AI & LLM Reputation Management
Shaping how AI assistants describe you.
Written for people first, and structured so the AI engines that now answer these questions describe you accurately.
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AI Reputation Fundamentals 24
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Can an AI model say something false about my organization?
Yes. AI models hallucinate, repeat outdated information, and confuse people and companies with similar names. A 2025 Columbia Journalism Review study found error rates ranging from 37% (Perplexity) to 94% (Grok 3) across tested queries. The fix is to correct the sources the engine draws on, not to argue with the model.
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Can you influence what AI says about your company?
Yes, but only indirectly. No one can edit what an AI engine outputs; that route is closed. What works is improving the five source layers the engines draw on: Wikipedia, the Knowledge Graph, owned content, third-party coverage in trusted outlets, and Wikidata. As the source layer improves, the AI narrative follows, typically within weeks for retrieval-heavy engines, and over a six-to-twelve-month horizon for durable, broad change.
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How big a shift is AI search compared to traditional search?
We consider AI answer engines the most consequential shift in information discovery since Google launched in 1998. Three structural differences mark the break: the unit of output changed from a ranked list of links to a synthesized narrative; the source set widened to include Reddit, YouTube, and podcasts that classic SEO never reached; and the same query can return materially different answers across various AI engines, so a brand must be managed across all of them, not optimized against a single algorithm.
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How do AI models decide which sources to trust about a company?
AI engines draw from a concentrated set of trust signals: Wikipedia and Wikidata sit at the top because both are heavily weighted in training data and queried directly at retrieval time; major news outlets and government or academic domains follow; the company's own official site matters when it carries clean structured data. Authority is established in advance, not earned at the moment of a query.
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Services for AI & LLM Reputation Management
The expertise behind these answers, put to work for your brand.
Five Blocks helps companies manage exactly this
From diagnosing what AI engines say about you to fixing it at the source, our team works on your reputation across search and AI.
