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target=\"_blank\"\u003Eprevious predictions\u003C/a\u003E for how consumer shopping behavior is likely to evolve as AI’s role expands across the path to purchase.\u003C/p\u003E\r\n\u003Cp\u003EEven a passing familiarity with the spate of announcements in recent months makes clear that \u003Cb\u003Ewhile the AI-in-shopping foundation remains distinctly unsettled, the longer-term direction of travel is clear\u003C/b\u003E. The proverbial toothpaste is out of the tube and AI’s role in consumer shopping will only increase. But just as the ecosystem shifts are multifaceted and dynamic, so too are the strategic, technical, competitive and operational considerations for retailers.\u003C/p\u003E\r\n\u003Cp\u003EIn boardrooms across the globe, executives continue to debate the presumed pace of change and evaluate the likely impact on their business. While pragmatism is warranted, \u003Cb\u003Einaction is not a viable strategy and a series of ‘no-regret’ moves should be taken now\u003C/b\u003E. \u003C/p\u003E\r\n\u003Cp\u003EThis post highlights key implications for retailers and outlines an ‘acceleration playbook’ designed to generate valuable in-market learnings, drive competitive advantage, and guide execution roadmaps.\u003C/p\u003E\r\n\u003Ch3\u003ESo what does this all mean…\u003C/h3\u003E\r\n\u003Cp\u003EFoundational transformations in consumer shopping behavior and near-total realignments of commerce channels are exceedingly rare. When this level of change does take place, however, the competitive implications are profound. Making the wrong strategic pivot or delaying action — often justified by flippant dismissals like, \u003Ci\u003E“It’s way too soon and the technology is overhyped”\u003C/i\u003E — can lead to an erosion in market share, a loss in brand affinity with consumers, and a backlog of technical and operational initiatives that can take years to address.\u003C/p\u003E\r\n\u003Cp\u003EWhile by no means exhaustive, the following framework captures the key considerations that should be driving retailer roadmaps throughout 2026:\u003C/p\u003E\r\n\u003Cp\u003E\u003Cimg 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\" 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\" width=\"44\" height=\"43\"\u003E\u003C/p\u003E\r\n\u003Cp\u003E\u003Cb\u003EEvolving Strategy:\u003C/b\u003E While some retailers like Amazon are initially \u003Ca href=\"https://techcrunch.com/2025/11/04/amazon-sends-legal-threats-to-perplexity-over-agentic-browsing/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Eblocking shopping agents\u003C/a\u003E, that strategy is not a viable one for most other companies. \u003C/p\u003E\r\n\u003Cp\u003ENeither neutral disengagement nor outright aversion to AI-enabled shopping is a productive strategy. Retailers should view this as a unique moment in time when market share is up for grabs and established shopping behaviors are becoming fluid. \u003C/p\u003E\r\n\u003Cp\u003EPractically, this means developing a holistic strategy that builds on unique sources of durable competitive advantage and prioritizing interoperability with complementary and non-competitive players across the ecosystem.\u003C/p\u003E\r\n\u003Cp\u003E \u003C/p\u003E\r\n\u003Cp\u003E\u003Cimg src=\"data:image/png;base64,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\" width=\"42\" height=\"41\"\u003E\u003C/p\u003E\r\n\u003Cp\u003E\u003Cb\u003ECompeting Models:\u003C/b\u003E Despite the most fantastical predictions, legacy shopping behaviors and the retailer infrastructure servicing those purchases will not be made obsolete by AI overnight.\u003C/p\u003E\r\n\u003Cp\u003EThe murky evolution to come, however, leaves retailers with a conundrum: how to lean in heavily to the AI ‘future’ while continuing to support and invest in the non-AI ‘present’. While the specifics will vary by retailer, the solution is largely the same. Place strategic bets on AI capabilities that drive competitive advantage and serve the bleeding edge of consumers while avoiding a degradation of relevance for the majority of consumer shopping journeys that will stubbornly resist disruption. \u003C/p\u003E\r\n\u003Cp\u003E \u003C/p\u003E\r\n\u003Cp\u003E\u003Cimg src=\"data:image/png;base64,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width=\"42\" height=\"41\"\u003E\u003C/p\u003E\r\n\u003Cp\u003E\u003Cb\u003ERerouted Journey:\u003C/b\u003E As highlighted in the first blog post in this series, AI tools will have a profound impact on the consumer path to purchase. \u003C/p\u003E\r\n\u003Cp\u003EResearch and discovery for higher-consideration purchases will rapidly gravitate towards powerful AI solutions while a growing subset of transactions will shift from retailer-owned channels to AI offerings (even where the retailer remains the merchant of record). These changes will force retailers to reassess not just their marketing activities but also execution across physical stores and owned website/app properties. \u003C/p\u003E\r\n\u003Cp\u003EShopping journeys will often start with an AI prompt around a ‘job to be done’ instead of consumers defaulting to ingrained preferences for specific brands or retailers. That will push retailers to refocus on ‘indirect’ means of influencing purchase decisions and confront a potentially sizable drop in website traffic and store visits. Worryingly, this loss in traffic would directly degrade the value proposition of a retailer’s media network and put at risk the accompanying high-margin revenue dollars.\u003C/p\u003E\r\n\u003Cp\u003E \u003C/p\u003E\r\n\u003Cp\u003E\u003Cimg 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width=\"43\" height=\"43\"\u003E\u003C/p\u003E\r\n\u003Cp\u003E\u003Cb\u003EGrowing Disintermediation:\u003C/b\u003E It is hard to imagine AI not substantially reducing the level of influence retailers have over consumer shopping behavior based on the early impact of AI. \u003C/p\u003E\r\n\u003Cp\u003EWe are already seeing significant research and discovery activity shift to chatbots which is rapidly decreasing retailer relevance in the early stages of the path to purchase and moving them further away from the consumer. The tangible impact is a reduced ability to steer consumer behavior and a marked loss of signal-rich behavioral data. As transactions migrate initially to ‘Buy Now’ tools in AI chatbots and eventually toward true agentic offerings, retailers will need to confront an uncomfortable reality where commoditization is a genuine risk as they evolve into a commerce ‘utility’ operating in the background. \u003C/p\u003E\r\n\u003Cp\u003ETo combat this, retailers should double down on a strong brand with a unique in-store and ecommerce value proposition while investing in owned AI tools — like Amazon Rufus or Walmart Sparky — that can rival those offered by AI platforms.\u003C/p\u003E\r\n\u003Cp\u003E \u003C/p\u003E\r\n\u003Cp\u003E\u003Cimg 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\" width=\"42\" height=\"42\"\u003E\u003C/p\u003E\r\n\u003Cp\u003E\u003Cb\u003EReshuffled Competition:\u003C/b\u003E When a consumer engages AI on a shopping-related mission, the subsequent decisioning that leads to a personalized brand/product/retailer recommendation will be markedly different from how consumers historically approached this task. \u003C/p\u003E\r\n\u003Cp\u003EWhereas humans are prone to make decisions based on emotion and ingrained preference, AI dispassionately draws on extensive data and advanced tooling to return an ‘optimal’ answer unconstrained by these uniquely human considerations. The output, not surprisingly, will often elevate options that would previously have been outside of a consumer’s consideration set but score highly based on obscure metadata and supporting information from across the web. This massively disrupts the competitive status quo and may lead to a commoditization of retail with weaker retailers \u003Cb\u003Emorphing into ‘dumb fulfillment pipes’\u003C/b\u003E. \u003C/p\u003E\r\n\u003Cp\u003ETo combat this, retailers need to reposition their offering and value proposition for an AI era. In so doing, they can continue driving direct store and website traffic, \u003Cb\u003Ewin the ‘AI buy box’\u003C/b\u003E to secure an outsized share of chatbot recommendations, and establish a strong position for the coming agentic wave. A retailer that maintains a strong brand, attracts site visitors with AI shopping tools that rival those of third party platforms, exposes robust metadata to AI agents, and optimizes its business to favorably influence AI decisioning will continue to thrive in the coming years. \u003C/p\u003E\r\n\u003Cp\u003EBut importantly, success will not be determined solely by relative advantage against incumbents in that modernization race. Just as ‘ghost kitchens’ popped up to service consumer demand flowing through food delivery apps, \u003Cb\u003Ethe retail space may see new ‘brand-lite’ retailers emerge\u003C/b\u003E. These players would offer sharp pricing, strong inventory availability, robust metadata, seamless connectivity with AI tools, fast fulfillment and consumer-friendly returns policies. \u003C/p\u003E\r\n\u003Cp\u003EStepping back, it is also not unreasonable to hypothesize that \u003Cb\u003Ethe rise of AI could dull the edges that currently distinguish one retailer from another\u003C/b\u003E. Retailers competing for transactions flowing through AI will share a similar understanding of the variables — like pricing, inventory availability, fulfillment speed, product metadata, and consumer satisfaction — driving success. Retailers will then aggressively invest in closing any competitive gaps, ultimately leading to a convergence that eliminates major sources of differentiation.\u003C/p\u003E\r\n\u003Cp\u003E \u003C/p\u003E\r\n\u003Cp\u003E\u003Cimg 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\" width=\"47\" height=\"46\"\u003E\u003C/p\u003E\r\n\u003Cp\u003E\u003Cb\u003EMuddled Operations:\u003C/b\u003E As consumer behavior shifts and the path to purchase increasingly flows through AI tools, \u003Cb\u003Eretailers will be confronted with rising complexity across three core operational areas: inventory and fulfillment; customer service; and returns\u003C/b\u003E.\u003C/p\u003E\r\n\u003Cp\u003EFor shopping missions that lean heavily on AI for research and discovery, transactions will continue to migrate from physical stores to ecommerce channels. That channel realignment will require a reallocation of inventory across a retailer’s network and a scaling up of fulfillment capacity to serve increased ecommerce shipment volumes. To meet sky-high consumer expectations and retain the trust of AI shopping agents, retailer in-stock data will need to be consistently accurate and updated in real-time across a range of channels and partners. \u003C/p\u003E\r\n\u003Cp\u003EAnd while the hope is that AI proves adept at guiding consumers to the right product choice, there will likely be a spike in issues that require the involvement of customer service. Department staffing and SOPs will need to be enhanced to deal with the volume and complexity of these inquiries. If the volume of product returns stemming from those CS interactions is sufficiently high, increased costs will have a material impact on retailer profitability, returns processing workloads can sap team bandwidth if not properly automated, and reverse logistics needs have the potential to snarl company operations. \u003C/p\u003E\r\n\u003Ch3\u003E…and what should retailers do now to capitalize on this disruption?\u003C/h3\u003E\r\n\u003Cp\u003EProjections and hypotheses can be helpful in steering strategy but at some point leaders need to make a call and aggressively shift their organization into ‘build’ mode.\u003C/p\u003E\r\n\u003Cp\u003EOutlined below is a \u003Cb\u003Eplaybook comprised of five complementary initiatives that can serve as a ‘quick start guide’ for retailers\u003C/b\u003E looking to accelerate cross-functional efforts to respond to the rise of AI in shopping:\u003C/p\u003E\r\n\u003Cp\u003E\u003Cimg 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\" 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\" width=\"59\" height=\"58\"\u003E\u003C/p\u003E\r\n\u003Cp\u003E\u003Cb\u003EProduct Metadata (Product 360)\u003C/b\u003E\u003C/p\u003E\r\n\u003Cp\u003EAI shopping tools rely on access to robust data to support decisioning and complete a user’s request. In the context of shopping-related queries, the data most central to that process is product metadata, including title, description, product specs, customer reviews, images, videos, pricing, features/benefits, brand information and product availability. \u003C/p\u003E\r\n\u003Cp\u003EOpenAI specifically \u003Ca href=\"https://help.openai.com/en/articles/11128490-shopping-with-chatgpt-search\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Ehighlights\u003C/a\u003E on their website that when considering which products to surface, ChatGPT considers “structured metadata from first-party and third-party providers (e.g., price, product description) and other third-party content”.\u003C/p\u003E\r\n\u003Cp\u003ESimilarly, Perplexity \u003Ca href=\"https://www.perplexity.ai/help-center/en/articles/10352906-what-is-instant-buy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Eemphasizes\u003C/a\u003E that “[m]erchants who provide deeper product details such as availability, reviews, pricing, and specifications are more likely to be recommended by our answer engine”.\u003C/p\u003E\r\n\u003Cp\u003EThis emphasizes the importance of retailers making \u003Cb\u003Eclean and updated product metadata for their full catalog available at all times\u003C/b\u003E in a machine-readable format.\u003C/p\u003E\r\n\u003Cp\u003E\u003Cbr\u003E\r\n\u003Cimg 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YnmuqgAAAAZJREFUAwBQJLy4z+FQ+gAAAABJRU5ErkJggg==\" width=\"55\" height=\"55\"\u003E\u003C/p\u003E\r\n\u003Cp\u003E\u003Cb\u003EEcosystem Connective Tissue\u003C/b\u003E\u003C/p\u003E\r\n\u003Cp\u003ETo succeed as AI reshapes the commerce landscape, retailers must \u003Cb\u003Eresist the urge to ‘go it alone’\u003C/b\u003E. Seamlessly integrating with AI offerings — chatbots initially and agents longer-term — and complementary ecosystem players will become table stakes as consumer paths to purchase and industry operating models adjust to this powerful new technology.\u003C/p\u003E\r\n\u003Cp\u003EEnabling this in a balanced, pragmatic way requires a \u003Cb\u003Ephased execution roadmap\u003C/b\u003E:\u003C/p\u003E\r\n\u003Col\u003E\r\n\u003Cli\u003E\u003Cp\u003EMake your first-party website ‘\u003Cb\u003EAI friendly’\u003C/b\u003E with guidance on what to crawl, clean HTML that is easy for an agent to parse, extensive structured data, high levels of site performance and reliability, and read-only APIs for efficient access to priority data.\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003ESecure \u003Cb\u003Ecommerce partnerships\u003C/b\u003E with the top AI platforms to natively integrate commerce functionality into their consumer-facing chat interfaces. Prioritize simple, single-item ‘Buy Now’ transactions before expanding to multi-item carts and loyalty program integrations.\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003EStand up an \u003Cb\u003EMCP server\u003C/b\u003E that standardizes agent access to retailer data assets and tools.\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003EExplore \u003Cb\u003Epartnerships with non-competitive players\u003C/b\u003E that fill retailer gaps in assortment or geographic coverage (similar to Amazon’s ‘Available from the Web’ feature within the Rufus chatbot).\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003EOnce momentum builds behind agentic commerce and consumers show signs of interest, \u003Cb\u003Ebuild agent-to-agent capabilities\u003C/b\u003E with tools like \u003Ca href=\"https://developers.googleblog.com/en/a2a-a-new-era-of-agent-interoperability/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003EGoogle’s Agent2Agent protocol\u003C/a\u003E (or other protocols that emerge over time).\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003C/ol\u003E\r\n\u003Cp\u003EDetails on Snowflake’s managed MCP server are available \u003Ca href=\"https://docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-agents-mcp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Ehere\u003C/a\u003E.\u003C/p\u003E\r\n\u003Cp\u003E\u003Cbr\u003E\r\n\u003Cimg src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAHEAAAByCAYAAABk6j5+AAANuElEQVR4AezbT458NxHA8VZOwClQNuQCwAGQUMQ+rDgEgRNAOAQrskcREgcALhA2EafgBqBPpGp5asp+7/X7252JVLJdtstV9S27e2Z++eR/H/89fQY+uX389/QZ+ID49Ahvt6eG+M9vv7u18tXX39zIL7/80y0LfSux7wUYPhdEiQ84P/rFb96B+sNf/noj1mWhb6W1w1YAfkaol76JAULCJVobuq2THYCdQ54J6uUgggSWRGoJ3dbQpuy1UK8O9DIQgQKM6E8l+cj5DPTIs+ecdTpEwIAj+nOcrtb87LNPb638/te/umWJ+Wr/XB2gXokr3c4C4txw1q0DDDiiP9dagPjbV7+9kf/+/c83ot/Kl198fssS89aHBGh25/pgHZgEzCX+27u1HA5R0Cp5CTwJDgDR0pG1CQnQ7AKrBXaubSDFIq61vjy6/zCIqlWwgp7jrCRKaCTWmMzZu2aNM4CNswGdY09civMMmIdADIDaqYRIWgtuav3e84Dyh19k6jwwjwa5O0QBuYFTwUuQZEna1Noz5vlF3FC+jnwA8shbuRtEtw48AfUC9nRJypXhZd/5vASmIs42th7vApHjAALZc1g1AygpvTVX1vMbTHGM/FTE8jFas3Zuc4gc5vjIMfAkYLTmWebE4SUZwZQPRb1XTJtC5CiHe86qXgFre2ueVQ8mkL3YvEo+J7VbxzgP4oxTARw5KEA3cIapp10CpBh7IAUmT14r/a1kE4gc6wEUkMAEuJXTV7cjXkXb89Nr1ctXb89IvxriCKBABATkyIlXnFO04u/FNspbb09PvwqiZ6FXUQIQSO/gH4Je/PLQi/WPX3/Tm1qkfxgigJ6F6jSOC6Ca+6Hp5MFrVMXtAriR1dwS3UMQPwAuSfHt+z+RjUDK5zKLb1c/BPHjBr5N4pyR7wVeqGqtfK4BuRhi7zBOejoqJ/fUxZPU82vPs5falp8RSLEstWn9IogSpWpszNJ7LvK6Lcf88ZkieH4ZP2rfXnYe3T933wjko190ZkMUoESFs23bq652zR797E8eLz3z0SQuPQdIL1feJ8eKKeunxrMh9gIEkFNTB2093wtWIpaexZYCsFd/6f5H1vdervBjic1ZEAUmwMrwGQArP0LXK7aYz624JC70+nQx3rPtgVwawyyIAquC6TlRrd1a1/NpCQBrfaZm3+gUbtZvPfakkmyXX0vOn4TYM+YZrRzIDu0x7vkUZ0lC9KvWPFCkmqdTJOanzrJ2jfzui8/L7c4vJwrlJMTKGIBXekbzizD1HP3r3/+5/fyzT4t0vFf99Cc/fq/cUOMiyGdlUhFV+qwbQty7CrMzc8Z8agtLAiSCxH43jcQ4twqQ2JvnYqwwSGs35rZu+VKdM4qh9WEIsU1Wu8mh7fjMftyU/CxN3UY+i8MfqfVbOQpee2b2P+bmgOxCVPFhqG1H1duu26PPp7aw+BIVrCVxruBJjEctaDHf2gzdES3fST5rTjF2IbbJag2r3nbc9Hfv9nyKg3M1z0mAvZIXcmZ82X++KUSi35MSooqvNqjSSn+ELvvEl5zwABH+CD7vi7ncSuDcLzt571Zj/le2poqxhPiPb7+rbH3/P6iUEzsrwci3MD4L89FgtDr77G91VV8Cc1FU6/bW8SOfwX+S9TEuIVYbVH5sOrLlS/6qzZcqWH7Rm9cPsZ+dGF+5zUUYvvqxKPq5fQex9/ycVaX5KQFoyhfz1rXBZjvt3JX6ipBkn7woWRfjdxBjom0ro+38Xv18g/gB0JzzrLM+1rqJ7MX4ym3vNoqh8vsdxIr4GR/4Ep6dbn8UqILJuryePXbzuquN2+Kb49sbiIKsNvW+RFRr1+r4UP1L6fw8zj2nAlnZn2vvqHUVyN5HwhuIvQ/PyuAewfg8rm4KEJ7HR87ke1UAznHeIzaP2LPk9XsDsXKuSkC1rtbN07p9kpqfcgAA1M6zVK9SAJUd5wHp/Hrnedrq9eMnyV69gSiovGDvsSQCmJ0Drkr8o/6EvVyUYnY+Px61vcc+/s61e4eYkxgGqoqIuUdbZ0mczyZJzHYkGsCs32LsVrKfbfGDP1eCWYGsPhfvEHNQMa4MxdySFjgCHtHP+50FnkTnuS3H7FcgnREw+XgloHzryR1i9aVGUnsb5+olQkJCRvAA3OLMOb4B6c9QPZj8DKBn3dDq50V+5fjuEPPEFmMAJaI6mH3AgCP6dEfLFMzwRxwKMcZXaneFKPAqWMCAI/rVmqN1LcyeT71iPNrXfN4dYvWXiyU/q2TDxqNkeL7dVOuuIiDJg/YqPlV+ZP/uEKvFa3WjInBLCZBk7Vlr9kuKp5Lo92z1Pj9769fqe5cg290VYvlEJQ+AJECSNL3rEDDgiH51mER69ol4qjVn6+4QqyC2+hlR8JIQ3warigaSHAXSOT14AY6//DYmZ8Cac+4d4lEOAkqAJPlcICU367caK1b2nZNtShhoRD/PX2Xs+0Try+EQ43AgiWrPMCV6j5/N2AVQG35oAQOO6NM9k5wGsU0SmBmkebfFs6e/VtgBMNtx7pXh5YLL/hvfIVYVmK+tDXsJkG5l9mMLkACy0/ruHPCc2+qfoZ+/q9whXsV5iXU7Wn8AAKLVze3bZ3+7nn3nANnqn7U/hOgH3zMCczskuj0bCEBa3VTfevvadeyy3+qu2u89pbn47hBHP5ifEaRES3h7NiC9wNp1+tZZrx/CHrsxfpX2DvHMgHpnS7jEt/PV39Pa+ejndeywF/PP0M79TnKHmD8srxKkxLfPhxtWfcts/fWMWhe6ZwQYvue2zUXM3SGGom3bRLT6o/v5Swi/SOUHgPkZVQjV2lfRDSEKspcsc0dK/gNpfi7DlwzQLYy5ta0COTIf1RfL6rvLHWJ1TdcGveV+/pGwKZkkxlpJ1oYAuOUtVCC94okzt2xzfD3bd4gWtEkyJkc67byReFbb+eybJLfzWwKMApFY0p6zRz/Oy7armN5AzE8WA0c47Jy54nbFWr4R4xx0u878lpKLZ0vbI1vVJbP+DUSKSiJR1dzRulyJkdA9b6EYW/tH5KM9z/mk+jykfwMRaWKilUhUqzuz3/oooflHjq1vYbYv9kpHf4a8gXiGA50zh+r87APZbsi3tZ1b2vdMZ/ts0JnT31p6dntxvYOYE8RBDhP9K4ibSPb2RTKrZy3ONXdUXkbxvoPYWzz3V0AR4FntVk/pFMCIz7NqbYy3aBVHttP7PLTuHUTKCmRl2NqzpHox+LLFrw+BWRKvtVuB7NkZxVVC7CWod4DkHS0KjeRzK11e0xt7Gv2zEG1vTU8PpL1rc8ROPsPrMoqrhGgDycaqA/KaI8e52AS79HzA3DwAtEv35/VyxBaYJM+PxkvXh60SosmcIDoiaO0VRKH5Jx1+k0N63956vooFOG1vzaN6MKvffY7s2ZPnFeZUXF2IEkSy0av9zMg/fhL9JWKPIpAosmTvaC27ioqM1rVzj95CNroQTVa3UdUS868iKp0E0EfjUghsgAfkEjvVLbSfX9qRDCH2HDnnNo7C2G5O0sBYahE4e5fus753C+f6MYTogMqQm9g72J5nFzDcqF4Rt/FZM3dtuy/6crnmFrIzCVFAFmZxMAey/pXGbtdUPHPWjGz0XrXq8vTsTEK0sWfQNzvzrywjSKO5OTnxmlUXwe3uXZ7K7iyIDDJcGXh1kOKuipjOXJWTOToAvWbV2uoLZbUudLMgWtyrOpXEIWteVXIRg0e3Jt4ewEeKYzZEDvdAcghMa15V2tsx+mX0nPh7RQ/gI8WxCKIKdFDlaO8Dulr77LpHEh0xA6joY9y2j9pdBNGBDgJTvxU38ZU/H8VMekXc5qLXHwFcY3cxRA62T4txCJAcjfHu7cEHiHv0J6GRO/LSu4EAuhyj/aO5hyCOKpKjHB4d+qxz4iZL/Vfc8lLtY28NQDYfgmijg1WQfhYOvyrIHOvUWB5GHzO9L4tTdtv5hyEyMgVy5Lz9ry4AKuhenFsAZHsVRAaA9CToZ/GM+AOpNs+9+ngOwF7eluZmNUQHqqje02rejRSU/quLghXv1A3cCqB8bgKRITdyBFJQgrP2VUWhihHIXowKfkuAztkMImNTIAXneRWs9a8i4gJPofZiAm4PgM7bFCKDUyCtEeyrgBQHgECKrZI9ATpvc4iMAjn1h1Ig97iVzj9CQANPHKPzfMS4gaM1a+d2gRhOcV4QMa5aSXgmmAEPQP0qJrq4fQraeE/ZFSLHBTEF0roW5ig51p4hnk3FNgWPb+JVwEAa7y27QxQAkJ5XwRmPBEyJkjQyWrv3nGLiC3j8mjoPNPDEO7V2y/lDIIbDgpsD0npJIxIokYASc3sJaMR5ca7xnPPEBSCQc9ZvueZQiBwHMm6lwOmmRCIBJZFcQOnJ1P5q3r4Q0Fqhr/ZUOjGIR1zV/BG6wyFGUIImkkBCP6eVZEAj8cCGhA5kEuNo8zp69sics61x29y6s+HxhZwG0eEESAIkoVsjYBCQiX4ra2wHPAD119jacu/pECMYIInqBvMqSeIHAY7oh89XaS8DsU0ImBIWQEFt5xf2Fy8Hyvmt0C02dNCGS0JsYweUAEoAJe2atX2ACGjO0BqTtbaP2H95iDkJgBLJDpF0Am4rIJDQWRMSe7Whszaf9wzjp4NYJVXyCbitBJzQWRNS2XlW3UtAfNbkb+X3B8StMnminf8DAAD//zjNT1MAAAAGSURBVAMATuuIqENJQrgAAAAASUVORK5CYII=\" width=\"52\" height=\"53\"\u003E\u003C/p\u003E\r\n\u003Cp\u003E\u003Cb\u003EAI Parity in First-Party Site and App\u003C/b\u003E\u003C/p\u003E\r\n\u003Cp\u003ERetailers should not be intimidated to aggressively lean into this AI wave and \u003Cb\u003Einvest in offerings that enhance the consumer appeal of their first-party website and mobile app\u003C/b\u003E. Not doing so would effectively cede competitive advantage to third-party AI platforms and risk accelerating the commoditization highlighted earlier in this post. \u003C/p\u003E\r\n\u003Cp\u003EThe most likely end-state is a consistent presence of \u003Cb\u003Echatbot-style AI shopping tools available directly through retailer sites and mobile apps\u003C/b\u003E. Importantly, this aligns with consumer preference as we see significantly greater trust in on-site retailer agents versus those from unaffiliated third-parties. As traction builds over time with owned AI tools, retailers can monetize that chatbot traffic in an effort to counteract the associated decline in existing retail media network revenue.\u003C/p\u003E\r\n\u003Cp\u003EWe know empirically that, done well, these investments drive strong in-market results. Consumers that engage with Mylow, a Lowe’s shopping assistant powered by ChatGPT, have conversion rates double that of unexposed online shoppers.\u003C/p\u003E\r\n\u003Cp\u003EIn the interim, retailers need to pull other levers to \u003Cb\u003Emaximize the attractiveness of shopping directly\u003C/b\u003E to maintain commerce gravity with consumers. Offering exclusive products, aggressive promotions, and unique loyalty perks can outweigh the draw of third-party shopping agents.\u003C/p\u003E\r\n\u003Cp\u003E\u003Cbr\u003E\r\n\u003Cimg 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\" width=\"58\" height=\"56\"\u003E\u003C/p\u003E\r\n\u003Cp\u003E\u003Cb\u003EOptimization for AI Decision Criteria\u003C/b\u003E\u003C/p\u003E\r\n\u003Cp\u003EThe precise factors underlying each platform’s product recommendation engine and merchant selection algorithm are not publicly disclosed and remain fluid. The platforms themselves do, however, share some high-level details that can start to paint a picture of the critical variables driving these decisions. \u003C/p\u003E\r\n\u003Cp\u003EPerplexity \u003Ca href=\"https://www.perplexity.ai/help-center/en/articles/10352906-what-is-instant-buy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Ehighlights\u003C/a\u003E that product listings are ranked based on a combination of authority and relevance, while OpenAI offers \u003Ca href=\"https://help.openai.com/en/articles/11128490-shopping-with-chatgpt-search\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Emore detail\u003C/a\u003E and specifically mentions price, reviews and ease of use. In both cases, \u003Cb\u003Ethe query itself along with known and inferred context about the user play critical roles\u003C/b\u003E. \u003C/p\u003E\r\n\u003Cp\u003EOnce a product option is identified — either because it was recommended by the chatbot or it was explicitly passed by the user in the prompt — the mandate for retailers shifts to \u003Cb\u003Esecuring the top spot in the platform’s merchant selection ranking\u003C/b\u003E. Although the precise factors and weightings in the merchant selection logic are unknown, OpenAI does disclose that merchants “are ranked based on factors like availability, price, quality, whether they are the maker or primary seller of that item, and whether Instant Checkout is enabled.” We can also assume that other CX drivers like fulfillment speed, return policy and customer support responsiveness are also factored in. \u003C/p\u003E\r\n\u003Cp\u003EThis has echoes of the decisioning — based on price, seller performance, and fulfillment speed and reliability — that drives selection of the default merchant for Amazon shoppers. Known as the Featured Offer, or more commonly ‘winning the buy box’, this is the seller that will fulfill a customer’s Buy Now order.\u003C/p\u003E\r\n\u003Cp\u003ESo for a retailer, \u003Cb\u003Ethe path to ‘winning’ in the AI era\u003C/b\u003E relies on an authoritative assortment (which maximizes the surface area of products that could meet a given consumer need), a breadth of machine-readable metadata, sharp pricing, consumer-friendly fulfillment and returns options, and credibility-building content from consumers and experts alike.\u003C/p\u003E\r\n\u003Cp\u003EYet today it remains difficult to \u003Cb\u003Eaccess reliable and actionable data illuminating success with generative AI technologies\u003C/b\u003E. Because the platforms provide very little in the way of analytics, many turn to third-party ‘AI visibility’ tools that provide visibility into metrics like brand mentions, average ranking position and share of voice. \u003C/p\u003E\r\n\u003Cp\u003EGuided by this understanding of performance, retailers can implement a \u003Cb\u003Erecurring cycle of root cause analysis, roadmap development, scoping and execution\u003C/b\u003E to optimize their end-to-end business and maximize commercial impact of consumer engagement with AI shopping tools.\u003C/p\u003E\r\n\u003Cp\u003E\u003Cbr\u003E\r\n\u003Cimg 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width=\"45\" height=\"48\"\u003E\u003C/p\u003E\r\n\u003Cp\u003E\u003Cb\u003ERewired Organization\u003C/b\u003E\u003C/p\u003E\r\n\u003Cp\u003EWhile an exhaustive review of organizational transformation in the context of AI is well outside the scope of this content, it would be a mistake to gloss over the foundational shifts that must happen within most companies to properly capitalize on the expanding role of AI in commerce.\u003C/p\u003E\r\n\u003Cp\u003ETransformation experts consistently highlight the outsized emphasis that must be placed on people, processes and culture relative to more technical domains like data, technology, and modeling. Boston Consulting Group, for example, relies on a \u003Ca href=\"https://www.bcg.com/featured-insights/the-leaders-guide-to-transforming-with-ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003E10-20-70 heuristic\u003C/a\u003E for resource allocation in digital and AI transformations. In this framework, \u003Cb\u003E70% of transformation effort should focus on the organization (covering activities like process redesign, incentives, skills, culture and governance)\u003C/b\u003E with the remaining 30% dedicated to technology and algorithms.\u003C/p\u003E\r\n\u003Cp\u003EWhile the ratio will shift based on context and relevant company nuance, the message is clear: over-invest in rewiring the organization and avoid the trap of assuming tech can deliver returns on its own.\u003C/p\u003E\r\n\u003Cp\u003E------------------------------------------\u003C/p\u003E\r\n\u003Cp\u003EThe final post in this series will offer a similar set of resources for consumer goods companies looking to capitalize on the role of AI in shopping. Despite varying implications and fundamental differences in how retailers and consumer goods companies are planning to address this dislocation, common threads do exist: a shared focus on strategic foresight, a willingness to take calculated risks, and a commitment to leverage data and technology to forge the advantaged business model of the future.\u003C/p\u003E\r\n","richText":true,":type":"snowflake-site/components/blog/blog-text"}},":itemsOrder":["blog_text"],":type":"wcm/foundation/components/responsivegrid"},"responsivegrid_premium_content_banner":{"columnClassNames":{"premium_content_bann":"aem-GridColumn aem-GridColumn--default--12"},"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnCount":12,"appliedCssClassNames":"snowflake-responsive-component-top-padding-medium",":items":{"premium_content_bann":{"id":"premium-content-banner-6a95480f1d","contentEyebrow":"Webinar","contentHeadline":"Retail AI & Data Predictions 2026","contentDescription":"Discover how 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