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Schema markup is far more common on pages cited by AI. But a new Ahrefs report found that adding it didn’t result in a clear increase in citations. Ahrefs tracked 1,885 web pages that added JSON-LD schema. Each page was matched against control pages that never added schema, and citation changes were measured across Google […]
Google Search Relations team members John Mueller and Martin Splitt discussed vibe coding websites on a recent episode of Search Off The Record. Both found that AI coding tools could produce functional sites quickly. But getting SEO right still required specific technical direction, the same kind you’d give a human developer. Telling AI To ‘Add […]
Semrush put out an infographic last week. The kind built to be screenshotted into LinkedIn carousels and pasted into webinar decks. Four pillars. The fourth one is called “Technical GEO”: schema, structured data, clean architecture. The line that justifies it: “Ensures AI engines can parse and connect your content.” Ensures. See it live on X/Twitter. […]
This post was sponsored by Uberall. The opinions expressed in this article are the sponsor’s own. Local consumers have stopped searching the way we built our marketing around. This significant change in buyer habits has been quietly happening in the last 18 to 24 months. According to recent Uberall research into AI search behavior, an […]
Every technical SEO has a version of this meeting. The migration shipped on Friday. The redirects went in. Someone on Monday noticed organic traffic had fallen off a cliff, and someone else remembered there was, in fact, an SEO on the team somewhere, and perhaps they should take a look. This isn’t the meeting anyone […]
The standard technical SEO audit checks crawlability, indexability, website speed, mobile-friendliness, and structured data. That checklist was designed for one consumer: Googlebot. This is how it’s always been. In 2026, your website has, at least, a dozen additional non-human consumers. AI crawlers like GPTBot, ClaudeBot, and PerplexityBot train models and power AI search results. User-triggered […]
Microsoft previewed four new AI reporting features for Bing Webmaster Tools: citation share, grounding query-intent labels, grounding query topic labels, and Generative Engine Optimization (GEO)-focused recommendations. Krishna Madhavan, Principal Product Manager at Microsoft AI and Bing, previewed the features during a presentation at SEO Week in New York City. Slides shared by attendees on X […]
Microsoft announced a wave of AI updates this week, and most of the coverage will likely focus on the individual launches. New targeting options, diagnostics, commerce tools, Copilot enhancements, and campaign features will naturally get the headlines. What stood out to me was the broader vision behind them. Microsoft is not just talking about better […]
In January 2026, Google was granted patent US12536233B1. Six engineers worked on it, and it describes a system that scores a landing page on conversion rate, bounce rate, and design quality. If the landing page falls below a threshold, generate an AI replacement personalized to the searcher. The advertiser never sees it. Never approves it. Might […]
Almost everything written about getting brands cited by AI systems was written in English, tested in English, and validated against benchmarks built for English first. That includes the frameworks we recommend. Worth saying plainly, because the moment you carry them across a border they stop describing reality. One 2024 analysis of AI evaluation datasets found […]