Google brings generative UI into AI Overviews and puts study tools inside Search
The interface that builds custom tools and simulations on the fly for complex concepts has started rolling out in AI Overviews after AI Mode. The same announcement adds practice quizzes, step by step coaching from a photo in Lens and class notebooks in AI Mode. Search no longer just writes the answer, it turns it into a usable tool.
From answer text to an interactive tool
Per a Google announcement dated August 19, 2026, Search generates custom tools and simulations on the fly to explain complex concepts. The example given is the pH scale: the query returns an interactive visual inside an AI Overview, and a follow up in AI Mode produces a custom experience plotting citrus fruits on the scale.
Per the Search Engine Journal assessment published the same day, this capability is called generative UI and is expanding from AI Mode into AI Overviews. Per the publication, Google said at I/O 2026 that the capability would become available to everyone in Search over the summer, free of charge.
The framing of the announcement is back to school: Google presents the package through learning and studying. The interface itself is not limited to school subjects though.
Five capabilities, different rollout speeds
Interactive visuals are live globally in English in AI Mode and have started rolling out in AI Overviews. Per Search Engine Journal, full availability in AI Overviews is expected in the coming weeks.
Practice quizzes are offered on both surfaces in English, globally and free of charge. When a user asks for a quiz on a subject or a standardized test, Search generates an interactive quiz with explanations and links to learn more. The announcement lists ACT, AP, ENEM, GRE, JEE, LSAT, MCAT, NEET and SAT, and names content partnerships with Princeton Review, Careers360, PhysicsWallah and Akira Enem.
Lens gains a new learning experience: the user photographs the problem they are stuck on, Lens walks through the logic step by step in an AI Overview, points out where the mistake was made, and follow up questions continue in AI Mode. It is in the Google app for Android and iOS, in English, with a global rollout planned over the coming weeks.
Notebooks are coming to AI Mode. Users can gather slides, syllabi, articles and previous AI threads into notebooks per class or project and then query those sources; existing notebooks in Gemini Notebook sync to Search automatically. Per the announcement this is offered in more than 180 countries, excluding the European Economic Area, in English at first with local languages in the weeks ahead.
Finally there is file creation: study documents such as a one pager can be generated from uploaded files or existing AI threads. Documents, presentations, spreadsheets and text files are listed. It is live globally in English in AI Mode and coming to AI Overviews.
Per Search Engine Journal, Google did not specify which query types will trigger generative UI.
Search moves from giving the answer to giving the tool
The assessment in this section is ours. Small tools have been a traffic source on the web for years: loan calculators, unit converters, comparison tables. Users came to a site for those tools. Generative UI targets that flow directly.
The Search Engine Journal warning points the same way: sites built around a calculator, converter or comparison tool could see more direct overlap as the capability reaches AI Overviews, the larger of the two surfaces. The competitor may no longer be another site but the search result itself.
The second point is the devaluation of format. Presenting information as a table or a simple calculator used to be a differentiator. If a model can produce that format instantly, the difference no longer sits in the format but in the data itself: real price, real stock, real measurement, real experience.
Third, measurement. When the user consumes the result inside search, you see neither a click nor a session. The line we have been writing for a while applies here too: a setup that measures visibility only by clicks explains less and less. We covered the technical side of that in the story on JavaScript links being invisible to AI crawlers.
Fourth, the language and coverage boundary. Most capabilities in the announcement start in English and some are offered outside the European Economic Area. The effect will not land in every market at the same time.
What it means for businesses in Türkiye
The assessment below is not in the sources, it is our reading. The announcement has no Türkiye specific timeline, and since no country list was shared we say nothing definitive about availability in Türkiye.
The direction is clear all the same. These capabilities arriving later in Turkish content buys businesses here time to prepare. That time is better spent rethinking content around tool logic than waiting.
Concretely: if your site has a calculator or a comparison table, the mere existence of that tool will not set you apart. What sets you apart is the data feeding it. A calculator running on your own prices, your own delivery times and your own product dimensions offers something a model cannot generate; a generic unit converter does not.
Second, being the source of the answer. Even when a model builds a tool, the information inside it comes from somewhere. Having your product and service data clear, current and machine readable on your site helps in classic search and on these new surfaces alike.
Third, the measurement habit. Cases where traffic falls while demand does not are increasing. Reading impressions and clicks in Search Console together with brand searches and direct enquiries is healthier than watching a single chart.
The UNALSOFT take
On the web design side we read this news as a filtering rather than a threat list. Anything a model can generate loses value over time: generic explanation, generic table, generic calculator. What keeps its value is the data you own and the work you do. That is why our priority on client sites is publishing real and current information in the right structure before any decorative interface. The interface of search will keep changing; what does not change is that sourced information still has to come from somewhere.
What does your site offer that a model cannot generate?
Let us look together at which part of your content is defensible.