Explainer

GEO vs. SEO: what AI search changes for consumer brands

Generative engine optimization gets you cited. SEO gets you ranked. Neither tells you which merchant captured the cart. A plain comparison for brands selling DTC and through retail.

The short answer

SEO decides whether a person can find a link to click. GEO decides whether an assistant names you inside the answer it writes. Both stop at presence. Neither one follows the click to a merchant.

For a brand that sells on its own site, on Amazon, and through two or more retailers, presence is the easier half of the problem. The harder half is that the pages assistants cite are usually monetized editorial pages, and their outbound links decide which of your channels captures the sale.

DimensionSEOGEO / AI visibilityCommerce link optimization
What it optimizesYour rank in a list of linksWhether a model cites you in its answerWhich merchant the click resolves to
Unit of workPages you ownSources the model trusts, mostly third-partyCommercial links on cited third-party pages
Primary metricPosition, clicks, impressionsCitation share, mention share, sentimentPreferred-destination capture, resolved merchant mix
Who acts on itSEO and content teamsSEO, GEO and digital PRAffiliate and partnerships, digital PR, ecommerce P&L
Connects to revenueIndirectly, via analytics on your own siteNo — presence onlyYes — routing mapped to channel, GMV and margin exposure

FAQ

Questions people ask about GEO

What is generative engine optimization (GEO)?
GEO is the practice of making a brand more likely to be cited inside AI-generated answers from assistants such as ChatGPT, Perplexity, Gemini and Claude. It focuses on being present and correctly described in the sources those models draw on, which are frequently third-party editorial pages rather than the brand's own site.
How is GEO different from SEO?
SEO optimizes for a ranked list of links a person then clicks. GEO optimizes for a synthesized answer where the model chooses which sources to cite and often only one or two destinations get surfaced. SEO's unit of work is your own page; a large share of GEO's unit of work sits on pages you do not own.
Is GEO replacing SEO?
No. Classic search still drives the majority of commercial traffic for most consumer brands, and the same editorial pages tend to win in both surfaces. GEO adds a layer rather than replacing one: the pages that rank are frequently the pages that get cited, so technical and content SEO remains the foundation.
Does GEO tell me whether AI search made me money?
On its own, no. GEO answers whether you were mentioned. It does not answer where the resulting click landed, which merchant captured the transaction, or how much GMV moved between your DTC site and your retail channels. That requires resolving the commercial links on the cited pages to a final merchant.
What should a consumer brand do first?
Establish where AI-cited demand in your category currently lands before spending on visibility. If the pages already citing your category route almost everything to one marketplace, more citations amplify existing routing rather than change your channel mix. Measure routing, fix the highest-value placements, then invest in visibility.

See the routing in your category

Category benchmarks are published openly. Brand-level diagnostics are delivered privately.