Fundamentals
-
How does Perplexity AI source information about companies and people?
Perplexity is retrieval-first: it runs live web searches, ranks the returned pages, synthesizes a citation-backed answer, and shows sources inline. Authoritative, recent, well-structured pages win the citation slots.
Read the full answer -
Why does ChatGPT describe my company negatively even though Google results look fine?
Different engines pull from different source mixes. ChatGPT may be anchored to outdated training data or a heavily-cited forum thread while Google reflects current authoritative coverage.
Read the full answer -
What is AI reputation management?
AI reputation management is the work of monitoring, diagnosing, and influencing what AI answer engines say about a brand or person. It is the comms discipline for the era when ChatGPT and Gemini answer the question before a user clicks a link.
Read the full answer -
What industries face the most complex AI reputation challenges?
Financial services, healthcare, regulated technology, and high-profile consumer brands. The combination of regulatory exposure, source diversity, and stakeholder scrutiny makes the AI layer particularly consequential.
Read the full answer -
How does Gemini source information about companies differently from ChatGPT?
Gemini leans heavily on Google's Knowledge Graph, Wikipedia, and Google's index. ChatGPT draws on a broader training corpus plus retrieval. Different source weighting produces different narratives for the same brand.
Read the full answer
