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    "page": {
        "title": "From the Shelf to the Algorithm",
        "url": "https://gfu.de/en/from-the-shelf-to-the-algorithm/",
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        "language": "en_US",
        "published": "2026-05-08T06:51:00+00:00",
        "modified": "2026-06-28T14:29:44+00:00",
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        "meta_title": "AI in Retail: From the Shelf to the Algorithm Today",
        "meta_description": "Explore how AI in retail is reshaping nonlinear shopper journeys, product discovery, and brand competition across physical stores and digital channels.",
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            "AI in retail",
            "retail algorithms",
            "shopper journey",
            "AI search",
            "digital retail"
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            "social commerce",
            "e-commerce growth",
            "purchase decisions",
            "TikTok Shop",
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    "content": {
        "excerpt": "... and what it means for brands that have to find their way between physical points of sale and digital algorithms",
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        "full_text_html": "\n<div class=\"block block--spacer block--spacer-50 block--bg-transparent\" style=\"height: 50px\" aria-hidden=\"true\">\n    </div>\n\n\n\n<section class=\"block block--text block--bg-transparent block--pad-none block--text--layout-split block--text--text-anthrazit block--text--no-button\">\n    <div class=\"container block__inner\">\n\n        <div class=\"text__content\">\n            \n            <h2 class=\"text__heading\">How AI Is Rewriting the Rules of Retail</h2>\n                            <div class=\"text__body\"><p>Most recently, we examined how consumers are increasingly taking a strategic approach to their purchasing decisions – deliberately timing their purchases around promotional periods and spending more than originally planned at the right moment. Now we take a look at the bigger picture: the volatile market environment that is shaping this behavior – and what it means for brands that have to find their way between physical points of sale and digital algorithms.</p>\n</div>\n                    </div>\n\n        \n    </div>\n</section>\n\n\n\n<div class=\"block block--spacer block--spacer-50 block--bg-transparent\" style=\"height: 50px\" aria-hidden=\"true\">\n    </div>\n\n\n\n<section class=\"block block--text block--bg-transparent block--pad-none block--text--layout-split block--text--text-anthrazit block--text--no-button\">\n    <div class=\"container block__inner\">\n\n        <div class=\"text__content\">\n            \n            <h2 class=\"text__heading\">Nonlinear paths to purchase are becoming established</h2>\n                            <div class=\"text__body\"><p>However, the most important shift is taking place away from the shelf. Retail is no longer a linear path – from discovering a product to visiting a store. Today, consumers move fluidly between e-commerce, social commerce, same-day delivery, brick-and-mortar retail, and increasingly AI-supported research. In doing so, they shape their own customer journey in real time. In 2025, online TCG sales grew by 8% compared with 3% in brick-and-mortar retail. Nearly one in five consumers buys directly via TikTok Shop, and 16% regularly used express delivery services. All signs that the chain of how consumers become aware of products and the subsequent conversion is fragmenting rapidly.</p>\n</div>\n                    </div>\n\n        \n    </div>\n</section>\n\n\n\n<div class=\"block block--spacer block--spacer-50 block--bg-transparent\" style=\"height: 50px\" aria-hidden=\"true\">\n    </div>\n\n\n\n<section class=\"block block--media block--pad-normal block--bg-transparent block--media--source-image block--media--fit-cover block--media--width-container\">\n    <div class=\"container media__wrapper\">\n\n        <figure class=\"media__figure\">\n\n            <div class=\"media__frame\">\n                                    <img class=\"media__image\" src=\"https://gfu.de/wp-content/uploads/2026/05/content_11_2026_KIBerater_EN.webp\" alt=\"\" width=\"1200\" height=\"627\" loading=\"lazy\">\n                    \n                            </div>\n\n            \n        </figure>\n\n    </div>\n</section>\n\n\n\n\n\n<section class=\"block button-block button-block--align-left block--pad-normal\">\n    <div class=\"container button-block__inner\">\n        <a class=\"btn btn--outline-navy\" href=\"https://gfu.de/en/infografiken/ai-as-the-new-shopping-companion/\" target=\"_blank\" rel=\"noopener\">Download infographic</a>    </div>\n</section>\n\n\n\n<div class=\"block block--spacer block--spacer-50 block--bg-transparent\" style=\"height: 50px\" aria-hidden=\"true\">\n    </div>\n\n\n\n<section class=\"block block--text block--bg-transparent block--pad-none block--text--layout-split block--text--text-anthrazit block--text--no-button\">\n    <div class=\"container block__inner\">\n\n        <div class=\"text__content\">\n            \n            <h2 class=\"text__heading\">AI as decision-maker: Onto the shortlist – or out</h2>\n                            <div class=\"text__body\"><p>And AI is driving this fragmentation into an entirely new phase. Already, 10% of consumers use AI search in their purchase decisions – for Q4 2025 alone, a share of 12% is forecast. Shoppers use AI to compare models, summarize reviews, understand technical specifications, and find the best deals. AI has moved beyond the experimentation stage – it is becoming a decision-making authority that determines what makes it onto the imagined, personal shortlist.</p>\n<p>This fundamentally changes competition. When the in-store shelf extends into algorithms, product pages, specifications, promises, reviews, and content structures must not be built for humans alone. They must also be built for AI systems that analyze, compare, and recommend. The winners in 2026 will not be the brands with the broadest assortment or the loudest promotions. They will be those that simplify decisions. Because consumers arrive already informed, focused, and increasingly advised by machines – even before they enter a store.</p>\n</div>\n                    </div>\n\n        \n    </div>\n</section>\n\n\n\n<div class=\"block block--spacer block--spacer-50 block--bg-transparent\" style=\"height: 50px\" aria-hidden=\"true\">\n    </div>\n\n\n\n<section class=\"block block--stimmen block--pad-normal block--bg-dunkelbeige block--stimmen--image-left block--stimmen--single block--pause-on-hover block--inset block--rounded\" data-stimmen-slider=\"1\" data-autoplay-speed=\"8\">\n\n    \n    <div class=\"container stimmen__inner\">\n\n        \n        <div class=\"stimmen__stage\">\n\n            <div class=\"stimmen__slides\" role=\"group\">\n                                    <article class=\"stimmen__slide is-active stimmen__slide--no-avatar\" data-slide-index=\"0\" aria-hidden=\"false\">\n                        \n                        <div class=\"stimmen__body\">\n                            <p class=\"stimmen__meta\">\n                                <strong class=\"stimmen__name\">Nevin Francis, Senior Director</strong>\n                                                                    <span class=\"stimmen__role\">Global Strategic Insights at NIQ.</span>\n                                                            </p>\n\n                            <blockquote class=\"stimmen__quote\"><p>“In the age of agentic AI, the roles of ‘consumer’ and ‘shopper’ are increasingly drifting apart, with one becoming the person experiencing the purchase and the other the one actually making the purchase.”</p></blockquote>\n\n                                                    </div>\n                    </article>\n                            </div>\n\n            \n        </div>\n    </div>\n</section>\n"
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                    "answer": "AI is changing retail by helping shoppers compare products, summarize reviews, understand specifications, and find deals before they buy.",
                    "question": "How is AI changing retail?"
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                {
                    "answer": "Purchase journeys are becoming nonlinear because consumers move between e-commerce, social commerce, delivery services, stores, and AI-supported research in real time.",
                    "question": "Why are purchase journeys becoming nonlinear?"
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                    "answer": "AI search helps consumers narrow choices by analyzing product information, reviews, prices, and specifications to create a personalized shortlist.",
                    "question": "What role does AI search play in shopping decisions?"
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                    "answer": "Brands need to optimize for algorithms because AI systems increasingly analyze, compare, and recommend products before consumers visit a store or complete a purchase.",
                    "question": "Why do brands need to optimize for algorithms?"
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                {
                    "answer": "It means retail competition is moving beyond physical shelf placement to digital visibility, structured product content, reviews, and AI-readable information.",
                    "question": "What does the shift from shelf to algorithm mean?"
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                    "answer": "Social commerce is fragmenting the path to purchase, with platforms like TikTok Shop allowing consumers to discover and buy products directly within social channels.",
                    "question": "How is social commerce affecting retail?"
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                    "answer": "Brands that simplify decisions with clear product data, useful content, strong reviews, and AI-friendly structures are more likely to win in AI-driven retail.",
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