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Voices from the record.

Real operators and named researchers, captured on the record. Every card links to its primary source. A weekly content-fingerprint cron confirms the quoted text is still there — the muted dot beside each date is the verification heartbeat.

• u/nicbou

  “Year on year traffic is down 43% for the website I live from. Everyone in the industry is suffering.”

• u/theorchid

  “If AI recommends your website when answering people's questions, you cannot find out what questions the user discussed, how many times your website was shown, and in what position.”

• u/marcwajsberg

  “The attribution point is huge: the "decision" can happen in the model's answer, and your analytics only see the last hop.”

• Aleyda Solis

  “The world of search is undergoing its most significant transformation since the advent of Google itself.”

• u/avin01

  “My worry is GEO/AEO becomes the same game SEO did, people optimizing for bots instead of users. The boring strategy still wins. Write good stuff, update it, build credibility.”

• Lily Ray

  “AI assistants function fundamentally differently than search engines. While traditional engines prioritize retrieval (indexing and ranking), LLMs focus on synthesis.”

• u/quiqueqs

  “Even for market-leading brands, a single prompt can produce different recommendations day to day, which makes me suspect LLMs are also introducing some amount of entropy into product recommendations.”

• u/wompapumpum

  “LLMs don't care about your domain authority or backlink profile. They care about whether they can extract a clean answer from your content.”

• Britney Muller

  “The rules of SEO are being rewritten.”