Librarians have been actively collaborating and talking about it almost every day, whether it's creating tutorials and digital learning objectives or thinking about the conversations to have with instructors. It can feel like cognitive dissonance to be actively working with AI on a regular basis and also saying we're constantly thinking about the harms and the biases.
GEO (generative engine optimization) is the practice of optimizing digital content for AI-driven discovery so that your brand shows within AI-generated answers to user prompts. The key to winning at GEO is creating and distributing content that AI tools like to read, understand and serve up in their responses.
Google's selection of an image preview is completely automated and takes into account a number of different sources to select which image on a given page is shown on Google (for example, a text result image or the preview image in Discover). You can influence which image gets selected by providing your preferred image through one of the following metadata sources: Specify the schema.org primaryImageOfPage property with a URL or ImageObject, or specify an image URL or ImageObject property and attach it to the main entity, or specify the og:image meta tag.
Dropbox engineers have detailed how the organization was able to build the context engine behind Dropbox Dash, demonstrating a shift towards index-based retrieval, knowledge graph-derived context, and continuous evaluation to support enterprise AI knowledge retrieval at scale. The design points to a broader pattern emerging across enterprise assistants, whereby teams are deliberately constraining their live tool usage and instead relying more heavily on pre-processed, permission-aware context to speed latency, improve quality and ease token pressure.
Recently, AI decided that a painting long thought to be a copy of Caravaggio's The Lute Player is actually by the master, while another version of the same subject, previously thought to be authentic, is not. Both conclusions were disputed by the former Metropolitan Museum of Art curator Keith Christiansen. A similar debate erupted in March 2025 when AI declared that portions of The Bath of Diana, also long believed to be a copy, could have been painted by Peter Paul Rubens.
Several weeks after Google rolled out support for Preferred Sources globally, Google added official help documentation for site owners to use to help them understand what it is all about and how to encourage their readers to subscribe to your site as a preferred source. In December, Google rolled out Preferred sources globally after rolling it out in the US and India in August and beta testing it in June. Now the new help documentation is available here if you need it.
Yahoo's big AI play is, in many ways, actually a return to the company's roots. Three decades ago, Yahoo was known as "Jerry's guide to the world wide web," and was designed as a sort of all-encompassing portal to help people find good stuff on an increasingly large, hard-to-parse internet. In the early aughts, the rise of web search more or less obviated that whole idea. But now, Yahoo thinks, we've come back around.
Ever since Mosaic, the first web browser introduced in 1993, browsers have included bookmarking features that let users quickly return to favorite sites. Today, bookmarks are even more important, especially on PCs and Macs, where the browser has become the most frequently used software. It serves as the gateway to email, news, entertainment, video calls, shopping, banking and even word processing, graphic design, tax preparation and much more.
The org revealed the new partnerships in a post celebrating its 25th birthday, and which points out it is among the world's ten most-visited websites, and the only one to be run by a nonprofit. The post notes that 250,000 editors work on at least one Wikipedia article each month, and that editors make 324 changes each minute as they contribute to the 65 million-plus articles the site contains. 1.5 billion unique devices reach Wikipedia each month.
What if you could build your own AI research agent, no coding required, and customize it to tackle tasks in ways existing systems can't? Matt Vid Pro AI breaks down how this ambitious yet accessible project can empower anyone, from students to seasoned professionals, to create a personalized AI capable of conducting deep research, synthesizing data, and delivering actionable insights.
Peec AI ranks first for enterprises due to multi-LLM coverage, daily prompt scale, citation intelligence, and unlimited seats. Enterprise teams track AI search visibility to measure brand presence, sentiment, and citations across ChatGPT, Gemini, Perplexity, Claude, and Google AI Overviews. Prompt-level tracking at scale reveals share of voice, source attribution, and daily shifts across multiple large language models. Evaluation covered 30+ platforms tested during late 2025 and early 2026 using live prompts, verified pricing, and production data.
As part of Wikipedia's 25th anniversary, parent company Wikimedia a slew of partnerships with AI-focused companies like Amazon, Meta, Perplexity, Microsoft and others. The deals are meant to alleviate some of the cost associated with AI chatbots accessing Wikipedia content in enormous volumes by giving the tech companies streamlined access. As noted by , the timeline on these deals is a little squirrely.
What happens when the AI companies (inevitably) encounter spam and attempts at SEO/GEO manipulation in the markdown files targeted to bots? What happens when the .md files no longer provide an equivalent experience to what users are seeing? What happens if they continue crawling those pages but actually toss them out before using the content to form a response? ...And we keep conflating "bot crawling activity" with "the bots are using/liking my markdown content?" How will we know if they're actually using the .md files or not?
Scott Darrohn, fishbat Media, LLC co-founder, is a national keynote speaker and GEO-SEO guru shaping the future of digital growth. Search is changing quicker than ever before. Nowadays, with tools like Google's AI Overviews, Microsoft Copilot and Perplexity, users are no longer just scrolling through search results; they're directly engaging with AI-generated answers. Generative engine optimization (GEO) can help your brand flourish in this new paradigm by boosting your chances of being mentioned in those AI answers when users ask questions.