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For roughly two decades, the SEO discipline operated on a quiet assumption that turned out to be one of its most valuable features. Guidance from one search engine traveled. If Google said sitemaps mattered, Bing said sitemaps mattered. If Bing said structured data deserved real effort, Google said the same. Practitioners optimized for Google with […]
This week’s Ask An SEO question: “How do you stress-test a staging environment to surface SEO risks before a large-scale launch?” It is one of the most important questions to answer when considering rolling out new websites, migrations, or significant changes to your live site. First, let’s look at the difference between a “staging” site […]
Google’s Search and Chrome documentation now point in different directions on llms.txt, depending on whether the goal is Search visibility or agentic browser readiness. Google Search recently published a new optimization guide that lists llms.txt among the tactics you don’t need for generative AI features. The guide groups it with content chunking, AI-specific rewriting, and […]
On March 20, 2026, Google quietly added a new entry to its official list of web fetchers. Not a crawler. Not a training bot. An agent. Google-Agent is the user agent string for AI systems running on Google infrastructure that browse websites on behalf of users. When someone asks an AI assistant to research a product, fill […]
Schema markup had a rough week. Google ended FAQ rich results. Four days later, Ahrefs published a report, finding that adding JSON-LD didn’t produce a clear citation lift across Google AI Overviews, AI Mode, or ChatGPT. These developments weaken two common pitches for schema markup: increased SERP visibility and potential AI citation gains. This article […]
An SEO recently described being laid off along with his entire team after organic traffic had been declining for months. From his side, the team had been doing the work: more than 1,400 tickets filed over eighteen months, each one documenting a problem and explaining why it mattered. From the business’s side, none of it […]
A growing share of your search impressions in 2026 aren’t coming from people typing into a search box. They’re coming from AI agents researching a question on someone’s behalf, and those agents don’t care about your keyword rankings. They care whether your HTML loads in under 200 milliseconds, whether a product page is reachable within […]
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. Related reading: pichai says […]
Microsoft’s Bing team published a framework describing how indexing requirements change when the goal is to ground AI answers rather than to rank search results. The post identifies five measurement areas where the company says the two systems diverge. It also names “abstention” as a design choice for AI-powered retrieval. What Microsoft Described The post […]