AI Reputation Fundamentals
Written for people first, and structured so the AI engines that now answer these questions describe you accurately.
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How do large language models like ChatGPT form opinions about companies?
LLMs do not form opinions. They assemble a response from two streams, a training corpus fixed at a cutoff date and live retrieval from the web at query time, weighting sources by authority. To change what an AI engine says about your company, improve the sources it draws on: independent media coverage and Wikipedia carry more weight than additional owned pages.
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How does the quality of your digital footprint affect what AI says about you?
Directly. AI engines build what they say about you from your digital footprint: your Wikipedia article, Wikidata entry, Google Knowledge Panel, owned properties with schema markup, and third-party coverage. The accuracy and consistency of those components determine the accuracy of the AI description.
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How does misinformation spread through AI systems?
Misinformation spreads through AI systems mechanically: a weakly-sourced claim gets summarized by one engine, which strips the original caveats; that summary is republished elsewhere and looks like a new independent source; a second engine then cites the republished version as corroboration. Within a few cycles, the same wrong fact can appear across multiple engines, each citing a different downstream source for the same original error.
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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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Services for AI Reputation Fundamentals
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.
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