researchfeatured
n = 100
87%
known to AI · never recommended
100 GEO audits: why AI knows your brand but never recommends it
the five mistakes repeating in 87–100% of audits, the myths the market still pays for, and the state of AI visibility by niche.
researchchapter 02
n = 100
~100%
audits with no entity anchor
100 audits, 5 mistakes on repeat
the five failures found in 50–100% of audits: no entity anchor, no schema, anonymous content, no llms.txt, nothing worth quoting.
researchchapter 03
n = 100
0/5
market beliefs left standing
5 beliefs. 100 audits. 0 survivors.
no correlation between organic traffic and entering an LLM answer — and four more things the market still pays for.
researchchapter 04
n = 100
37
average score in web3 & crypto · out of 100
one disease. three faces.
the state of LLM visibility across web3 & crypto, iGaming and B2B services — same illness, three different symptoms.
guidechapter 05
"read. verify.
quote."
quote."
the whole game, in three words
read. verify. quote.
the three layers that decide whether AI names you — readability, entity, citability — and why the order can't be swapped.