If you’ve invested money in third-party tools promising AI visibility tracking, rankings in ChatGPT, or guaranteed placement in generative answer engines, it’s time for a reality check. The way AI systems serve answers today makes those “AI rank reports” fundamentally unreliable, and wasting your marketing dollars on them won’t move the needle for your firm or brand. […]

From Coordinated Manipulation to Algorithmic Amplification A few months ago, I wrote about the “Manufactured Web,” focusing mainly on bought reviews. Fake five-star ratings. Reputation padding. Synthetic trust signals. But a recent MSSP podcast episode pushed me toward a much more serious dimension of the same phenomenon: troll farms. Wikipedia defines a troll farm as […]

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