Home / Blog / Why AI agents need more than product pages

Speaking at Cannes in June, Ekta Chopra, chief technology and AI officer at E.l.f. Beauty, said brands cannot simply repurpose their existing content for AI. AI tools need full conversational context, not just keywords.

That is a really useful way to understand what is changing with AI search and what is driving the shape of GEO.

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Traditional search often worked around short, direct queries. A customer searched for a product, a category, a brand, or a nearby provider. The job of the page was to match that intent and move the customer closer to action.

AI search behaves differently, as people use AI tools to explain situations. They ask for advice, comparisons, recommendations, shortcuts, pros and cons, and answers shaped around their circumstances.

That means that the content AI systems need is also different.

A product page can tell AI what something is. But it may not explain who it is for, what problem it solves, when it is the right choice, when it is not the right choice, how it compares with alternatives, what customers typically ask, or what evidence supports the claims being made.

Those are the details that matter. Why? Because AI systems are not only retrieving information. They are assembling answers.

For brands, this means product content needs to be surrounded by richer decision-making content.

That might include buying guides, FAQs, comparison pages, use cases, customer stories, expert explainers, review signals, and clear structured information that helps AI understand the context around the product or service.

(Oh, and customers love it too).

This is especially important as AI agents become more involved in shopping and research journeys.

If an AI agent is helping a customer choose a product, shortlist a provider, or compare options, it needs more than a set of features. It needs enough context to understand fit.

That is where GEO content does some of its most valuable work.

It does not just help a page rank. It helps a brand become easier to understand, easier to compare, and easier to recommend.

The brands that win in AI search will not be the ones with the most product copy. They will be the ones that provide the clearest, most useful context around the decisions their customers are trying to make.



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Frontier15 helps brands achieve visibility in the era of AI search, creating content strategies that make your expertise discoverable and trusted by both people and machines. Get in touch and ask us how we can map a GEO-informed content strategy that helps future-proof your brand.