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2026","authors":[],"tag":{"tagText":"리테일 소비재","tagColor":"#29B5E8"},"title":{"lines":["A Revolution Unfolding: AI Actively Reshaping Decades of Consumer Shopping Habits"],"type":"heading2",":type":"snowflake-site/components/title-v2"},":type":"snowflake-site/components/blog/blog-hero"}},":itemsOrder":["blog_hero"]},"responsivegrid_content":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"blog_text":"aem-GridColumn aem-GridColumn--default--12"},"columnCount":12,"appliedCssClassNames":"snowflake-layout-container-inner-padding-small",":items":{"blog_text":{"id":"blog-text-cf93f0947f","text":"\u003Cp\u003E\u003Ci\u003ESignals on Direction of Travel from Recent Announcements and Implications for Consumer Behavior\u003C/i\u003E\u003C/p\u003E\r\n\u003Cp\u003EWhile buzz around AI has remained at a fever pitch since OpenAI’s November 2022 launch of ChatGPT, only recently has a clear picture of this transformative technology’s impact on commerce started to emerge. It is not a stretch to say that \u003Cb\u003Ethe foundation underpinning decades of consumer shopping behavior has forever shifted\u003C/b\u003E.\u003C/p\u003E\r\n\u003Cp\u003EAnd as would be expected of any emerging technology like this, capabilities continue to mature at a rapid pace and key ecosystem players — ranging from model and chatbot providers to leading retailers — have rolled out a dizzying array of AI-enabled shopping offerings.\u003C/p\u003E\r\n\u003Cp\u003EIn our conversations with executives at leading retailers and consumer brands around the world, we consistently hear some variant of the same question: \u003Ci\u003E“What does this mean for my business and where should I be investing to enhance my data infrastructure, tech stack and marketing efforts?”\u003C/i\u003E\u003C/p\u003E\r\n\u003Cp\u003EThis post — covering recent developments and the likely impact on consumer behavior — is the first in a series of three designed to answer that question. Subsequent posts will analyze the implications for retailers and consumer brands with a focus on providing actionable playbooks and an enablement framework that position organizations to thrive — not just survive — in this era of AI-fueled commerce.\u003C/p\u003E\r\n\u003Ch3\u003EThe Noise…\u003C/h3\u003E\r\n\u003Cp\u003EIn September, Google effectively fired the starting gun - albeit one unnoticed by the general public and many organizations — with the launch of \u003Ca href=\"https://cloud.google.com/blog/products/ai-machine-learning/announcing-agents-to-payments-ap2-protocol\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003EAgent Payments Protocol\u003C/a\u003E. Dubbed AP2 and announced alongside more than 60 partner organizations including American Express and Mastercard, it is an open protocol designed to standardize how AI agents securely execute financial transactions on behalf of users. Architected with more complex, multi-agent transactions in mind, it is a useful peek into the agentic ecosystem Google expects to emerge over time.\u003C/p\u003E\r\n\u003Cp\u003ELess than two weeks later, OpenAI truly put AI-enabled commerce on the map with the launch of \u003Ca href=\"https://openai.com/index/buy-it-in-chatgpt/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003EInstant Checkout\u003C/a\u003E. While many have long forecasted such a development, which enables consumers to buy products directly within the ChatGPT interface, the ‘weight’ of this release caught the market by surprise. What made this more than a standard press release was a combination of notable launch partners like Stripe and Shopify, an aggressive roadmap with plans for multi-item carts and expansion to new merchants and regions, and immediate GA availability for consumers to buy products from Etsy sellers. It was a message to the market that commerce would become a central feature within AI interfaces.\u003C/p\u003E\r\n\u003Cp\u003EEqually important, perhaps, was the decision to open-source the technology behind Instant Checkout at launch. Co-developed with Stripe, Agentic Commerce Protocol (ACP) was positioned as “an open standard for AI commerce that lets AI agents, people, and businesses work together to complete purchases.” Just as Instant Checkout itself was an early proof of concept for AI-enabled commerce, ACP — along with more recent feature launches like ‘Available from the Web’ within Amazon’s Rufus chatbot — makes it clear that \u003Cb\u003Einteroperability and cross-ecosystem connective tissue will be the rule and not the exception\u003C/b\u003E as this form of commerce gains traction.\u003C/p\u003E\r\n\u003Cp\u003EWhile these announcements garnered the bulk of the early attention, there were a few developments months earlier that gave us a preview of the changes to come, notably: (i) OpenAI launched \u003Ca href=\"https://openai.com/index/introducing-operator/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003EOperator Agent\u003C/a\u003E, a research preview of an agent that could interface with the web just as a human user would; (ii) Google released \u003Ca href=\"https://search.google/ways-to-search/ai-mode/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003EAI Mode\u003C/a\u003E, a rethink of the search-based shopping journey that blends Gemini’s conversational capabilities with the Google Shopping Graph and suggests relevant products, supports price tracking, and offers a seamless option to complete a purchase right from the chat interface; and (iii) Microsoft announced the \u003Ca href=\"https://www.microsoft.com/en-us/microsoft-copilot/blog/2025/04/18/introducing-the-copilot-merchant-program/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003ECopilot Merchant Program\u003C/a\u003E which helps merchants integrate their shopping experience within the Copilot app and systematically share product details with Microsoft.\u003C/p\u003E\r\n\u003Cp\u003EIn the months since, we have seen momentum build across five critical areas…\u003C/p\u003E\r\n\u003Col\u003E\r\n\u003Cli\u003E\u003Cp\u003EBroadening out of \u003Cb\u003Eretailer participation\u003C/b\u003E with existing offerings (e.g., transactions with Walmart and Sam’s Club supported within the ChatGPT interface using Instant Checkout).\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003EEntrance of \u003Cb\u003Eother AI companies\u003C/b\u003E into the commerce space (e.g., Buy with Pro from Perplexity).\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003ENew \u003Cb\u003Epayment partnerships\u003C/b\u003E (e.g., PayPal integration with ChatGPT).\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003EMore \u003Cb\u003Erobust shopping features\u003C/b\u003E (including more insightful responses to shopping-related queries that resemble a personalized ‘buyer’s guide’).\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003ECommunication protocols that will enable an efficient scaling of ecosystem partnerships (e.g., Perplexity Merchant Program which simplifies the process of sharing product specs with Perplexity).\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003C/ol\u003E\r\n\u003Ch3\u003E…Obscuring the Signal\u003C/h3\u003E\r\n\u003Cp\u003ETaken together, these developments can represent one of two things for retail and consumer goods leaders: either a confusing cacophony of seemingly-unrelated noise or a mosaic revealing a picture of the commerce model of the future.\u003C/p\u003E\r\n\u003Cp\u003EIn an effort to tip the scales in favor of the latter, we have identified four foundational trends that are likely to endure as this space continues to mature:\u003C/p\u003E\r\n\u003Cp\u003E\u003Cimg 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\" width=\"624\" height=\"248\"\u003E\u003C/p\u003E\r\n\u003Cp\u003EThe most critical unknown at the moment relates to a dynamic directly interwoven with each of these trends. In the next section we provide a point of view on this fundamental question: To what extent will AI change the nature of consumer shopping behavior and what specific shifts will we see in the path to purchase?\u003C/p\u003E\r\n\u003Ch3\u003EOld Habits Die (Somewhat) Hard\u003C/h3\u003E\r\n\u003Cp\u003ESo in a world where the path to purchase is increasingly influenced by AI assistants and agentic commerce offerings, how does consumer behavior change?\u003C/p\u003E\r\n\u003Cp\u003EFirst it is important to identify the types of shopping missions that will have a higher propensity to be influenced by agentic or AI-enabled shopping tools. We can easily see a world emerge in which \u003Cb\u003Ethe role of AI in commerce and its impact on channel realignment neatly aligns with the type of shopping mission\u003C/b\u003E.\u003C/p\u003E\r\n\u003Cp\u003EHigher consideration purchases — think new winter parka or luggage for an upcoming trip to Italy — will be ripe for disruption with \u003Cb\u003EAI's deep research capabilities offering a step-change improvement in the efficiency and effectiveness of brand, product and retailer selection\u003C/b\u003E. The transaction itself will initially still take place away from AI on an ecommerce site offering sharp pricing and convenience or in a physical store where consumers can touch a product and satisfy a need for immediacy. Over time, however, transactions will begin to shift to the chatbot interface itself with a human shopper remaining 'in the loop' and clicking the 'Buy Now' button to make the purchase.\u003C/p\u003E\r\n\u003Cp\u003E\u003Cb\u003ELower consideration purchases that are more sporadic (i.e., not consistently recurring) will remain, for the time being, largely untouched by AI.\u003C/b\u003E Most consumers will not see a need to consult AI on the purchase and will continue defaulting to their established brand, product and retailer preference. As an example, my family splurges every few weeks on special treats for our kids' school lunches. These are low-stakes and somewhat spur-of-the-moment decisions that are in part driven by our kids. The transaction happens in a physical store and the product choice is at the whim of their young minds. A structured, data-driven research journey ending in an agentic transaction has no role to play in these missions.\u003C/p\u003E\r\n\u003Cp\u003EOn the other hand, \u003Cb\u003Erecurring purchases of commoditized items will shift to automated and agentic offerings\u003C/b\u003E. This can be viewed as the logical evolution of existing in-market options like Amazon's Subscribe & Save. Unlike these types of solutions - which require a consumer to navigate to an individual product detail page before clicking 'Subscribe' - agentic commerce will enable consumers to simply define a need (e.g., "Take care of my weekly grocery shop to stock up on the 15 items I buy every Saturday") and provide guardrails (details on brand and product preference along with pricing limits in the previous example) after which the tool will proactively execute the shopping mission.\u003C/p\u003E\r\n\u003Cp\u003EInterestingly, as shopping journeys increasingly center around natural language conversations with a chatbot, \u003Cb\u003Ethe starting point will often be a specific need or want\u003C/b\u003E (\u003Ci\u003E“I’m looking to buy all the things I need to run my first marathon”\u003C/i\u003E) rather than a journey to buy a specific brand that has established salience (e.g., \u003Ci\u003E“I’m going to buy a pair of shoes from Brand ABC”\u003C/i\u003E) or a proactive plan to visit a favored retailer (\u003Ci\u003E“Let me check out the options at Retailer XYZ”\u003C/i\u003E). With that said, as options are surfaced in a chat interface, \u003Cb\u003Ebrand does still matter\u003C/b\u003E. All else equal, consumers will still opt the majority of the time for a product brand or retailer where there is an established affinity underpinned by mental availability, distinctiveness and relevance.\u003C/p\u003E\r\n\u003Cp\u003EHowever, the wild card is how the chatbot positions each brand, product and retailer against one another. This directly gets to \u003Cb\u003Ethe changing nature of physical availability and consumer preference\u003C/b\u003E. In the past there was much more of an information asymmetry where shoppers operated with only minimal information on product quality and often defaulted to using ‘brand’ as a proxy for expected satisfaction with a product or retail experience. AI will fundamentally reshape that dynamic with consumer purchases increasingly driven by a nuanced analysis of extensive metadata and deep research of reviews and consumer sentiment. Put another way, \u003Cb\u003Egut feel decisioning will fade as dispassionate, data-driven analysis by AI gains prominence\u003C/b\u003E.\u003C/p\u003E\r\n\u003Cp\u003EOn a related note, a key currency for both brands and retailers has long been ease of transaction (aka physical availability), namely door coverage and shelf space for brands, store location for brick and mortar retailers, and a smooth CX for ecommerce players. Yet an advanced shopping agent is uninterested in an elegant checkout flow on an ecommerce site and will never be swayed by visual merchandising on a store endcap. As we explore in subsequent articles, the implications for brands and retailers are profound. \u003C/p\u003E\r\n\u003Cp\u003EIn an AI-centric commerce landscape, how will consumers behave if they are predisposed to buy Brand A but the chatbot guides toward Brand B due to some combination of factors like online reviews and perceived functionality differences based on product metadata? And what if in a shopping-related chat with an AI assistant, an unknown merchant is priced slightly below a known retailer where a consumer already has a relationship? Finally, how will consumers, retailers and agents balance the differences between ‘human-in-the-loop’ transactions (user clicks ‘Buy’ in the chat interface or approves the transaction in another way) and ‘human not present’ transactions (user gives authorization and guardrails to an agent to make a future purchase)? \u003C/p\u003E\r\n\u003Cp\u003EIt is fair to speculate that over the longer term — measured in years, not months — \u003Cb\u003Ewe will see a truly fundamental reshaping of consumer behavior as AI dominates the full path to purchase\u003C/b\u003E. Discovery and research will almost entirely be enabled by AI with shoppers selectively engaging to ask follow-on questions, provide feedback and steer the human-AI collaboration toward the right product and retailer selection. The transaction itself will ultimately require only minimal human involvement with coordinated agentic interactions across shopper, brand, retailer and financial services provider. \u003C/p\u003E\r\n\u003Cp\u003EFurthermore, \u003Cb\u003Eentirely new shopping patterns will emerge\u003C/b\u003E from these capabilities, including:\u003C/p\u003E\r\n\u003Cul\u003E\r\n\u003Cli\u003E\u003Cp\u003E\u003Cu\u003EOOS monitoring\u003C/u\u003E — Instead of consumers continually checking back on availability of an out-of-stock item, an agent will be given a set of guidelines (\u003Ci\u003E“Buy a size small in light blue when it comes back in stock over the next three weeks”\u003C/i\u003E) and authorization to transact when those conditions are met.\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003E\u003Cu\u003EPrice checking\u003C/u\u003E — Solving a common consumer frustration, agents will be able to monitor price fluctuations across retailers and transact only when the price drops below a pre-approved ceiling.\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003E\u003Cu\u003E‘Can’t forget’ moments\u003C/u\u003E — Agents will know key holidays and special dates for loved ones (like birthdays and anniversaries) and can use that information to suggest gifts proactively based on something like a holiday wish list built in advance. They will even be able to make purchases without a human in the loop (\u003Ci\u003E“Every year I want to send a $75 gift certificate to my mother for her favorite restaurant in Sarasota”\u003C/i\u003E).\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003E\u003Cu\u003EQueuing\u003C/u\u003E — Agents will help consumers avoid the need to wait in a virtual queue or watch the clock for items (e.g., new shoe drop) that go on sale at a specific time.\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003E\u003Cu\u003ERecurring purchases\u003C/u\u003E — Agents will reduce consumer time spent buying the same things at standard intervals. As an example, shoppers could provide standing instructions to automate weekly shopping grocery stock-up trips. It is worth mentioning, though, that consumer frustrations remain with mature offerings in the market like Amazon Subscribe & Save.\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003E\u003Cu\u003E‘Super’ agents\u003C/u\u003E — Retailer agents will increasingly coordinate with other agents and even complete a purchase with a competing retailer rather than lose the transaction. We already see this in the market with Amazon’s ‘Buy for Me’ feature in Rufus where users can buy a similar product from other retailers (‘Available from the Web’).\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003C/ul\u003E\r\n\u003Cp\u003EWith an appropriately heavy dose of pragmatism we can recognize that many of the most fantastical predictions for the role of AI in commerce will not come to pass for many years. Consumer behaviors are deeply ingrained and intensely sticky. \u003Cb\u003EExpectations for a path to purchase that is unrecognizable to today’s consumers is years off\u003C/b\u003E. \u003C/p\u003E\r\n\u003Cp\u003EWith that said, the standard shopping journey is rife with friction and inefficiencies. Where AI is able to uniquely solve those pain points, momentum will ramp more quickly than many pessimists assume. \u003C/p\u003E\r\n\u003Cp\u003ETake the example of a consumer looking to buy a thoughtful gift for a spouse. Today she is forced to click on a dozen blue links, read multiple buying guides, visit several review sites, and price compare across a multitude of online offerings. The diligent consumer then makes a trip to one or more physical stores to see the product and check availability. Only after all of that work does she feel prepared to make a purchase. This example brings into sharp focus the near-term value of AI. \u003Cb\u003EResearch and discovery will continuously shift from search engines to AI tools\u003C/b\u003E as the technology is both more efficient and more effective than how humans approach those tasks today. \u003C/p\u003E\r\n\u003Cp\u003EIn all likelihood, though, the transaction itself will take longer to be as intensely disrupted. Over the course of the next 12-18 months we will see a steady if unspectacular rise in the frequency of consumers transacting within AI chatbots. This will consist almost entirely of \u003Cb\u003Ehuman-in-the-loop transactions\u003C/b\u003E where AI surfaces a ‘buy now’ option and the shopper makes the final decision. Uptake of this commerce offering will grow as options increase and the CX improves, including support for multi-item carts, a smoother checkout flow and integration with retailer loyalty offerings. That ‘push’ momentum from retailers and tech companies is unlikely to abate given the heavy investment in infrastructure and strategic importance of not ceding this competitively critical moment to other companies.\u003C/p\u003E\r\n\u003Cp\u003EThe outlook is much muddier, however, for \u003Cb\u003Etrue agentic commerce where significant hurdles remain\u003C/b\u003E. Put simply, we as consumers are control freaks with a profound desire to retain a tight grip on our shopping decisions. While many consumers regularly engage in an ‘agentic-lite’ form of commerce through the use of outsourced online shoppers, it can’t be overlooked that ceding control over even the simple, low-stakes task of selecting the right avocado causes intense agita. Handing the reins to an agent with carte blanche to execute a shopping mission end-to-end, then, is unlikely to magically solve the consumer hesitations that have plagued grocery delivery for over a decade. \u003C/p\u003E\r\n\u003Ch3\u003EProjected Evolution of AI’s Role in Commerce\u003C/h3\u003E\r\n\u003Cp\u003E\u003Cimg 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Roughly 42% of consumers have used AI tools for their holiday shopping this year and traffic from AI sources to retail sites increased 758% y/y in November 2025 (albeit from a low base). The optimistic case for ongoing acceleration centers around the fact that, put bluntly, the existing path-to-purchase remains inefficient. \u003C/p\u003E\r\n\u003Cp\u003EAt the end of the day, despite what they may say, consumers don’t want an overwhelming array of choices and ‘freedom’ to navigate the path to purchase how they see fit. They simply want the right item in their hands as soon as possible at a fair price.\u003C/p\u003E\r\n\u003Cp\u003EAI tools are purpose-built to reduce this friction, cut out entire sections of the buying journey and bring joy and satisfaction back to shopping.\u003C/p\u003E\r\n\u003Cp\u003E------------------------------------------\u003C/p\u003E\r\n\u003Cp\u003EAs we will explore in the next article in this series, the implications for retailers are strategically critical, operationally tricky, and technically complex. 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