Topic: external validation
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We Tracked 10 Sites: Does llms.txt Matter?
AI crawlers from major providers like Google and OpenAI rarely request llms.txt files, and no leading LLM company has officially committed to using the standard for content discovery. A 90-day study found that implementing llms.txt had no measurable impact on AI traffic for most sites; any observ...
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ChatGPT Shopping Is Here: How It's Reshaping Ecommerce SEO
ChatGPT Shopping introduces a conversational AI-driven product discovery channel that bypasses traditional keyword-based search, delivering curated recommendations directly in chat and requiring marketers to adapt for competitive visibility. Product visibility in ChatGPT Shopping relies on organi...
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