What inexpensive over the counter retinol percentage should a complete beginner start with to avoid wasting money on irritation?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What inexpensive over the counter retinol percentage should a complete beginner start with to avoid wasting money on irritation?
1 real search · 1 real-search pass
beginner retinol 0.1% starting frequency dermatology guidance irritation moisturizer sunscreenGoogle ↗
OBSERVEDConsequence
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
beginner retinol 0.1% starting frequency dermatology guidance irritation moisturizer sunscreen Google ↗