Fundamentals
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What is retrieval-augmented generation and why does it matter for reputation?
Retrieval-augmented generation lets an LLM pull live web sources at query time instead of relying only on its training data. For reputation, it means current authoritative content can shape AI answers in near real time.
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How does Google AI Overview affect brand reputation?
Google AI Overviews present a synthesized summary above the standard results for many queries, drawing on Google's most-trusted sources. They can shift attention away from blue-link results and amplify whichever sources Google selects.
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What role do online reviews play in shaping AI narratives about a business?
Reviews influence AI narratives directly when engines retrieve from review sites and indirectly when reviews are summarized in news, blogs, or aggregator content that the engines then ingest.
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What is an AI narrative and why does it matter?
An AI narrative is the recurring story the engines tell about a brand: the themes, framing, and details that appear consistently across responses.
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How do large language models like ChatGPT form opinions about companies?
They don't form opinions. They synthesize a response from their training data and live retrieval sources, weighting whatever they consider most authoritative on the topic.
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