Observed Signal · Oct 29, 2026 · Research Report · Source: Retail Dive · Impact: 3/5 · Sentiment: Neutral
Only 10% of consumers use AI for product discovery
A new report from AlixPartners reveals that only 10% of US consumers currently use AI for product discovery, despite widespread availability of AI tools. Adoption is higher among younger generations, with 14% of Gen Z and millennials starting their product search with AI, and among higher-income households, with nearly 70% of consumers earning $150,000+ considering AI shopping important, vs. 53% for those earning under $45,000. The report predicts a future uptick, particularly for commoditized goods and replenishment basics, while top-end markets remain brand-led. Retailers are advised to invest in structured product data, as AI agents rely on metadata rather than imagery or persuasive copy. Brands risk being sidelined if they fail to optimize for AI-driven discovery. Meanwhile, larger retailers like Target, Best Buy, Macy's, and The Home Depot are launching their own AI assistants to maintain customer relationships.
Highlights early-stage AI adoption in retail product discovery, with strategic implications for brands and retailers regarding metadata optimization and consumer relationships. Relevant to the MarTech/AdTech ecosystem as AI becomes a discovery channel.
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Key Takeaways & Evidence Grounding
- Only 10% of consumers begin product discovery with AI, according to AlixPartners' 2026 Consumer Sentiment Index.
- 14% of Gen Z and millennials start product search with AI.
- Nearly 70% of consumers earning $150,000+ consider AI shopping important, vs. 53% for those earning under $45,000.
- AlixPartners predicts an uptick in AI adoption for commoditized goods and replenishment basics.
- Large retailers like Target, Best Buy, Macy's, and The Home Depot are launching internal AI assistants.
Connected Companies & Entities
4 Entities mapped“Target is mentioned as one of the larger retailers launching its own internal AI assistant to maintain customer relationships.”
“Best Buy is mentioned as one of the larger retailers launching its own internal AI assistant.”
“Macy's is mentioned as one of the larger retailers launching its own internal AI assistant.”
“The Home Depot is mentioned as one of the larger retailers launching its own internal AI assistant.”
Ontology Mapping & Concepts
Related Market Signals & Shifts
Recent verified developments and strategic activity across this market segment.
Criteo Report: AI Aids Shopping but Stops Before Checkout
Criteo's "2026 Commerce & AI Trend Report," based on a January–February 2026 consumer survey of 6,379 people across the US, UK, Germany, France, Japan and South Korea, finds AI increasingly central to product discovery but rarely completing purchases. Marketplaces (36%) and search engines (28%) remain the dominant search entry points; AI assistants account for 14% as a complementary channel. Consumers use AI mainly for research and comparison—nearly half use AI tools for product comparisons while only 8% report buying through those tools. Visual (44%) and voice (26%) search are rising, and respondents prioritize a mix of personalization and unexpected discovery. Trust factors—privacy (46%) and protection against manipulated content (52%)—and strong brand recognition (75%) remain decisive for completing purchases.
AI Shopping Goes Mainstream: 2026 Key Stats
A July 28, 2026 MarTech article aggregates 2026 research showing rapid consumer adoption of AI tools for shopping research. Key findings: substantial portions of U.S. consumers use AI assistants for product research (43%) and many begin purchase journeys on AI platforms (46%). AI-sourced traffic to retail sites surged dramatically (Adobe reports a 1,200% YoY increase), and AI-referred shoppers convert at higher rates. Most consumers verify AI recommendations through other sources, and organizations report both strong expectations for agentic AI handling customer interactions and gaps in cloud readiness. Category usage is broad (travel, electronics, finance) and projections estimate agentic shoppers could account for $190–$385 billion in U.S. ecommerce by 2030. The piece synthesizes data from Product.ai, L.E.K. Consulting, Adobe, NielsenIQ, Gartner and others to highlight consequences for marketing, traffic, conversion and CX strategies.
Generative AI to Become New Discovery Layer in E-Commerce
A report by Similarweb indicates that generative AI is increasingly influencing online purchase decisions, appearing in over 11% of shopping journeys prior to transactions, up from under 5% two years ago. However, traditional search remains crucial, with 89% of AI-influenced journeys also using search engines. AI is primarily used in early stages for problem definition and product comparison, while search is relied upon for specific product checks. This creates challenges in attribution, as last-click models often misattribute AI-driven conversions to search or direct traffic. Retailers must now optimize for visibility across multiple digital layers, including AI-generated answers and on-platform shopping assistants like Amazon's, and ensure structured product data to enhance AI recommendations.
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