Fundamentals
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How does the quality of your digital footprint affect what AI says about you?
Directly. A strong digital footprint - accurate Wikipedia, clean Knowledge Panel, owned properties, third-party coverage, structured data - gives the engines better raw material and produces more accurate AI descriptions.
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How does misinformation spread through AI systems?
Misinformation spreads through AI when low-quality sources are crawled, summarized, and re-cited. Each summary strips context and looks more authoritative than the original, then becomes input for the next engine.
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How quickly are AI models’ perceptions of a brand likely to change?
Weeks to months for most narrative shifts, faster on retrieval-heavy engines and slower on engines anchored to older training baselines. We track every change in AIQ so the trajectory is visible.
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What happens when different AI models give contradictory information about your company?
Contradictions almost always trace to different source sets. Identify which source each engine is drawing on, then improve the underlying ecosystem until the accurate version becomes dominant across all of them.
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How big a shift is AI search compared to traditional search?
We consider it the most consequential shift in information discovery since Google launched in 1998, and we expect AI-generated answers to appear in the majority of searches within the next year.
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