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Blog

Scaled AI Content Often Fails & Google’s Crawl Economics Explain Why

When generative AI made mass content production cheap, many brands thought they had discovered a content cheat code. The playbook seemed simple: Spin up thousands of highly targeted pages overnight, vacuum up search traffic, and watch organic revenue climb. Instead, a quiet crisis is playing out across enterprise SEO. Aggressive programmatic AI initiatives are stalling, […]

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Google’s Marvin Clarifies AI Search and Qualified Future Conversions

Google Ads Liaison Ginny Marvin addressed several advertiser questions about AI Search, Qualified Future Conversions (QFC), and YouTube Creator Partnerships in the latest edition of the Ads Decoded newsletter and accompanying video. The community Q&A followed Google Marketing Live and focused on topics that have generated ongoing questions from advertisers, including AI Search eligibility, long-term […]

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AI Agent Standards: What Do We Need To Know?

The search industry is rapidly producing new standards, protocols, and frameworks. Terms like MCP, A2A, ARD, or LLMs.txt have been littering LinkedIn and industry publications. As overwhelming as another collection of acronyms may seem, most of these standards are attempting to solve different problems at different layers of the emerging agent ecosystem. Mapping These Protocols […]

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AI Visibility Rankings Aren’t Stable – New Research Shows It’s Mostly Statistical Noise

AI visibility tracking data isn’t entirely reliable. Because generative models often produce different responses, the citation shares and rankings on your dashboard are merely snapshots of a continuously changing target, not fixed facts. A difference between you and a competitor could be genuine or just fluctuation between measurements. A new IQRush paper due for release […]

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