Strategy & Tactics
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How should companies think about AI reputation as part of their overall risk management?
A first-order risk. AI reputation affects deal pipeline, recruiting, regulatory perception, and customer decisions, and it requires monitoring on the same cadence as other reputational risks.
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What is the role of knowledge panels and structured data in AI search?
Direct AI inputs. When Google's Knowledge Graph contains accurate entity data, engines that draw on Google - Gemini, AI Overviews, and increasingly others - tend to reflect that accuracy. Errors in the Knowledge Graph tend to propagate the same way.
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How do you build an entity that AI models recognize and trust?
Build the entity layer: Wikipedia and Wikidata, schema markup on owned properties, authoritative third-party citations, consistent attributes across the web. The engines reward entities they can recognize and verify.
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How does a brand’s Wikipedia page influence what AI says about it?
One of the strongest signals. Wikipedia is one of the most-cited sources in LLM training and retrieval, and the article often becomes the AI's default summary of the brand.
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What role do press releases play in shaping AI narratives?
Wire-distributed press releases appear in AI training data and retrieval. Well-written, fact-dense releases on authoritative wires can reach AI source pools, but over-reliance on PR-only signals can backfire.
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