A Bain & Company 2026 holiday forecast reveals that nearly a quarter of U.S. online shoppers intend to kick off their festive purchasing via AI platforms such as Claude, Google Gemini, or ChatGPT, marking a rise from 17% in 2025. Furthermore, the consultancy anticipates U.S. holiday retail sales will eclipse $1 trillion for the initial time. Facing a compressed holiday calendar, independent merchants must confront a crucial dilemma: when a consumer prompts a chatbot for gift inspiration, which specific merchandise surfaces?

Local and independent enterprises can secure visibility within AI-driven shopping results primarily through structured product data rather than traditional advertising or blog content. AI tools like ChatGPT, Google's AI Mode, and the Gemini app construct their product recommendations largely using product databases and merchant feeds. Retailers submitting exhaustive feeds featuring precise pricing, inventory levels, and detailed product attributes ensure these algorithms index their items effectively.

How Many Holiday Shoppers Will Use AI Shopping Assistants For Gifts?

Bain's insights originate from its Consumer Lab study encompassing over 1,100 U.S. participants. Beyond the 24% planning to initiate searches on AI platforms, another 13% anticipate relying on a retailer's proprietary AI agent, while 60% intend to begin on brand and retail websites, up from 51%. Aaron Cheris, global head of Bain’s retail practice, noted in an official statement that underlying pressures will constrain profit margins this season. Bain projects inflation will account for over half of all nominal sales expansion.

Analytics indicate that AI-powered shopping is expanding rapidly from modest origins. Data from Adobe Analytics reveals that traffic directed from generative AI tools to U.S. retail sites surged by 693.4% during the 2025 holiday period, tracking consumers who clicked through an AI utility to reach an online store. Vivek Pandya, lead analyst at Adobe Digital Insights, remarked that consumers embraced generative AI as a shopping assistant more extensively than ever before last season, even though the overall base of AI shoppers remained small.

Looking toward 2026, Adobe’s holiday outlook report forecasts that AI-driven traffic to retail platforms will expand by 130% year-over-year across November and December, pushing online spending to $275.1 billion. This model synthesizes insights from more than 1 trillion visits to U.S. retail websites, 100 million product SKUs, and a September consumer survey of 5,000 U.S. individuals. Adobe discovered that visitors referred by AI converted at a rate 48% higher than alternative traffic sources in August 2026, reversing the trend from the previous year. Because Adobe commercializes analytics and commerce software to retailers, it holds a vested financial interest in the expansion of this channel.

Why AI Shopping Matters For Small Business Holiday Sales

Independent merchants have significant stakes tied to discoverability this season. An Intuit QuickBooks study projects that smaller businesses will claim $118 billion out of an anticipated $278 billion in aggregate holiday spending, with 76% of proprietors anticipating heightened revenues compared to the prior year. Because Intuit provides accounting software to the surveyed owners and omitted its exact sample size and fielding dates from the executive summary, these metrics serve best as directional guides.

The calendar introduces further urgency. With Thanksgiving landing on November 26 and Small Business Saturday on November 28, Main Street America characterizes this window as one of the briefest holiday preparation cycles in recent memory. A shopper who finalizes a gift selection inside a chatbot early in December might never perform the search that would otherwise direct them to an independent retailer's web page. Consequently, optimizing for AI visibility is as much a matter of timing as it is of technical execution.

Physical storefronts continue to anchor the season. Bain projects that brick-and-mortar sales will comprise roughly 70% of total holiday revenue. Additionally, the firm anticipates non-store retail channels will expand by 9% to drive approximately 60% of overall growth. This distribution means that AI-driven discovery is most critical for the expanding digital segment of small business holiday transactions.

How Do AI Shopping Assistants Choose Which Products To Recommend?

These systems rely heavily on structured product feeds supplied by merchants, matching those inputs against the specific parameters of user queries. While traditional web pages and consumer reviews continue to shape responses, tracking data from Profound indicates that product feeds now power the vast majority of AI shopping recommendations on ChatGPT.

ChatGPT Shopping Now Runs Mostly On Merchant Feeds

Profound, an analytics firm specializing in AI search visibility, evaluated 1,757,723 individual ChatGPT Shopping prompt tests during July. The proportion of product selections originating from integrated merchant feeds escalated from 8.26% to 61.54% on July 10, with feeds accounting for roughly 65% of monitored recommendations by September 3. The analysis estimated that approximately 35% of July's feed retrievals connected back to Shopify. OpenAI has not formally detailed the mechanism behind this shift, and these metrics reflect strictly the prompts observed by Profound.

Documentation regarding OpenAI merchant onboarding specifies that product feeds supply ChatGPT with necessary catalog information to properly index merchandise and display accurate titles, pricing, imagery, descriptions, and availability. Onboarding remains accessible to approved merchants who complete an application form. OpenAI suggests submitting a complete inventory file once daily alongside continuous updates throughout the day, while warning that policy violations can lead to product removals or seller bans.

Google AI Mode Reads Google Merchant Center Data

Google’s AI Mode and the Gemini app assemble shopping responses via the Shopping Graph—Google's extensive product database—which populates largely through data submitted to Google Merchant Center. In May 2026, Google introduced six conversational attributes to Merchant Center, configured specifically around how users phrase search queries inside AI Mode. Pricing, geographic location, color, brand name, and stock availability represent the five primary attributes shoppers most frequently articulate during these interactions. For an independent merchant, the Merchant Center product feed functions simultaneously as an advertising tool and an AI discovery input.

How Can A Small Business Get Into ChatGPT Shopping And Google AI Mode?

Establishing a presence within AI shopping results begins with the inventory data a company already maintains. The subsequent steps mirror the operational sequence dictated by platform prerequisites, where each advancing phase relies upon a clean foundational product feed:

  • Fix the existing feed: A Google Merchant Center feed serves as the baseline for most AI ecosystems. Merchants must complete every mandatory field, compose factual descriptions devoid of promotional hyperbole, and incorporate Global Trade Item Numbers (GTINs) where applicable.
  • Turn on platform channels: Shopify indicates that its Agentic Storefronts allow merchants to sell directly across ChatGPT, Microsoft Copilot, Google Search's AI Mode, and the Gemini app straight from the Shopify Admin panel. Brands operating on alternative platforms can integrate their inventories into the Shopify Catalog via the Agentic plan.
  • Apply to OpenAI directly: Storefronts hosted on platforms like WooCommerce, Shopware, and Magento can utilize dedicated feed plugins that export data according to OpenAI specifications, followed by an application submitted via the official OpenAI merchant portal.
  • Match the feed to the website: Google Merchant Center will penalize or disapprove products whenever feed parameters—such as cost—deviate from the live product landing page. Daily synchronization of inventory counts and pricing throughout the holiday rush mitigates this risk.
  • Fill the conversational attributes: Incorporating specifics concerning color, dimensions, materials, and intended use-cases helps align merchandise with the natural phrasing shoppers use in AI prompts.
  • Tag and test: Deploying UTM tracking parameters on feed destination links enables AI-referred traffic to register independently within web analytics platforms. Business owners can then query ChatGPT and Gemini with customer-style questions to track which brands appear in the generated outputs.

When AI Shopping Is Not Worth The Effort This Season

Not every independent enterprise requires an immediate catalog overhaul for AI discovery in November. With roughly 70% of festive revenue projected to occur inside brick-and-mortar locations, a boutique gift shop boasting robust foot traffic may capture higher returns from an in-person Small Business Saturday promotion than from a chatbot listing. Furthermore, AI referrals originate from a modest baseline—a limitation acknowledged by Adobe despite its reporting of triple-digit expansion percentages.

Financial shortcuts also exhibit boundaries. OpenAI’s Ads Manager documentation outlines that product listings generated through its beta feed-based advertising campaigns do not surface within organic ChatGPT conversations during the trial period. Additionally, maintaining product feeds demands valuable time; an enterprise unable to sustain real-time inventory counts risks routing AI-referred buyers toward out-of-stock landing pages during peak trading weeks.

Service-oriented ventures, made-to-order artisans, and boutiques with minimal product offerings face the most straightforward strategic choice. For these operators, a pristine Merchant Center profile and localized experiential events will likely generate superior performance this holiday season compared to filing a separate application with OpenAI. The conversational commerce channel will remain fully operational come January, backed by a complete season of performance metrics for evaluation.

What Small Businesses Can Do On AI Shopping Before Black Friday

With Black Friday arriving on November 27 and Cyber Monday on November 30, roughly five weeks remain to prepare. A practical initial measure involves executing five distinct, consumer-style search prompts inside ChatGPT and Gemini to log which vendors surface within relevant product categories. Next, merchants should audit their Shopify or Merchant Center product feeds to identify missing attributes or price mismatches, ideally concluding this review by November 1.

Prior to Thanksgiving, store owners can activate the AI integration channels already supported by their e-commerce platforms and apply appropriate link tracking. Establishing measurement closes the operational loop. Evaluating AI-driven traffic and conversion volumes against conventional search and social channels following Cyber Monday equips business owners with concrete data to determine whether AI commerce warrants a larger allocation of next year's operational budget. Leveraging existing product feeds keeps experimentation costs low, allowing retailers to test the medium this season without risking the entire holiday financial outcome on an unproven channel.