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Bing Adds GEO To Official Guidelines, Expands AI Abuse Definitions

Microsoft has rewritten the Bing Webmaster Guidelines to cover how content appears in both traditional search results and Copilot’s AI-generated answers. The previous version focused on how Bing indexes and ranks websites. The rewrite extends that to Copilot and grounding API results, treating “grounding results and citations” as additional eligibility outcomes. New Meta Directive Guidance […]

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From Visibility Engineering To Preference Engineering: The Rise Of The Infinite Tail

For the past couple of decades, SEO has been about linear visibility. Your website ranks for more keywords in higher positions, which, in turn, drives more clicks, and has been benchmarked by total opportunities in search (MSV) and ranking comparisons against your competitors. This model worked well because search operated within a shared reality, and […]

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Anthropic’s Claude Bots Make Robots.txt Decisions More Granular

Anthropic updated its crawler documentation this week with a formal breakdown of its three web crawlers and their individual purposes. The page now lists ClaudeBot (training data collection), Claude-User (fetching pages when Claude users ask questions), and Claude-SearchBot (indexing content for search results) as separate bots, each with its own robots.txt user-agent string. Each bot […]

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AI-SEO Is A Change Management Problem

Boost your skills with Growth Memo’s weekly expert insights. Subscribe for free! AI-SEO transformation will fail at the alignment layer, not the tactics layer. 25 years of transformation research, spanning 10,800+ participants across industries, reveals that the gap between successful and failed initiatives isn’t technical skill. It’s organizational readiness. What you’ll get: Why AI SEO […]

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Microsoft: ‘Summarize With AI’ Buttons Used To Poison AI Recommendations

Microsoft’s Defender Security Research Team published research describing what it calls “AI Recommendation Poisoning.” The technique involves businesses hiding prompt-injection instructions within website buttons labeled “Summarize with AI.” When you click one of these buttons, it opens an AI assistant with a pre-filled prompt delivered through a URL query parameter. The visible part tells the […]

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Why AI Misreads The Middle Of Your Best Pages

The middle is where your content dies, and not because your writing suddenly gets bad halfway down the page, and not because your reader gets bored. But because large language models have a repeatable weakness with long contexts, and modern AI systems increasingly squeeze long content before the model even reads it. That combo creates […]

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