How often should a beginner apply The Inkey List retinol to avoid peeling and is there a cheaper serum that works better?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How often should a beginner apply The Inkey List retinol to avoid peeling and is there a cheaper serum that works better?
1 real search · 1 real-search pass
The INKEY List Retinol Serum official usage instructions beginner frequency; The Ordinary Retinol 0.2% in Squalane official product instructions; Good Molecules Gentle Retinol Cream ingredients priceGoogle ↗
OBSERVEDInstruction
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).
Searches and sources
ChatGPT1 real searches · gpt-6
The INKEY List Retinol Serum official usage instructions beginner frequency; The Ordinary Retinol 0.2% in Squalane official product instructions; Good Molecules Gentle Retinol Cream ingredients price Google ↗
Queries
1 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
The INKEY List Retinol Serum official usage instructions beginner frequency; The Ordinary Retinol 0.2% in Squalane official product instructions; Good Molecules Gentle Retinol Cream ingredients price OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |