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Blog / AI Search Data Is Here: Educational Content Is Winning.

AI Search Data Is Here: Educational Content Is Winning.

Dan Titmuss AUTHOR: Dan Titmuss
Jul 15, 2026
6 Min Read
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We recently learned that the Google Search Console is starting to show visibility data for Google’s generative AI search features, including AI Overviews and AI Mode. This is huge news, as previously we have been starved for data when it comes to what actually performs in AI Overviews. Let’s jump into some (early) analysis.

Note: the reports are still early and imperfect. The current AI-based search results overviews do not give us all the context we would want, including the queries, topics, or user behavior behind the impressions. But one pattern is clear:

AI Search is heavily favoring educational, informational content over traditional transactional pages.

That lines up with what we’ve been tracking across the search landscape. As we wrote in our recent blog post “Google’s AI Search Shift: What Arts & Culture Organizations Should Know”, your website still matters, but it is increasingly functioning as source material for AI-generated answers that naturally fall into the “research” phase of a patron’s journey.

What We Looked At

We analyzed eight arts and culture SEO clients that currently have AI Search visibility data in Google Search Console.

For each site, we pulled the top 10 pages by AI Search impressions, creating a sample of 80 pages. Then, we categorized each page into one of three groups:

  • Educational: blog posts, articles, learning resources, explainers, and guides.
  • Home: the organization’s homepage.
  • Other: ticketing, calendar, visit, event, and performance pages.

This is a small sample size, but it gives us an early view of which page types are being surfaced in Google’s AI Search features.


Educational Content Is Winning Visibility

Across the 80 pages we analyzed, educational content accounted for the majority of AI Search visibility.

Educational pages made up 46 of the top 80 pages, or 58% of the sample. But they generated 73% of all AI Search impressions, totaling 1.23 million impressions.

Even when we removed one major outlier, an educational article that generated more than 570,000 impressions on its own, educational content still accounted for about 59% of impressions.

Meanwhile, transactional pages told a different story. Pages like ticketing, calendar, visit, and event pages made up 31% of the sample, but generated only 11% of total AI Search impressions.

Homepages, which made up the final 11% of the sample, were a small but mighty group. They generated 17% of impressions and produced the highest average impressions per page. This is not surprising, as the Homepage has always been a huge driver of organic search traffic for anything associated with branded search.

The early pattern: AI Search is not surfacing all page types equally. Educational content and homepages are getting more visibility while transactional pages are getting less.


Why This Makes Sense

AI Search is built to answer questions.

A search like “What is Swan Lake about?” or “What should I know before going to the opera?” gives an AI system room to summarize, explain, and cite sources. A search like “[organization name] tickets” or “[museum name] hours” has a more direct intent. That user likely still needs a ticketing page, calendar, local result, or standard organic result as opposed to an AI Overview. We aren’t yet buying tickets within an AI Overview, and we still need a website.

This helps explain why impressions and clicks may be decoupling. If AI Search is mostly surfacing educational content, then the searches most affected are likely upper-funnel informational searches, not the highest-intent searches directly tied to purchase behavior.

Your organization may still be discovered, considered, and trusted in those moments. You may just not get the click every time.


Keep the Organic Search Purchase Path Strong

Educational content may be earning more AI Search impressions, but the SEO work on action-focused pages needs to be absolutely rock solid.

Your ticketing, calendar, event, and visit pages still support the moments when interest becomes action. These are the pages people need when they search for things like “museums near me,” “tickets to Frozen in Denver,” “[organization name] hours,” or “[event name] tickets.”

Those searches may not always be the ones most affected by AI Search right now. But they are the searches where visibility matters most.

If someone is ready to buy, visit, donate, subscribe, or plan their day, your organization needs to show up clearly and reliably. Your pages should be technically sound, easy to find, and built around the real language your audiences use when they are closer to making a decision.

That means your SEO fundamentals still matter:

  • Clear page titles and metadata
  • Strong internal linking
  • Indexable event and ticketing pages
  • Accurate schema and structured data
  • Reliable Website and Search Analytics that show how people move from discovery to decision

AI Search raises the stakes on organic search data, and good AEO (Answer Engine Optimization) is grounded in good SEO. If educational content helps people discover and understand your subject matter and organization, your purchase-path SEO helps them take the next step.


Do Not Stop Investing in Upper-Funnel Content

If AI Search may reduce clicks on educational content, should organizations stop creating it?

We do not think so.

This data reinforces the value of educational content. If AI systems are consistently surfacing your articles, explainers, and learning resources, that suggests your site is being recognized as a useful source.

That has value beyond the immediate click. Educational content can help your organization:

  • Build visibility in AI Search
  • Demonstrate subject-matter expertise
  • Answer real audience questions
  • Give people helpful entry points into your work

All of this elevates and supports your brand.

This is where E-E-A-T comes back into the picture: Experience, Expertise, Authoritativeness, and Trustworthiness are key values that Google assigns to your site that influence how they surface, recommend, and utilize your information. Educational content gives your organization a way to demonstrate real expertise.

The work you do goes beyond just selling tickets. Think about your organization’s mission: you are helping people understand the art, artists, history, ideas, and experiences connected to your work.

That matters for people. It also appears to matter for AI Search.


Focus on Useful Content First

The priority is to make sure your most useful content is clear, accurate, findable, and grounded in your organization’s expertise. That could include:

  • Guides for first-time attendees
  • Program notes and explainers
  • Artist, composer, or exhibition background
  • Educational resources connected to your mission
  • Practical visit-planning content
  • Articles that answer common audience questions

Rather than publishing generic content for the sake of volume, the goal here is to create useful resources your organization is qualified to provide. Spoiler: this is always what we have recommended with SEO-first content.


The Bottom Line

This data is early, but the pattern is worth watching.

AI Search appears to favor educational content and homepages, likely because people are using AI Search for research, context, and explanation more than immediate action. That suggests the traffic most likely to be disrupted is not always the traffic closest to conversion. It may be the adjacent informational searches that help people discover, understand, and trust your organization.

That makes good SEO even more important. Your website is still vital, and SEO is still at the core of how people discover you.

Educational content helps define what your organization is known for and is useful for audiences, but your purchase-path pages still need to do their job when someone is ready to buy, visit, donate, subscribe, or learn more.

The strongest approach is both: educational content that builds authority and rock-solid SEO for the searches that move people toward action.

Capacity helps arts and culture organizations build smarter SEO, Content Strategy, Website Analytics, and AI Strategy for a changing search landscape. If your team is trying to understand what AI Search means for your website, your content, or your audience journey, we can help you turn early signals into a practical plan.