{
  "id": "A05",
  "url": "https://cartforagents.com/guides/ai-visibility",
  "title": "AI visibility: distinguish mentions, citations and product outcomes",
  "description": "Classify a brand mention, source citation, product retrieval, recommendation and completed order with examples of what each does not prove.",
  "answer": "Label every AI visibility observation as one of five states: a brand mention, a source citation, a product retrieval, a recommendation or a completed order. Each one proves only itself: a mention is not a citation, a product in a result list is not a recommendation, and a recommendation is not a sale. Record the state with the platform, date, question and evidence, and keep the five counts separate instead of rolling them into one visibility score.",
  "take": "For a product brand, the states that pay the bills are the last three: retrieval, recommendation and an order. Track those per product; brand mentions are a nice extra.",
  "summary": "\"We're showing up in AI\" can mean five very different things, from a model typing your brand name to a customer paying you. Here is a way to label what you actually saw, with an example of each and the line it does not cross.",
  "claims": [
    {
      "text": "OpenAI says ChatGPT product results are selected independently, are not ads and are not influenced by OpenAI partnerships, and that ads are separate from product results. A product appears in the carousel when ChatGPT perceives it as relevant to the shopper's intent, considering the query and context such as Memory or Custom instructions, and not all available products will necessarily be shown.",
      "source_title": "OpenAI Help Center: Shopping with ChatGPT Search",
      "source_url": "https://help.openai.com/en/articles/11128490-shopping-with-chatgpt-search",
      "source_date": "2026-10-27",
      "method": "documented",
      "limitation": "Living help article; the date is our check date. Inputs, not weights."
    },
    {
      "text": "OpenAI says ChatGPT may generate simplified product titles and descriptions, may add labels such as \"Budget-friendly\" or \"Most popular\" that are not guarantees or verified statements, and may show model-generated review summaries; reviews and ratings are not verified by OpenAI.",
      "source_title": "OpenAI Help Center: Shopping with ChatGPT Search, Product descriptions, labels, reviews, and ratings",
      "source_url": "https://help.openai.com/en/articles/11128490-shopping-with-chatgpt-search",
      "source_date": "2026-10-27",
      "method": "documented",
      "limitation": "Does not say how often text is rewritten or which facts are kept."
    },
    {
      "text": "OpenAI says that after a shopper selects a product, ChatGPT may show a list of merchants offering it, ranked on factors like availability, price, quality and whether they are the maker or primary seller, and that the initial price shown typically reflects the first merchant listed.",
      "source_title": "OpenAI Help Center: Shopping with ChatGPT Search, Pricing; How merchants are selected",
      "source_url": "https://help.openai.com/en/articles/11128490-shopping-with-chatgpt-search",
      "source_date": "2026-10-27",
      "method": "documented",
      "limitation": "Factors, not weights."
    },
    {
      "text": "Google says AI Overviews and AI Mode show links to supporting websites, that a supporting link must be an indexed page eligible for a snippet, and that sites appearing in these features are included in Search Console's Performance report within the \"Web\" search type.",
      "source_title": "Google Search Central: AI features and your website",
      "source_url": "https://developers.google.com/search/docs/appearance/ai-features",
      "source_date": "2026-10-27",
      "method": "documented",
      "limitation": "The page does not describe a separate AI-feature report; AI traffic is counted inside overall Web search data."
    },
    {
      "text": "Microsoft says Copilot returns product results from across the web and from advertisers, that sponsored links are clearly identified, and that Copilot bases product options on the prompt, likely engagement, available merchant data and other factors.",
      "source_title": "Microsoft Support: Shopping with Microsoft Copilot",
      "source_url": "https://support.microsoft.com/en-us/microsoft-copilot/shopping-with-microsoft-copilot",
      "source_date": "2026-10-27",
      "method": "documented",
      "limitation": "Consumer help page; no weights or measurement of engagement."
    },
    {
      "text": "Shopify says its search preview in Sales channels > Agentic shows the raw outputs of Shopify Catalog search, and that agentic storefronts often re-rank results on their own logic, so the preview is a directional signal, not an exact prediction.",
      "source_title": "Shopify Help Center: Managing agentic storefronts, Reviewing your products' discoverability and ranking",
      "source_url": "https://help.shopify.com/en/manual/online-sales-channels/agentic-storefronts/agentic-home",
      "source_date": "2026-10-27",
      "method": "documented",
      "limitation": "Describes a Shopify diagnostic, not any channel's results."
    },
    {
      "text": "Shopify's agentic storefronts reports show sales, orders, online store sessions and online store conversion for each AI channel; the sales figure aggregates referral-based sales and direct-checkout sales, and the reports are not yet available for headless stores.",
      "source_title": "Shopify Help Center: Managing agentic storefronts, Agentic storefronts performance data",
      "source_url": "https://help.shopify.com/en/manual/online-sales-channels/agentic-storefronts/agentic-home",
      "source_date": "2026-10-27",
      "method": "documented",
      "limitation": "Shopify's attribution; the page does not explain how a sale is assigned to a channel."
    },
    {
      "text": "Shopify says Google Analytics and custom pixels do not fire in the Google AI Mode and Gemini, Microsoft Copilot and Meta direct checkouts; only server-to-server pixels (started, completed) fire.",
      "source_title": "Shopify Help Center: Selling on Microsoft Copilot, Unsupported features",
      "source_url": "https://help.shopify.com/en/manual/online-sales-channels/agentic-storefronts/microsoft",
      "source_date": "2026-10-27",
      "method": "documented",
      "limitation": "The same statement appears on the Google and Meta channel pages on our check date."
    },
    {
      "text": "For the search \"humidifier for dry winter air large room quiet top fill\", Shopify's agent catalog returned 10 listings; a decibel figure was in the description of 4 (positions 2, 3, 5 and 7) and in the description or Shopify-generated metadata of 6. Across 162 searches the catalog returned 1,620 result occurrences, not distinct products.",
      "source_title": "Cart for Agents: Receipts cited by our guides (Shopify agent-catalog snapshot, Oct 26, 2026)",
      "source_url": "https://cartforagents.com/research/agent-shopping-research#receipts-cited-by-our-guides",
      "source_date": "2026-10-26",
      "method": "observed",
      "limitation": "One unpersonalized Shopify catalog snapshot. Catalog order is not what ChatGPT or any assistant showed a shopper."
    },
    {
      "text": "In a supplied-snippet simulation, an invented humidifier with its facts as a spec line was picked in 134 of 180 Claude sessions, 20 of 60 on GPT-6.1-Sol, 19 of 59 on Gemini 3.8 Flash and 15 of 55 on Gemini 3.1 Pro; each model picked 2 of 8 listings, so random picking is 25%.",
      "source_title": "Cart for Agents: Vague vs specific product facts, simulated picks by Claude, GPT and Gemini models",
      "source_url": "https://cartforagents.com/research/vague-specific-product-facts-simulation",
      "source_date": "2026-10-27",
      "method": "controlled-simulation",
      "limitation": "Models chose from snippets we supplied; the product was invented. Not live ChatGPT or Gemini recommendations, rank or sales."
    },
    {
      "text": "When we recomputed our own retired gap score, about 65% of the points it awarded came from review depth, a component designed as only 25 of 100 points.",
      "source_title": "Cart for Agents: AI visibility scores, audit weights and retire an invalid metric",
      "source_url": "https://cartforagents.com/research/ai-visibility-score-methodology",
      "source_date": "2026-10-27",
      "method": "observed",
      "limitation": "Our own retired metric over one catalog snapshot; it says nothing about other vendors' scores."
    }
  ],
  "sources": [
    {
      "title": "OpenAI Help Center: Shopping with ChatGPT Search",
      "url": "https://help.openai.com/en/articles/11128490-shopping-with-chatgpt-search",
      "accessed": "2026-10-27"
    },
    {
      "title": "Google Search Central: AI features and your website",
      "url": "https://developers.google.com/search/docs/appearance/ai-features",
      "accessed": "2026-10-27"
    },
    {
      "title": "Microsoft Support: Shopping with Microsoft Copilot",
      "url": "https://support.microsoft.com/en-us/microsoft-copilot/shopping-with-microsoft-copilot",
      "accessed": "2026-10-27"
    },
    {
      "title": "Shopify Help Center: Managing agentic storefronts",
      "url": "https://help.shopify.com/en/manual/online-sales-channels/agentic-storefronts/agentic-home",
      "accessed": "2026-10-27"
    },
    {
      "title": "Shopify Help Center: Selling on Microsoft Copilot",
      "url": "https://help.shopify.com/en/manual/online-sales-channels/agentic-storefronts/microsoft",
      "accessed": "2026-10-27"
    },
    {
      "title": "Cart for Agents: Receipts cited by our guides",
      "url": "https://cartforagents.com/research/agent-shopping-research#receipts-cited-by-our-guides",
      "accessed": "2026-10-27"
    },
    {
      "title": "Cart for Agents: Vague vs specific product facts, simulated picks by Claude, GPT and Gemini models",
      "url": "https://cartforagents.com/research/vague-specific-product-facts-simulation",
      "accessed": "2026-10-27"
    },
    {
      "title": "Cart for Agents: AI visibility scores, audit weights and retire an invalid metric",
      "url": "https://cartforagents.com/research/ai-visibility-score-methodology",
      "accessed": "2026-10-27"
    }
  ],
  "limitations": [
    "The five states and the classification steps are our proposal for labelling observations. They are not a platform metric or an industry standard.",
    "We do not see what any assistant tells shoppers. The examples are documented platform behaviour, our own catalog snapshot and simulation, or labelled hypotheticals.",
    "A single observation is one answer, on one platform, at one time, for one question and context. Assistant answers vary with the shopper's context, so one observation is not a rate.",
    "Platform documentation was checked on 2026-10-27; re-check before acting.",
    "Store and brand names are withheld."
  ],
  "related": [
    "https://cartforagents.com/guides/ai-product-visibility",
    "https://cartforagents.com/research/shopify-catalog-vs-chatgpt-results",
    "https://cartforagents.com/research/ai-visibility-score-methodology",
    "https://cartforagents.com/guides/geo-vs-seo",
    "https://cartforagents.com/guides/ai-shopping-agent",
    "https://cartforagents.com/guides/agentic-commerce"
  ],
  "published": "2026-10-27",
  "updated": "2026-10-27",
  "checked": "2026-10-27",
  "kind": "guide"
}