=\"async\" id=\"ember1031\" class=\"ivm-view-attr__img--centered reader-image-block__img evi-image lazy-image ember-view\" src=\"https:\/\/media.licdn.com\/dms\/image\/v2\/D4E12AQFCBZ5Cvsv7eQ\/article-inline_image-shrink_1000_1488\/B4EZx2g7LtJsAY-\/0\/1771514872811?e=1777507200&amp;v=beta&amp;t=84h07l9tl0ursI4LqBPwatfuRGBM8F5QzYoGIReD4m4\" alt=\"Article content\"><\/div>\n<\/div><figcaption class=\"reader-image-block__figure-image-caption display-block full-width text-body-small-open t-sans text-align-center t-black--light\"><\/figcaption><\/figure>\n<\/div>\n<h2 id=\"ember1032\" class=\"ember-view reader-text-block__heading-2\">\ud83e\udd1d Tech collaboration of the month: Actionable x Carrefour<\/h2>\n<p id=\"ember1033\" class=\"ember-view reader-text-block__paragraph\">A start-up launched just over two years ago, <strong>Actionable<\/strong>, co-founded by <a class=\"aUxTjkknBMAVFSemygaWNefULIgZMVodcss \" tabindex=\"0\" href=\"https:\/\/www.linkedin.com\/article\/edit\/7430253106535346176\/?author=urn%3Ali%3Afsd_company%3A2387491#\" target=\"_self\" data-test-app-aware-link=\"\"><strong>Nicolas Rieul<\/strong><\/a>and a major retail player, <strong>Carrefour<\/strong>, represented by <a class=\"aUxTjkknBMAVFSemygaWNefULIgZMVodcss \" tabindex=\"0\" href=\"https:\/\/www.linkedin.com\/in\/aude-bouzard?miniProfileUrn=urn%3Ali%3Afs_miniProfile%3AACoAAADhsgYBr-AWLCBFuhy37Z11EGWFAE5OuBo\" target=\"_self\" data-test-app-aware-link=\"\"><strong>Aude Bouzard<\/strong><\/a><strong> (Drive, Home Delivery &amp; BI Director)<\/strong>.<\/p>\n<p id=\"ember1034\" class=\"ember-view reader-text-block__paragraph\">At the heart of this collaboration is a seemingly simple, yet structuring challenge for modern retail &#8211; to <strong>move from reactive customer experience management to a predictive and proactive approach.<\/strong><\/p>\n<div class=\"reader-image-block reader-image-block--full-width\">\n<figure class=\"reader-image-block__figure\">\n<div class=\"ivm-image-view-model reader-image-block__img-container\">\n<div class=\"ivm-view-attr__img-wrapper \"><img decoding=\"async\" id=\"ember1035\" class=\"ivm-view-attr__img--centered reader-image-block__img evi-image lazy-image ember-view\" src=\"https:\/\/media.licdn.com\/dms\/image\/v2\/D4E12AQGX4zojT1mckQ\/article-inline_image-shrink_1000_1488\/B4EZx2o3ylJMAQ-\/0\/1771516955805?e=1777507200&amp;v=beta&amp;t=sC-0fTZq2CP9e9rTAzcnaSK1Znzn8GEYXAgKskpaPL4\" alt=\"Article content\"><\/div>\n<\/div><figcaption class=\"reader-image-block__figure-image-caption display-block full-width text-body-small-open t-sans text-align-center t-black--light\"><\/figcaption><\/figure>\n<\/div>\n<h3 id=\"ember1036\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udcc9 The starting point: customer silence<\/h3>\n<p id=\"ember1037\" class=\"ember-view reader-text-block__paragraph\">Two key findings:<\/p>\n<ul>\n<li><strong>95% of customers do not express dissatisfaction.<\/strong><\/li>\n<li>In B2C, only <strong>5% respond to satisfaction surveys.<\/strong><\/li>\n<\/ul>\n<p id=\"ember1039\" class=\"ember-view reader-text-block__paragraph\">Traditional methods (NPS, post-purchase surveys, verbatims) therefore capture a minority. And in a context like that of the drive-thru &#8211; with almost <strong>1,000 stores in France<\/strong>, operated either directly or with partners &#8211; understanding the reality on the ground store by store becomes a major challenge. <\/p>\n<p id=\"ember1040\" class=\"ember-view reader-text-block__paragraph\">At Carrefour, the problem is particularly acute with <strong>first-time buyers<\/strong>. An unsuccessful first experience leads to very high churn. After a first purchase, detractors show <strong>20 points more churn in 3 months<\/strong> than those who had a good first experience.  <\/p>\n<p id=\"ember1041\" class=\"ember-view reader-text-block__paragraph\">In other words: a bad first impression&#8230; and the customer leaves in silence.<\/p>\n<h3 id=\"ember1042\" class=\"ember-view reader-text-block__heading-3\">\ud83e\udde0 From raw data to predicted satisfaction<\/h3>\n<p id=\"ember1043\" class=\"ember-view reader-text-block__paragraph\">Actionable&#8217;s approach is based on a clear architecture:<\/p>\n<ul>\n<li>Leverage <strong>existing data lakes and CDPs<\/strong><\/li>\n<li>Setting up <strong>structured data sharing<\/strong><\/li>\n<li>Creation of a <strong>vertical<\/strong>, standardized and documented <strong>data model<\/strong><\/li>\n<li>Launch of prediction algorithms for tabular and granular data<\/li>\n<\/ul>\n<p id=\"ember1045\" class=\"ember-view reader-text-block__paragraph\">In the case of the Carrefour drive, this includes, for example:<\/p>\n<ul>\n<li>the number of missing products,<\/li>\n<li>waiting time,<\/li>\n<li>claims processing times,<\/li>\n<li>and hundreds of other operational variables.<\/li>\n<\/ul>\n<p id=\"ember1047\" class=\"ember-view reader-text-block__paragraph\">The aim: to establish a scientific link between operational experience, satisfaction, re-purchase and churn.<\/p>\n<div class=\"reader-image-block reader-image-block--full-width\">\n<figure class=\"reader-image-block__figure\">\n<div class=\"ivm-image-view-model reader-image-block__img-container\">\n<div class=\"ivm-view-attr__img-wrapper \"><img decoding=\"async\" id=\"ember1048\" class=\"ivm-view-attr__img--centered reader-image-block__img evi-image lazy-image ember-view\" src=\"https:\/\/media.licdn.com\/dms\/image\/v2\/D4E12AQH7Wdoi9l6c8A\/article-inline_image-shrink_1500_2232\/B4EZx2o.oWIMAU-\/0\/1771516982307?e=1777507200&amp;v=beta&amp;t=21W33pH5cxHcXHEKue4YUQsoP984Ejvh28x6VhYhG2k\" alt=\"Article content\"><\/div>\n<\/div><figcaption class=\"reader-image-block__figure-image-caption display-block full-width text-body-small-open t-sans text-align-center t-black--light\"><\/figcaption><\/figure>\n<\/div>\n<h3 id=\"ember1049\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udd0e Concrete, actionable inflection points<\/h3>\n<p id=\"ember1050\" class=\"ember-view reader-text-block__paragraph\">The analysis enables precise thresholds to be identified, which are easy to understand and manage in-store.<\/p>\n<p id=\"ember1051\" class=\"ember-view reader-text-block__paragraph\"><strong>\ud83d\uded2 Order compliance<\/strong><\/p>\n<p id=\"ember1052\" class=\"ember-view reader-text-block__paragraph\">A customer orders 35 to 40 items. Going from <strong>1 to 2 missing products<\/strong> results in <strong>-18 satisfaction points<\/strong>. <\/p>\n<p id=\"ember1053\" class=\"ember-view reader-text-block__paragraph\">Impact varies according to category: a missing product in <strong>baby food<\/strong> weighs more than fruit or pasta.<\/p>\n<p id=\"ember1054\" class=\"ember-view reader-text-block__paragraph\">It&#8217;s a clear operational lever, store by store.<\/p>\n<p id=\"ember1055\" class=\"ember-view reader-text-block__paragraph\"><strong>\u23f1 Waiting time at the drive<\/strong><\/p>\n<p id=\"ember1056\" class=\"ember-view reader-text-block__paragraph\">Key threshold identified: <strong>6 minutes<\/strong>.<\/p>\n<ul>\n<li>Below: majority of developers.<\/li>\n<li>Above: <strong>-18 satisfaction points<\/strong>.<\/li>\n<\/ul>\n<p id=\"ember1058\" class=\"ember-view reader-text-block__paragraph\">Each additional minute progressively degrades the experience, with a noticeable acceleration beyond 13-14 minutes.<\/p>\n<p id=\"ember1059\" class=\"ember-view reader-text-block__paragraph\">This makes it possible to set a simple standard: aim for 5-6 minutes. There&#8217;s no point in over-investing to get down to 1 minute; the marginal impact would be small. <\/p>\n<p id=\"ember1060\" class=\"ember-view reader-text-block__paragraph\"><strong>\ud83d\udcde Claims processing time<\/strong><\/p>\n<p id=\"ember1061\" class=\"ember-view reader-text-block__paragraph\">Initially off the operational radar.<\/p>\n<p id=\"ember1062\" class=\"ember-view reader-text-block__paragraph\">Threshold identified: <strong>11 hours<\/strong>. Handling a claim in less than 11 hours generates <strong>+13 NPS points<\/strong>. <\/p>\n<p id=\"ember1063\" class=\"ember-view reader-text-block__paragraph\">This psychological threshold has been highlighted through data analysis, revealing a powerful and concrete lever.<\/p>\n<h3 id=\"ember1064\" class=\"ember-view reader-text-block__heading-3\">\ud83c\udfaf A new era for CRM<\/h3>\n<p id=\"ember1065\" class=\"ember-view reader-text-block__paragraph\">Thanks to the predictive model, Carrefour can now assign a predictive satisfaction score to <strong>82-90% of customers<\/strong>, even if they don&#8217;t respond to surveys.<\/p>\n<p id=\"ember1066\" class=\"ember-view reader-text-block__paragraph\">This opens up a radically different CRM logic:<\/p>\n<ul>\n<li>Isolating silent detractors<\/li>\n<li>Adjusting commercial generosity to the probability of churn<\/li>\n<li>Prioritizing relationship paths<\/li>\n<li>Targeted activation for at-risk first-time buyers<\/li>\n<\/ul>\n<p id=\"ember1068\" class=\"ember-view reader-text-block__paragraph\">Initial tests show significant results: \ud83d\udc49 <strong>up to x7 in additional sales<\/strong> on certain targeted activations.<\/p>\n<h3 id=\"ember1069\" class=\"ember-view reader-text-block__heading-3\">\ud83d\ude80 Predict&#8230; then act in store<\/h3>\n<p id=\"ember1070\" class=\"ember-view reader-text-block__paragraph\">The next step goes even further.<\/p>\n<p id=\"ember1071\" class=\"ember-view reader-text-block__paragraph\">Predictive information can be integrated directly into store team tools:<\/p>\n<ul>\n<li>The preparer knows the customer&#8217;s predictive score<\/li>\n<li>It identifies a risk of churn<\/li>\n<li>He adapts his speech or pays special attention<\/li>\n<\/ul>\n<p id=\"ember1073\" class=\"ember-view reader-text-block__paragraph\">A simple, contextualized human exchange &#8211; &#8220;Sorry about the wait last time&#8221; &#8211; can be enough to recreate attachment.<\/p>\n<p id=\"ember1074\" class=\"ember-view reader-text-block__paragraph\">Data thus becomes a lever for action in the field, not just an analytical tool.<\/p>\n<h3 id=\"ember1075\" class=\"ember-view reader-text-block__heading-3\">\ud83d\udd0e What this collaboration shows<\/h3>\n<ul>\n<li>Satisfaction is not limited to surveys.<\/li>\n<li>Operational data is a strategic asset.<\/li>\n<li>Prediction helps prioritize and allocate resources intelligently.<\/li>\n<li>The human factor remains central to activation.<\/li>\n<\/ul>\n<p id=\"ember1077\" class=\"ember-view reader-text-block__paragraph\">We&#8217;re no longer just talking about measuring the customer experience. We&#8217;re talking about <strong>managing it in real time, store by store, customer by customer.<\/strong> <\/p>\n<p id=\"ember1078\" class=\"ember-view reader-text-block__paragraph\">The real breakthrough is not technological. It lies in the shift from reactive to proactive. <\/p>\n","protected":false},"excerpt":{"rendered":"<p>For the 33\u1d49 edition of Retail Tech Thursdays, Barbara SARRE-DEROUBAIX and Mike Hadjadj \ud83d\udecd\ufe0f had imagined a special program around AI and hyperpersonalization. Even if a similar theme had already been addressed last November, notably around agentic commerce, it&#8217;s clear just how much the market has changed in just a few months: technologies are maturing [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":14104,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[49],"tags":[],"class_list":["post-14106","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-insights"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.6 (Yoast SEO v27.0) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>AI &amp; hyperpersonalization: what you need to know from the Retail Tech Thursdays (February 2026) - Optimal Ways, l&#039;agence de digital analytics et d&#039;optimisation pour l&#039;ecommerce (Paris, Lille)<\/title>\n<meta name=\"description\" content=\"For the 33\u1d49 edition of Retail Tech Thursdays, Barbara SARRE-DEROUBAIX and Mike Hadjadj \ud83d\udecd\ufe0f had imagined a special program around AI and\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.optimalways.com\/en\/2026\/04\/ai-hyperpersonalization-what-you-need-to-know-from-the-retail-tech-thursdays-february-2026\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI &amp; 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