Chapter 1 · Executive view
Are we winning with AI?
L'Oréal is #1 in 78 of 180 answers. Its wins are mostly decided by ingredient / formula and price / value. The biggest page gaps are formula transparency, endorsements, proof & studies.
Market × category scoreboard
Serums
Cleansers
Australia
UAE
Thailand
Why this is happening
What decides L'Oréal #1s
Ingredient / formula38
Price / value13
Independent evidence12
Most frequent page gaps
Formula transparency89
Endorsements67
Proof & studies65
Direct human Direct review evidence: 7 product pages, Australia only. Thin — other human signals here are AI-interpreted.
