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EntityMap: The Open Standard That Gives AI Systems A Structured View Of Your Business

AI systems are now answering questions about your business. The problem is that they are often getting it wrong. Consider the typical situation. A brand’s products, services, expertise, locations, leadership, and relationships are distributed across dozens of pages. An AI model retrieves fragments from those pages, stitches them together probabilistically, and generates an answer. The […]

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Treating Reviews As Business Infrastructure, Not Marketing, Drives Real Business Results

Most business owners assume that higher star ratings are linked to better business outcomes. A peer-reviewed study tested that assumption directly. Researchers Eddie Inyang and Juliana White surveyed 251 U.S. small-business owners on online reputation management, Google star ratings, and business performance. Notably, Google star ratings alone didn’t predict performance. What was associated with performance […]

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Amazon Vs. Perplexity: The CFAA Case That Decides Whether AI Agents Can Visit Your Website

Amazon sued Perplexity over its Comet browser shopping on Amazon under user authorization. On March 10, 2026, a federal judge in the Northern District of California issued a preliminary injunction blocking Comet from accessing Amazon’s logged-in pages. Roughly a week later, the Ninth Circuit Court of Appeals paused the injunction pending Perplexity’s appeal. On May […]

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