Google AI Overviews Versus Shopping Knowledge Panel for Category-Level Brand Visibility
They cover different moments in a shopper's search. AI Overviews appear for category questions, such as “best trail running shoes for wide feet”, where a brand competes to be named at all. The shopping knowledge panel, which Google now calls the brand profile for merchants, appears mainly when someone searches your brand by name. It shows your products, business details, promotions, shipping and return policies and videos, and in the US it can host a Business Agent chat. For category-level visibility, AI Overviews matter far more, because the brand profile only helps people who already know your name. The profile then shows those people your products, offers and policies as they decide whether to buy. Most ecommerce brands need both, measured separately.
How do the two compare?
| AI Overviews | Brand profile (shopping knowledge panel) | |
|---|---|---|
| Triggered by | Category, comparison and how-to searches | Searches for your brand or store |
| Purpose for the shopper | Learn options and narrow down | Check a known brand before buying |
| What decides your inclusion | Being cited or named in a generated answer | Google recognising your brand and your Merchant Center data |
| What feeds it | Google's index, core ranking systems and the Shopping Graph | Your website, Merchant Center, third-party licensed data and public sources |
| How much you control | Indirectly, through content and data | More directly, through Merchant Center, including claiming the profile |
| How to measure | Search Console's generative AI report, trackers, manual checks | Branded search impressions and clicks, Merchant Center reports |
What is the brand profile?
Google's Merchant Center help describes the brand profile as showcasing product pictures, brand imagery and business information, with key details such as promotions, shipping policies and videos. Google says the information comes from your website, your Merchant Center account, third-party licensed data and publicly available sources, and that the profile is rolling out to ecommerce retailers. Retailers can claim and customise it through Merchant Center, a feature Google announced in 2025, and suggest corrections through the feedback link on the profile.
In the US, a claimed brand profile can also carry Business Agent, a chat in which shoppers ask questions and get answers in your brand's voice, drawn from your Merchant Center data and website. Eligibility requires a US ecommerce store, a verified Merchant Center account and a claimed brand profile.
What decides category-level visibility in AI Overviews?
Category answers name brands and products that Google's systems find well supported across the web:
- Pages that answer the category question directly, including comparison and buying guides on your site.
- Coverage by others: reviews, best-of lists and publications that mention your brand for the category, as covered in how to rank in Google's “Sources across the web”.
- Product data in the Shopping Graph, through Merchant Center, for shopping-style overviews that show products.
- A clear entity, so Google connects your brand name with the category, as covered in how to make your brand a clear entity in Google's Knowledge Graph.
A strong brand profile does not put you into a category overview. It helps after the overview has done its job and the shopper searches your name.
How do they work together?
A typical path runs: a category search shows an AI Overview naming three brands; the shopper searches one of them; the brand profile appears with products, prices, delivery and returns; they buy or visit the site. If you are missing from the overview, the path rarely starts. If your brand profile is thin or wrong, for example showing out-of-date shipping costs, the path can end at the wrong moment. Consistent details everywhere reduce that risk, as covered in how to make brand information consistent across AI-visible sources.
What about product panels?
Between the two sits a third surface. When someone searches a specific product name, Google often shows product information with prices from several sellers, reviews and key specifications, built from the Shopping Graph. It is product-level rather than category-level or brand-level, and it is where a retailer competes on price, delivery and stock against others selling the same item. Accurate identifiers such as GTINs decide whether your offer is matched to that product at all.
What supports both surfaces?
Some work helps AI Overviews and the brand profile at the same time:
- Merchant Center business information: your logo, customer service contacts, and account-level shipping and return policies, which Google can show next to products and on the profile.
- Organization markup on your website, with your official name, logo and profiles, which Google says can influence details in the merchant knowledge panel.
- Promotions and sale prices kept current in Merchant Center, so both surfaces show the same offer.
- Reviews on your store and products, collected honestly from every customer.
Which should you work on first?
- If shoppers rarely search your brand, focus on AI Overviews and the wider category: content, coverage and product data.
- If you get steady branded searches, claim and complete your brand profile early.
- If you are a US retailer, consider Business Agent once the profile is complete, and check its answers against your policies.
How do you measure each?
For AI Overviews:
- Search Console's generative AI performance report shows impressions from AI Overviews and AI Mode by page, but not clicks or queries.
- A tracker or manual checks on a fixed set of category questions show whether your brand is named. AI Overviews vary between runs as much as chat assistants do: in SparkToro's repeated-prompt study, Google's AI rarely gave the same brand list twice. Run each category question several times and track the share of runs that name you, not a single result.
For the brand profile:
- Branded search impressions and clicks in Search Console.
- Merchant Center performance for free listings.
- Manual review of the profile on mobile and desktop every month, since its content comes from several sources you do not fully control.
Broader measurement approaches are covered in how to measure brand visibility in Google AI Overviews.
We have not measured the brand profile's effect on sales ourselves. This page is based on Google's Merchant Center help and announcements, and Google's documentation for AI features in Search.
What might this look like in practice?
Consider an illustrative outdoor apparel brand, Fellwind, whose brand profile was complete and polished, but whose branded searches had stalled. AI Overviews for “best waterproof jackets for hiking” named four competitors and cited two review sites that had never tested a Fellwind jacket. The team sent jackets to both reviewers, published a comparison guide with test results, and filled missing product attributes in Merchant Center. Over the next season, one review site added Fellwind, the brand began appearing in some category overviews, and branded searches rose, where the existing brand profile took over.
What do people ask about AI Overviews and the shopping knowledge panel?
Can I claim my brand's shopping knowledge panel?
Retailers can claim and customise their brand profile through Merchant Center, as it rolls out.
Does a brand profile help me appear in AI Overviews?
Not directly. It appears for brand searches; category overviews depend on content, coverage and product data.
Where does the brand profile get its information?
From your website, Merchant Center, third-party licensed data and publicly available sources, according to Google.
What is Business Agent?
A chat on a US retailer's brand profile that answers shoppers' questions from the brand's Merchant Center data and website.
Published by The Kovmere Team · updated Sep 29, 2026 · More resources