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spetschinka

5 karma · joined May 29, 2026

Stefan Petschinka AEO Strategist, Entity Architect and Founder of richresults.ai https://www.richresults.ai/
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spetschinka··on Google Found the Pages. ChatGPT Found the Entity
Hi, This is Stefan from richresults.ai. I am the author of this post.

We made the AEO and the Entity Architecture for JUNO PORTALS. Seven days after JUNO PORTALS launched, I did a test with 20 Chats. Not logged in, via VPN and private window. 10 in German and 10 in English. ChatGPT cited Crunchbase, even though juno-portals.com was not indexed in Bing. On Google the pages of juno-portals.com already appeared in the blue links, but Google AI Overview cited completely different "Juno Portal" entities.

ChatGPT recognized JUNO PORTALS correctly every time, in 20 out of 20 chats.

What was really surprising is the issue about JUNO PORTALS MAG in the Chat. I started the chat addressing JUNO PORTALS MAG. ChatGPT could not deal with JUNO PORTALS MAG and cited other hits like a music label. After that, ChatGPT did not find JUNO PORTALS. Even when I directly addressed JUNO PORTALS.

This shall be a clear and true test, handmade! So my question is: Did anybody observe similar differences between indexing and entity resolution?

spetschinka··on Machine First: Why AEO Is Not SEO 2.0
Genuinely one of the best questions I've read on this topic. That dives deep. AI Paid placement is on it´s way and the signal gets corrupted the same way PageRank did. Google without ads was actually remarkable. Clean, almost pure. Then the business model ate it. AI without paid influence is the same window. Right now it's open. How long nobody knows. As we all know in the backend, the full development is proceeding. We will see what arrives on stage...