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Bing Team Describes How Grounding Differs From Search Indexing

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 […]

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The Whole Point Was The Mess

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. […]

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How To Design URL Structures For AI Retrieval, Not Just Rankings

For years, URL structure was a technical SEO checkbox. Keep it short, use hyphens, include the keyword, done. While that playbook still works, it’s increasingly incomplete. A growing share of the target audience now discovers content through AI assistants and large language models like ChatGPT, Perplexity, Claude, Google’s AI Overviews, and more. These systems retrieve […]

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Google Testing Web Bot Auth To Verify AI Agent Requests

Google published documentation explaining its testing of Web Bot Auth, an experimental IETF protocol that can help websites cryptographically verify some automated requests from bots and AI agents. The protocol adds another verification layer by letting agents sign HTTP requests with cryptographic keys. Websites can then verify those signatures against published public keys to confirm […]

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How Brands Block AI Crawlers & Then Pay To Get Seen: The Protection Paradox

Modern marketing is full of good intentions that quietly sabotage themselves. Nowhere is this clearer than in what I call the Protection Paradox, where smart companies spend enormous energy and money “protecting” their content or intellectual property, only to pay even more to get the same content in front of the same audiences through intermediaries. […]

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